Patent Publication Number: US-2023143716-A1

Title: Apparatuses and methods for facilitating equalization across one or more platforms and applications

Description:
FIELD OF THE DISCLOSURE 
     The subject disclosure relates to apparatuses and methods for facilitating equalization across one or more platforms and applications. 
     BACKGROUND 
     As the world becomes increasingly connected through vast communication networks and via various communication devices, additional opportunities are created/generated to convey data from a first communication device to one or more other communication devices. Such data may pertain to one or more programs, applications, or the like. One of the fastest growing entertainments sector is in the area of electronic sports (also referred to as eSports in the art). eSports may entail individuals or teams competing against one another, both live and on the web, in relation to a playing of a game (e.g., a video game). Some eSports competitions feature incentives (e.g., prizes, sponsorships, etc.) that are awarded to victorious individuals or teams, which tends to raise the profile and competitiveness of the games that are played. Given the stakes, eSports tournaments and league require a fair, level playing field for the participants. Asymmetric or unbalanced network latency and throughput can negatively impact that fairness. Today there are two approaches to address asymmetry. For high-profile matches (typically the last few rounds of a tournament, or matches between the most popular or high-profile professional teams) the network environment can be set up using wired connectivity and in a symmetric manner to reduce unfairness between teams. However, there is significant cost that is incurred to deploy and maintain such wired infrastructure, which can serve as a disincentive for facilitating/hosting an eSports competition to begin with. In addition, some game developers include “network fairness” metrics in their multiplayer game code and attempt to account for imbalances at the software level. While effective, the software based approach imposes costs on game developers (in terms of time spent and resultant complexity) and represents an inefficiency in terms of maintenance, troubleshooting, and the like. 
    
    
     
       BRIEF DESCRIPTION OF THE DRAWINGS 
       Reference will now be made to the accompanying drawings, which are not necessarily drawn to scale, and wherein: 
         FIG.  1    is a block diagram illustrating an exemplary, non-limiting embodiment of a communication network in accordance with various aspects described herein. 
         FIG.  2 A  is a block diagram illustrating an example, non-limiting embodiment of a system functioning within the communication network of  FIG.  1    in accordance with various aspects described herein. 
         FIG.  2 B  depicts an illustrative embodiment of a method in accordance with various aspects described herein. 
         FIG.  3    is a block diagram illustrating an example, non-limiting embodiment of a virtualized communication network in accordance with various aspects described herein. 
         FIG.  4    is a block diagram of an example, non-limiting embodiment of a computing environment in accordance with various aspects described herein. 
         FIG.  5    is a block diagram of an example, non-limiting embodiment of a mobile network platform in accordance with various aspects described herein. 
         FIG.  6    is a block diagram of an example, non-limiting embodiment of a communication device in accordance with various aspects described herein. 
     
    
    
     DETAILED DESCRIPTION 
     The subject disclosure describes, among other things, illustrative embodiments for equalizing a quality of connections in respect of various communication devices. Other embodiments are described in the subject disclosure. 
     One or more aspects of the subject disclosure include, in whole or in part, monitoring first traffic associated with a first client device, monitoring second traffic associated with a second client device, identifying, based on the monitoring of the first traffic, a first quality of a first connection associated with the first client device, identifying, based on the monitoring of the second traffic, a second quality of a second connection associated with the second client device, determining that the second quality is different from the first quality, based on the determining, identifying a handicap that is to be imposed with respect to at least one of the first connection and the second connection, and imposing the handicap. 
     One or more aspects of the subject disclosure include, in whole or in part, analyzing first traffic associated with a first plurality of communication devices participating in an online game, analyzing second traffic associated with a second plurality of communication devices participating in the online game, based on the analyzing of the first traffic and the analyzing of the second traffic, identifying a first handicap to be imposed on a first communication device included in the first plurality of communication devices, and imposing the first handicap on the first communication device. 
     One or more aspects of the subject disclosure include, in whole or in part, obtaining a first analysis of first traffic associated with a first communication device, obtaining a second analysis of second traffic associated with a second communication device, identifying, based on the obtaining of the first analysis and the obtaining of the second analysis, a first handicap to be applied to a first connection associated with the first communication device, and applying the first handicap to the first connection. 
     Referring now to  FIG.  1   , a block diagram is shown illustrating an example, non-limiting embodiment of a system  100  in accordance with various aspects described herein. For example, system  100  can facilitate in whole or in part monitoring first traffic associated with a first client device, monitoring second traffic associated with a second client device, identifying, based on the monitoring of the first traffic, a first quality of a first connection associated with the first client device, identifying, based on the monitoring of the second traffic, a second quality of a second connection associated with the second client device, determining that the second quality is different from the first quality, based on the determining, identifying a handicap that is to be imposed with respect to at least one of the first connection and the second connection, and imposing the handicap. System  100  can facilitate in whole or in part analyzing first traffic associated with a first plurality of communication devices participating in an online game, analyzing second traffic associated with a second plurality of communication devices participating in the online game, based on the analyzing of the first traffic and the analyzing of the second traffic, identifying a first handicap to be imposed on a first communication device included in the first plurality of communication devices, and imposing the first handicap on the first communication device. System  100  can facilitate in whole or in part obtaining a first analysis of first traffic associated with a first communication device, obtaining a second analysis of second traffic associated with a second communication device, identifying, based on the obtaining of the first analysis and the obtaining of the second analysis, a first handicap to be applied to a first connection associated with the first communication device, and applying the first handicap to the first connection. 
     In particular, in  FIG.  1    a communication network  125  is presented for providing broadband access  110  to a plurality of data terminals  114  via access terminal  112 , wireless access  120  to a plurality of mobile devices  124  and vehicle  126  via base station or access point  122 , voice access  130  to a plurality of telephony devices  134 , via switching device  132  and/or media access  140  to a plurality of audio/video display devices  144  via media terminal  142 . In addition, communication network  125  is coupled to one or more content sources  175  of audio, video, graphics, text and/or other media. While broadband access  110 , wireless access  120 , voice access  130  and media access  140  are shown separately, one or more of these forms of access can be combined to provide multiple access services to a single client device (e.g., mobile devices  124  can receive media content via media terminal  142 , data terminal  114  can be provided voice access via switching device  132 , and so on). 
     The communication network  125  includes a plurality of network elements (NE)  150 ,  152 ,  154 ,  156 , etc. for facilitating the broadband access  110 , wireless access  120 , voice access  130 , media access  140  and/or the distribution of content from content sources  175 . The communication network  125  can include a circuit switched or packet switched network, a voice over Internet protocol (VoIP) network, Internet protocol (IP) network, a cable network, a passive or active optical network, a 4G, 5G, or higher generation wireless access network, WIMAX network, UltraWideband network, personal area network or other wireless access network, a broadcast satellite network and/or other communication network. 
     In various embodiments, the access terminal  112  can include a digital subscriber line access multiplexer (DSLAM), cable modem termination system (CMTS), optical line terminal (OLT) and/or other access terminal. The data terminals  114  can include personal computers, laptop computers, netbook computers, tablets or other computing devices along with digital subscriber line (DSL) modems, data over coax service interface specification (DOCSIS) modems or other cable modems, a wireless modem such as a 4G, 5G, or higher generation modem, an optical modem and/or other access devices. 
     In various embodiments, the base station or access point  122  can include a 4G, 5G, or higher generation base station, an access point that operates via an 802.11 standard such as 802.11n, 802.11ac or other wireless access terminal. The mobile devices  124  can include mobile phones, e-readers, tablets, phablets, wireless modems, and/or other mobile computing devices. 
     In various embodiments, the switching device  132  can include a private branch exchange or central office switch, a media services gateway, VoIP gateway or other gateway device and/or other switching device. The telephony devices  134  can include traditional telephones (with or without a terminal adapter), VoIP telephones and/or other telephony devices. 
     In various embodiments, the media terminal  142  can include a cable head-end or other TV head-end, a satellite receiver, gateway or other media terminal  142 . The display devices  144  can include televisions with or without a set top box, personal computers and/or other display devices. 
     In various embodiments, the content sources  175  include broadcast television and radio sources, video on demand platforms and streaming video and audio services platforms, one or more content data networks, data servers, web servers and other content servers, and/or other sources of media. 
     In various embodiments, the communication network  125  can include wired, optical and/or wireless links and the network elements  150 ,  152 ,  154 ,  156 , etc. can include service switching points, signal transfer points, service control points, network gateways, media distribution hubs, servers, firewalls, routers, edge devices, switches and other network nodes for routing and controlling communications traffic over wired, optical and wireless links as part of the Internet and other public networks as well as one or more private networks, for managing subscriber access, for billing and network management and for supporting other network functions. 
       FIG.  2 A  is a block diagram illustrating an example, non-limiting embodiment of a system  200   a  in accordance with various aspects described herein. In some embodiments, the system  200   a  may function within, or may be operatively overlaid upon, the communication network  100  of  FIG.  1   . The system  200   a  may be operative in conjunction with one or more programs, applications, or the like. In some embodiments, the system  200   a  may be utilized to facilitate a competition, such as for example an online game or an eSports competition played between two or more users or players. 
     The system  200   a  may include a number of communication devices. For example, the system  200   a  may include user equipment/client devices  202   a - 1 ,  202   a - 2 ,  202   a - 3 , and  202   a - 4 . The system  200   a  may include user equipment/client devices  252   a - 1 ,  252   a - 2 ,  252   a - 3 ,  252   a - 4 , and  252   a - 5 . In the particular embodiment shown in  FIG.  2 A , the client devices  202   a - 1  through  202   a - 4  may access communication services wirelessly via a first antenna  206   a  and the client devices  252   a - 1  through  252   a - 4  may access communication services wirelessly via a second antenna  256   a . The antennas  206   a  and  256   a  may be included as part of a distributed antenna system (DAS). The client device  252   a - 5  may utilize a wired connection to obtain communication services. In general, a client device may utilize wired connectivity, wireless connectivity, or a combination thereof, in respect of accessing/obtaining/facilitating communication services. In some embodiments, a client device may include (without limitation): a mobile device, a personal computer (PC), a laptop computer, a tablet, a gaming console, etc. 
     The system  200   a  may include devices  210   a  and  260   a . The devices  210   a  and  260   a  may correspond to respective instances of one or more servers/server stacks and/or mobile edge computing (MEC) devices. The devices  210   a  and  260   a  (which may be communicatively coupled to the antennas  206   a  and  256   a , respectively) may handle or break-out network/communication traffic on a local level. Thus, the device  210   a  may be responsible for handling (local) traffic associated with the client devices  202   a - 1  through  202   a - 4 , and the device  260   a  may be responsible for handling (local) traffic associated with the client devices  252   a - 1  through  252   a - 5 . 
     In some embodiments, the entities/devices  202   a - 1  through  202   a - 4 ,  206   a , and  210   a  may correspond to, or be located at/near, a first venue (e.g., a first stadium) and the entities/devices  252   a - 1  through  252   a - 5 ,  256   a , and  260   a  may correspond to, or be located at/near, a second venue (e.g., a second stadium). In some embodiments, a given/particular competition (such as an eSports competition) may be completely hosted at a given site or location. Thus, in such embodiments, the client devices  202   a - 1  through  202   a - 4  may be associated with a first competition at the first venue and the client devices  252   a - 1  through  252   a - 5  may be associated with a second competition at the second venue, where the second competition is different from the first competition. In other embodiments, a given/particular competition may be hosted at/across multiple sites or locations. Thus, some or all of the client devices  202   a - 1  through  202   a - 4  and the client devices  252   a - 1  through  252   a - 5  may participate in that given/particular competition. 
     In some embodiments, one more of the client devices shown in  FIG.  2 A  may be organized or arranged as a team, and two or more teams may compete against one another as part of an event. To demonstrate via an example of a competition across multiple sites/venues, the client devices  202   a - 1  through  202   a - 4  may be organized/arranged as a first team and the client devices  252   a - 1  through  252   a - 5  may be organized/arranged as a second team; the second team may compete against the first team. As this example demonstrates, teams might not be required to be even/balanced in terms of count/number of participants (e.g., in this example the first team has four participants associated with the client devices  202   a - 1  through  202   a - 4  and the second team has five participants associated with the client devices  252   a - 1  through  252   a - 5 ). Communications facilitating the competition across multiple sites/venues may be handled via one or more networks, backhaul/backbone infrastructure, or the like, generally represented via reference character  250   a  in  FIG.  2 A . In terms of another example pertaining to an intra-site event/competition, the client devices  202   a - 1  through  202   a - 3  may be organized/arranged as a first team and the client device  202   a - 4  may be organized/arranged as a second team; the second team may compete against the first team. As this latter example demonstrates, a team (the second team in this particular example) might only include, or be associated with, a single individual/user; of course, more than one individual/user may be associated with a given team. 
     As described above, in some instances asymmetric or unbalanced network latency and/or throughput may result in a particular client device obtaining an advantage relative to other client devices in a competition, when vying for resources, etc. To demonstrate, and assuming that the client devices  202   a - 1  and  202   a - 2  are organized/arranged as a first team as a part of a competition and the client devices  202   a - 3  and  202   a - 4  are organized/arranged as a second team as part of the competition, if the client device  202   a - 1  experiences less latency or greater throughput relative to the client device  202   a - 3 , that may result in the first team obtaining a competitive advantage relative to the second team (all other conditions being assumed equal). In this respect, the system  200   a  may include a server  214   a  (where the server  214   a  may be referred to herein as an equalizing server or equalizing proxy) that may monitor performance relative to the client devices  202   a - 1  through  202   a - 4 . The monitoring may be based on characteristics/parameters of the traffic/communications associated with the devices  202   a - 1  through  202   a - 4 . In some embodiments, the server  214   a  may examine headers, metadata, or the like, associated with the traffic to determine/identify latency and/or throughput associated with/experienced by each of the devices  202   a - 1  through  202   a - 4  (or connections associated therewith). In some embodiments, the server  214   a  might not have access to, or might not examine/analyze, the contents/payload of the traffic, which can be useful in environments where (user) privacy and security are important. In some embodiments, a monitoring of traffic (or various aspects associated therewith) may be performed subject to authorization or approval of participants/users, including via opt-in and opt-out techniques. 
     Continuing the above example, and based on an analysis of traffic associated with each of the devices  202   a - 1  through  202   a - 4 , the server  214   a  may determine that the device  202   a - 3  is the worst-case performer in terms of latency and/or throughput. Based on that determination, the server  214   a  (by way of the device  210   a  and/or the antenna  206   a ) may cause latency to be injected and/or throughput to be constrained in respect of the devices  202   a - 1 ,  202   a - 2 , and  202   a - 4  to guarantee that each of the devices  202   a - 1  through  202   a - 4  experience a same quality of connection. In this manner, each of the devices  202   a - 1  through  202   a - 4  may be placed on “equal footing”, such that the results of the competition may be dictated by the skill of each of the users associated with the respective devices  202   a - 1  through  202   a - 4 . 
     In some embodiments, an injection of latency and/or constraining of throughput may be such that each device is not necessarily placed on “equal footing”, but respective teams as a whole are. To demonstrate, and again assuming that the client device  202   a - 3  is the worst-case performer in terms of latency and/or throughput as between the devices  202   a - 1  through  202   a - 4 , it might not make sense to constrain/limit the quality of the connection experienced by the device  202   a - 4  if the device  202   a - 3  and  202   a - 4  are on a same team. Instead, constraints may be placed on the device  202   a - 1  and/or the device  202   a - 2 , such that the average performance (in terms of latency or throughput) as between the first team (the devices  202   a - 1  and  202   a - 2  in this example) and the second team (the devices  202   a - 3  and  202   a - 4  in this example) are the same, or at least within a threshold of one another. 
     As shown in  FIG.  2 A , the system  200   a  may include a server  264   a  (where the server  264   a  may be referred to herein as an equalizing server or equalizing proxy) that may monitor performance relative to the client devices  252   a - 1  through  252   a - 5 . The server  264   a  may facilitate an injection of latency or a constraining of throughput in respect of one or more of the client devices  252   a - 1  through  252   a - 5  (or associated connections) in a manner similar to that described above in respect of the server  214   a.    
     In some embodiments, and to the extent that a competition is facilitated at multiple sites/venues, the servers  214   a  and  264   a  may be communicatively coupled to one another (potentially via backhaul or network  250   a ) to facilitate a determination of whether, and to what extent, latency should be injected and/or throughput constrained in respect of one or more client devices or connections. One or more of the client devices may have its/their performance throttled/degraded (in terms of latency or throughput) to match the worst-case client device, or the throttling may be such that the average performance of a client device on a first team is the same as (or within a threshold of) the average performance of a client device on a second team. 
     As the foregoing examples demonstrate, aspects of this disclosure may ensure that users or devices taking part in a competition are placed on substantially equal footing in terms of a quality or performance of connection. To the extent that the competition involves two or more teams, each of the teams may be placed on substantially equal footing, while imbalances may exist within a given team and/or imbalances may exist as between individual members of two or more teams. In some embodiments, and to the extent that teams may be unbalanced in terms of number of participants/members per team, handicaps may be imposed on/applied to the team with the greater/greatest number of participants/members to account for the additional members on a given team relative to the other team(s). 
     Referring now to  FIG.  2 B , an illustrative embodiment of a method  200   b  in accordance with various aspects described herein is shown. The method  200   b  may be implemented (e.g., executed), in whole or in part, in conjunction with one or more systems, devices, and/or components, such as for example the systems, devices, and components described herein. The method  200   b  may facilitate a performance of one or more operations, described below in relation to the blocks shown in  FIG.  2 B . The method  200   b  may be implemented to facilitate a competition that may take place at one or more locations, potentially in a connected or online environment/context. 
     In block  204   b , traffic associated with one or more communication devices (e.g., one or more client devices) may be monitored. For example, as part of block  204   b  the traffic may be sampled via a network probe, a monitoring sensor, or the like. In some embodiments, block  204   b  may include a MEC device that is proximal to the location of the communication devices monitoring the traffic. 
     In block  208   b , and potentially based on the monitoring of block  204   b , the traffic may be analyzed. For example, as part of block  208   b  an equalizing server/proxy may analyze the traffic based on an examination of headers, metadata, or the like, associated with the traffic. The analysis may yield/generate an indication of the performance/quality of a respective connection (in terms of latency and/or throughput) for each of the communication devices. The equalizing server/proxy may compute various statistics, such as for example an average performance/quality of a connection for the communication devices. 
     In block  212   b , a determination may be made regarding a handicap to impose/apply in respect of one or more of the communication devices (or associated connections) based on the indication of the relative performance/quality of the connections (or the statistics associated therewith) identified as part of block  208   b . To demonstrate, if as part of blocks  208   b  and  212   b  it is determined that a first client device suffers from greater latency or less throughput relative to a second client device and a third client device, each of the second client device and the third client device may be identified to obtain/receive a handicap so that each of the first client device, the second client device, and the third client device are placed on (substantially) equal terms/footing. The respective handicap that is to be imposed on each of the second client device and the third client device in this example may be the same or may be different, depending on the performance/quality of the connections associated with the second client device and the third client device prior to the imposition of the handicaps. 
     In block  216   b , the handicaps, if any, determined/identified as part of block  212   b  may be imposed/applied. For example, the imposition/application of a handicap may include injecting latency and/or constraining throughput in respect of a connection associated with a given communication device. The imposition of a handicap may include changing an operating frequency (e.g., a communication frequency, a clock or oscillator frequency associated with an execution of instructions, etc.) associated with a communication device from a first frequency to a second frequency. The handicaps that are imposed as part of block  216   b  might not be the same, which is to say that a first communication device (e.g., a first client device) or associated first connection may receive/obtain a first handicap (in terms of injected latency or constrained throughput in a first amount) and a second communication device (e.g., a second client device) or associated second connection may receive/obtain a second handicap (in terms of injected latency or constrained throughput in a second amount) that is different from the first handicap. 
     While for purposes of simplicity of explanation, the respective processes are shown and described as a series of blocks in  FIG.  2 B , it is to be understood and appreciated that the claimed subject matter is not limited by the order of the blocks, as some blocks may occur in different orders and/or concurrently with other blocks from what is depicted and described herein. Moreover, not all illustrated blocks may be required to implement the methods described herein. 
     As set forth herein, aspects of this disclosure may be included/incorporated/integrated as part of one or more practical applications. For example, aspects of this disclosure may ensure that groups/sets of the communication devices (where a group/set of communication devices may include one or more communication devices) receive/obtain a substantially comparable net quality of connection via the imposition of one or more handicaps. By providing the groups/sets of communication devices with a same or comparable net quality of connection, the groups/sets may be placed on (substantially) equal footing, which can be useful in terms of ensuring fairness in competitive environments or fairness in a competition for resources or incentives. 
     Aspects of this disclosure represent substantial improvements to the state of the art. For example, aspects of this disclosure may ensure equity or fairness in competitive environments, inclusive of wireless environments. In this respect, equity or fairness may be realized without incurring the cost associated with having to deploy hardware or infrastructure or burdening software or application development. 
     Aspects of this disclosure may include an imposition or application of a handicap in respect of one or more connections associated with one or more communication devices. To the extent that a given communication device supports one or more technologies, such as one or more radio access technologies (RATs), respective handicaps may be imposed on each of the RATs or associated connections. Thus, a device that is operative in conjunction with 5G and LTE technologies may have a first handicap imposed in respect of a 5G connection and a second handicap imposed in respect of an LTE connection; the second handicap may be the same as, or different from, the first handicap. 
     In some embodiments, handicaps may include “in-game” or “in-app” handicaps. For example, if an event/competition in question is an eSports basketball tournament then a handicap that may be imposed may correspond to a shot clock reduction for a first player (e.g., less time on that first player&#39;s shot clock vis-à-vis another player) if the first player&#39;s network performance is better. 
     In addition to simultaneous play, for certain types of games (e.g., auto racing) an equalizing capability or handicap that is applied may be used to allow a player to compete against a pre-recorded or pre-generated event in a non-simultaneous fashion. This would allow a less-experienced player to compete against a professional eSports athlete, for example, on an equalized field of play. Furthermore, the equalization capability can be used to effectively “handicap” the professional player, allowing the less-experienced player a calibrated training opportunity 
     Referring now to  FIG.  3   , a block diagram  300  is shown illustrating an example, non-limiting embodiment of a virtualized communication network in accordance with various aspects described herein. In particular a virtualized communication network is presented that can be used to implement some or all of the subsystems and functions of system  100 , the subsystems and functions of system  200   a , and method  200   b  presented in  FIGS.  1 ,  2 A, and  2 B . For example, virtualized communication network  300  can facilitate in whole or in part monitoring first traffic associated with a first client device, monitoring second traffic associated with a second client device, identifying, based on the monitoring of the first traffic, a first quality of a first connection associated with the first client device, identifying, based on the monitoring of the second traffic, a second quality of a second connection associated with the second client device, determining that the second quality is different from the first quality, based on the determining, identifying a handicap that is to be imposed with respect to at least one of the first connection and the second connection, and imposing the handicap. Virtualized communication network  300  can facilitate in whole or in part analyzing first traffic associated with a first plurality of communication devices participating in an online game, analyzing second traffic associated with a second plurality of communication devices participating in the online game, based on the analyzing of the first traffic and the analyzing of the second traffic, identifying a first handicap to be imposed on a first communication device included in the first plurality of communication devices, and imposing the first handicap on the first communication device. Virtualized communication network  300  can facilitate in whole or in part obtaining a first analysis of first traffic associated with a first communication device, obtaining a second analysis of second traffic associated with a second communication device, identifying, based on the obtaining of the first analysis and the obtaining of the second analysis, a first handicap to be applied to a first connection associated with the first communication device, and applying the first handicap to the first connection. 
     In particular, a cloud networking architecture is shown that leverages cloud technologies and supports rapid innovation and scalability via a transport layer  350 , a virtualized network function cloud  325  and/or one or more cloud computing environments  375 . In various embodiments, this cloud networking architecture is an open architecture that leverages application programming interfaces (APIs); reduces complexity from services and operations; supports more nimble business models; and rapidly and seamlessly scales to meet evolving customer requirements including traffic growth, diversity of traffic types, and diversity of performance and reliability expectations. 
     In contrast to traditional network elements—which are typically integrated to perform a single function, the virtualized communication network employs virtual network elements (VNEs)  330 ,  332 ,  334 , etc. that perform some or all of the functions of network elements  150 ,  152 ,  154 ,  156 , etc. For example, the network architecture can provide a substrate of networking capability, often called Network Function Virtualization Infrastructure (NFVI) or simply infrastructure that is capable of being directed with software and Software Defined Networking (SDN) protocols to perform a broad variety of network functions and services. This infrastructure can include several types of substrates. The most typical type of substrate being servers that support Network Function Virtualization (NFV), followed by packet forwarding capabilities based on generic computing resources, with specialized network technologies brought to bear when general purpose processors or general purpose integrated circuit devices offered by merchants (referred to herein as merchant silicon) are not appropriate. In this case, communication services can be implemented as cloud-centric workloads. 
     As an example, a traditional network element  150  (shown in  FIG.  1   ), such as an edge router can be implemented via a VNE  330  composed of NFV software modules, merchant silicon, and associated controllers. The software can be written so that increasing workload consumes incremental resources from a common resource pool, and moreover so that it&#39;s elastic: so the resources are only consumed when needed. In a similar fashion, other network elements such as other routers, switches, edge caches, and middle-boxes are instantiated from the common resource pool. Such sharing of infrastructure across a broad set of uses makes planning and growing infrastructure easier to manage. 
     In an embodiment, the transport layer  350  includes fiber, cable, wired and/or wireless transport elements, network elements and interfaces to provide broadband access  110 , wireless access  120 , voice access  130 , media access  140  and/or access to content sources  175  for distribution of content to any or all of the access technologies. In particular, in some cases a network element needs to be positioned at a specific place, and this allows for less sharing of common infrastructure. Other times, the network elements have specific physical layer adapters that cannot be abstracted or virtualized, and might require special DSP code and analog front-ends (AFEs) that do not lend themselves to implementation as VNEs  330 ,  332  or  334 . These network elements can be included in transport layer  350 . 
     The virtualized network function cloud  325  interfaces with the transport layer  350  to provide the VNEs  330 ,  332 ,  334 , etc. to provide specific NFVs. In particular, the virtualized network function cloud  325  leverages cloud operations, applications, and architectures to support networking workloads. The virtualized network elements  330 ,  332  and  334  can employ network function software that provides either a one-for-one mapping of traditional network element function or alternately some combination of network functions designed for cloud computing. For example, VNEs  330 ,  332  and  334  can include route reflectors, domain name system (DNS) servers, and dynamic host configuration protocol (DHCP) servers, system architecture evolution (SAE) and/or mobility management entity (MME) gateways, broadband network gateways, IP edge routers for IP-VPN, Ethernet and other services, load balancers, distributers and other network elements. Because these elements don&#39;t typically need to forward large amounts of traffic, their workload can be distributed across a number of servers—each of which adds a portion of the capability, and overall which creates an elastic function with higher availability than its former monolithic version. These virtual network elements  330 ,  332 ,  334 , etc. can be instantiated and managed using an orchestration approach similar to those used in cloud compute services. 
     The cloud computing environments  375  can interface with the virtualized network function cloud  325  via APIs that expose functional capabilities of the VNEs  330 ,  332 ,  334 , etc. to provide the flexible and expanded capabilities to the virtualized network function cloud  325 . In particular, network workloads may have applications distributed across the virtualized network function cloud  325  and cloud computing environment  375  and in the commercial cloud, or might simply orchestrate workloads supported entirely in NFV infrastructure from these third party locations. 
     Turning now to  FIG.  4   , there is illustrated a block diagram of a computing environment in accordance with various aspects described herein. In order to provide additional context for various embodiments of the embodiments described herein,  FIG.  4    and the following discussion are intended to provide a brief, general description of a suitable computing environment  400  in which the various embodiments of the subject disclosure can be implemented. In particular, computing environment  400  can be used in the implementation of network elements  150 ,  152 ,  154 ,  156 , access terminal  112 , base station or access point  122 , switching device  132 , media terminal  142 , and/or VNEs  330 ,  332 ,  334 , etc. Each of these devices can be implemented via computer-executable instructions that can run on one or more computers, and/or in combination with other program modules and/or as a combination of hardware and software. For example, computing environment  400  can facilitate in whole or in part monitoring first traffic associated with a first client device, monitoring second traffic associated with a second client device, identifying, based on the monitoring of the first traffic, a first quality of a first connection associated with the first client device, identifying, based on the monitoring of the second traffic, a second quality of a second connection associated with the second client device, determining that the second quality is different from the first quality, based on the determining, identifying a handicap that is to be imposed with respect to at least one of the first connection and the second connection, and imposing the handicap. Computing environment  400  can facilitate in whole or in part analyzing first traffic associated with a first plurality of communication devices participating in an online game, analyzing second traffic associated with a second plurality of communication devices participating in the online game, based on the analyzing of the first traffic and the analyzing of the second traffic, identifying a first handicap to be imposed on a first communication device included in the first plurality of communication devices, and imposing the first handicap on the first communication device. Computing environment  400  can facilitate in whole or in part obtaining a first analysis of first traffic associated with a first communication device, obtaining a second analysis of second traffic associated with a second communication device, identifying, based on the obtaining of the first analysis and the obtaining of the second analysis, a first handicap to be applied to a first connection associated with the first communication device, and applying the first handicap to the first connection. 
     Generally, program modules comprise routines, programs, components, data structures, etc., that perform particular tasks or implement particular abstract data types. Moreover, those skilled in the art will appreciate that the methods can be practiced with other computer system configurations, comprising single-processor or multiprocessor computer systems, minicomputers, mainframe computers, as well as personal computers, hand-held computing devices, microprocessor-based or programmable consumer electronics, and the like, each of which can be operatively coupled to one or more associated devices. 
     As used herein, a processing circuit includes one or more processors as well as other application specific circuits such as an application specific integrated circuit, digital logic circuit, state machine, programmable gate array or other circuit that processes input signals or data and that produces output signals or data in response thereto. It should be noted that while any functions and features described herein in association with the operation of a processor could likewise be performed by a processing circuit. 
     The illustrated embodiments of the embodiments herein can be also practiced in distributed computing environments where certain tasks are performed by remote processing devices that are linked through a communication network. In a distributed computing environment, program modules can be located in both local and remote memory storage devices. 
     Computing devices typically comprise a variety of media, which can comprise computer-readable storage media and/or communications media, which two terms are used herein differently from one another as follows. Computer-readable storage media can be any available storage media that can be accessed by the computer and comprises both volatile and nonvolatile media, removable and non-removable media. By way of example, and not limitation, computer-readable storage media can be implemented in connection with any method or technology for storage of information such as computer-readable instructions, program modules, structured data or unstructured data. 
     Computer-readable storage media can comprise, but are not limited to, random access memory (RAM), read only memory (ROM), electrically erasable programmable read only memory (EEPROM), flash memory or other memory technology, compact disk read only memory (CD-ROM), digital versatile disk (DVD) or other optical disk storage, magnetic cassettes, magnetic tape, magnetic disk storage or other magnetic storage devices or other tangible and/or non-transitory media which can be used to store desired information. In this regard, the terms “tangible” or “non-transitory” herein as applied to storage, memory or computer-readable media, are to be understood to exclude only propagating transitory signals per se as modifiers and do not relinquish rights to all standard storage, memory or computer-readable media that are not only propagating transitory signals per se. 
     Computer-readable storage media can be accessed by one or more local or remote computing devices, e.g., via access requests, queries or other data retrieval protocols, for a variety of operations with respect to the information stored by the medium. 
     Communications media typically embody computer-readable instructions, data structures, program modules or other structured or unstructured data in a data signal such as a modulated data signal, e.g., a carrier wave or other transport mechanism, and comprises any information delivery or transport media. The term “modulated data signal” or signals refers to a signal that has one or more of its characteristics set or changed in such a manner as to encode information in one or more signals. By way of example, and not limitation, communication media comprise wired media, such as a wired network or direct-wired connection, and wireless media such as acoustic, RF, infrared and other wireless media. 
     With reference again to  FIG.  4   , the example environment can comprise a computer  402 , the computer  402  comprising a processing unit  404 , a system memory  406  and a system bus  408 . The system bus  408  couples system components including, but not limited to, the system memory  406  to the processing unit  404 . The processing unit  404  can be any of various commercially available processors. Dual microprocessors and other multiprocessor architectures can also be employed as the processing unit  404 . 
     The system bus  408  can be any of several types of bus structure that can further interconnect to a memory bus (with or without a memory controller), a peripheral bus, and a local bus using any of a variety of commercially available bus architectures. The system memory  406  comprises ROM  410  and RAM  412 . A basic input/output system (BIOS) can be stored in a non-volatile memory such as ROM, erasable programmable read only memory (EPROM), EEPROM, which BIOS contains the basic routines that help to transfer information between elements within the computer  402 , such as during startup. The RAM  412  can also comprise a high-speed RAM such as static RAM for caching data. 
     The computer  402  further comprises an internal hard disk drive (HDD)  414  (e.g., EIDE, SATA), which internal HDD  414  can also be configured for external use in a suitable chassis (not shown), a magnetic floppy disk drive (FDD)  416 , (e.g., to read from or write to a removable diskette  418 ) and an optical disk drive  420 , (e.g., reading a CD-ROM disk  422  or, to read from or write to other high capacity optical media such as the DVD). The HDD  414 , magnetic FDD  416  and optical disk drive  420  can be connected to the system bus  408  by a hard disk drive interface  424 , a magnetic disk drive interface  426  and an optical drive interface  428 , respectively. The hard disk drive interface  424  for external drive implementations comprises at least one or both of Universal Serial Bus (USB) and Institute of Electrical and Electronics Engineers (IEEE) 1394 interface technologies. Other external drive connection technologies are within contemplation of the embodiments described herein. 
     The drives and their associated computer-readable storage media provide nonvolatile storage of data, data structures, computer-executable instructions, and so forth. For the computer  402 , the drives and storage media accommodate the storage of any data in a suitable digital format. Although the description of computer-readable storage media above refers to a hard disk drive (HDD), a removable magnetic diskette, and a removable optical media such as a CD or DVD, it should be appreciated by those skilled in the art that other types of storage media which are readable by a computer, such as zip drives, magnetic cassettes, flash memory cards, cartridges, and the like, can also be used in the example operating environment, and further, that any such storage media can contain computer-executable instructions for performing the methods described herein. 
     A number of program modules can be stored in the drives and RAM  412 , comprising an operating system  430 , one or more application programs  432 , other program modules  434  and program data  436 . All or portions of the operating system, applications, modules, and/or data can also be cached in the RAM  412 . The systems and methods described herein can be implemented utilizing various commercially available operating systems or combinations of operating systems. 
     A user can enter commands and information into the computer  402  through one or more wired/wireless input devices, e.g., a keyboard  438  and a pointing device, such as a mouse  440 . Other input devices (not shown) can comprise a microphone, an infrared (IR) remote control, a joystick, a game pad, a stylus pen, touch screen, gestures as detected by a camera or other motion sensor, a detector of foot or hand motions based on proximity or physical contact, or the like. These and other input devices are often connected to the processing unit  404  through an input device interface  442  that can be coupled to the system bus  408 , but can be connected by other interfaces, such as a parallel port, an IEEE 1394 serial port, a game port, a universal serial bus (USB) port, an IR interface, etc. 
     A monitor  444  or other type of display device can be also connected to the system bus  408  via an interface, such as a video adapter  446 . It will also be appreciated that in alternative embodiments, a monitor  444  can also be any display device (e.g., another computer having a display, a smart phone, a tablet computer, a 3D headset or other portable personal display device, etc.) for receiving display information associated with computer  402  via any communication means, including via the Internet and cloud-based networks. In addition to the monitor  444 , a computer typically comprises other peripheral output devices (not shown), such as speakers, printers, etc. 
     The computer  402  can operate in a networked environment using logical connections via wired and/or wireless communications to one or more remote computers, such as a remote computer(s)  448 . The remote computer(s)  448  can be a workstation, a server computer, a router, a personal computer, portable computer, microprocessor-based entertainment appliance, a peer device or other common network node, and typically comprises many or all of the elements described relative to the computer  402 , although, for purposes of brevity, only a remote memory/storage device  450  is illustrated. The logical connections depicted comprise wired/wireless connectivity to a local area network (LAN)  452  and/or larger networks, e.g., a wide area network (WAN)  454 . Such LAN and WAN networking environments are commonplace in offices and companies, and facilitate enterprise-wide computer networks, such as intranets, all of which can connect to a global communication network, e.g., the Internet. 
     When used in a LAN networking environment, the computer  402  can be connected to the LAN  452  through a wired and/or wireless communication network interface or adapter  456 . The adapter  456  can facilitate wired or wireless communication to the LAN  452 , which can also comprise a wireless AP disposed thereon for communicating with the adapter  456 . 
     When used in a WAN networking environment, the computer  402  can comprise a modem  458  or can be connected to a communications server on the WAN  454  or has other means for establishing communications over the WAN  454 , such as by way of the Internet. The modem  458 , which can be internal or external and a wired or wireless device, can be connected to the system bus  408  via the input device interface  442 . In a networked environment, program modules depicted relative to the computer  402  or portions thereof, can be stored in the remote memory/storage device  450 . It will be appreciated that the network connections shown are example and other means of establishing a communications link between the computers can be used. 
     The computer  402  can be operable to communicate with any wireless devices or entities operatively disposed in wireless communication, e.g., a printer, scanner, desktop and/or portable computer, portable data assistant, communications satellite, any piece of equipment or location associated with a wirelessly detectable tag (e.g., a kiosk, news stand, restroom), and telephone. This can comprise Wireless Fidelity (Wi-Fi) and BLUETOOTH® wireless technologies. Thus, the communication can be a predefined structure as with a conventional network or simply an ad hoc communication between at least two devices. 
     Wi-Fi can allow connection to the Internet from a couch at home, a bed in a hotel room or a conference room at work, without wires. Wi-Fi is a wireless technology similar to that used in a cell phone that enables such devices, e.g., computers, to send and receive data indoors and out; anywhere within the range of a base station. Wi-Fi networks use radio technologies called IEEE 802.11 (a, b, g, n, ac, ag, etc.) to provide secure, reliable, fast wireless connectivity. A Wi-Fi network can be used to connect computers to each other, to the Internet, and to wired networks (which can use IEEE 802.3 or Ethernet). Wi-Fi networks operate in the unlicensed 2.4 and 5 GHz radio bands for example or with products that contain both bands (dual band), so the networks can provide real-world performance similar to the basic 10BaseT wired Ethernet networks used in many offices. 
     Turning now to  FIG.  5   , an embodiment  500  of a mobile network platform  510  is shown that is an example of network elements  150 ,  152 ,  154 ,  156 , and/or VNEs  330 ,  332 ,  334 , etc. For example, platform  510  can facilitate in whole or in part monitoring first traffic associated with a first client device, monitoring second traffic associated with a second client device, identifying, based on the monitoring of the first traffic, a first quality of a first connection associated with the first client device, identifying, based on the monitoring of the second traffic, a second quality of a second connection associated with the second client device, determining that the second quality is different from the first quality, based on the determining, identifying a handicap that is to be imposed with respect to at least one of the first connection and the second connection, and imposing the handicap. Platform  510  can facilitate in whole or in part analyzing first traffic associated with a first plurality of communication devices participating in an online game, analyzing second traffic associated with a second plurality of communication devices participating in the online game, based on the analyzing of the first traffic and the analyzing of the second traffic, identifying a first handicap to be imposed on a first communication device included in the first plurality of communication devices, and imposing the first handicap on the first communication device. Platform  510  can facilitate in whole or in part obtaining a first analysis of first traffic associated with a first communication device, obtaining a second analysis of second traffic associated with a second communication device, identifying, based on the obtaining of the first analysis and the obtaining of the second analysis, a first handicap to be applied to a first connection associated with the first communication device, and applying the first handicap to the first connection. 
     In one or more embodiments, the mobile network platform  510  can generate and receive signals transmitted and received by base stations or access points such as base station or access point  122 . Generally, mobile network platform  510  can comprise components, e.g., nodes, gateways, interfaces, servers, or disparate platforms, that facilitate both packet-switched (PS) (e.g., internet protocol (IP), frame relay, asynchronous transfer mode (ATM)) and circuit-switched (CS) traffic (e.g., voice and data), as well as control generation for networked wireless telecommunication. As a non-limiting example, mobile network platform  510  can be included in telecommunications carrier networks, and can be considered carrier-side components as discussed elsewhere herein. Mobile network platform  510  comprises CS gateway node(s)  512  which can interface CS traffic received from legacy networks like telephony network(s)  540  (e.g., public switched telephone network (PSTN), or public land mobile network (PLMN)) or a signaling system #7 (SS7) network  560 . CS gateway node(s)  512  can authorize and authenticate traffic (e.g., voice) arising from such networks. Additionally, CS gateway node(s)  512  can access mobility, or roaming, data generated through SS7 network  560 ; for instance, mobility data stored in a visited location register (VLR), which can reside in memory  530 . Moreover, CS gateway node(s)  512  interfaces CS-based traffic and signaling and PS gateway node(s)  518 . As an example, in a 3GPP UMTS network, CS gateway node(s)  512  can be realized at least in part in gateway GPRS support node(s) (GGSN). It should be appreciated that functionality and specific operation of CS gateway node(s)  512 , PS gateway node(s)  518 , and serving node(s)  516 , is provided and dictated by radio technology(ies) utilized by mobile network platform  510  for telecommunication over a radio access network  520  with other devices, such as a radiotelephone  575 . 
     In addition to receiving and processing CS-switched traffic and signaling, PS gateway node(s)  518  can authorize and authenticate PS-based data sessions with served mobile devices. Data sessions can comprise traffic, or content(s), exchanged with networks external to the mobile network platform  510 , like wide area network(s) (WANs)  550 , enterprise network(s)  570 , and service network(s)  580 , which can be embodied in local area network(s) (LANs), can also be interfaced with mobile network platform  510  through PS gateway node(s)  518 . It is to be noted that WANs  550  and enterprise network(s)  570  can embody, at least in part, a service network(s) like IP multimedia subsystem (IMS). Based on radio technology layer(s) available in technology resource(s) or radio access network  520 , PS gateway node(s)  518  can generate packet data protocol contexts when a data session is established; other data structures that facilitate routing of packetized data also can be generated. To that end, in an aspect, PS gateway node(s)  518  can comprise a tunnel interface (e.g., tunnel termination gateway (TTG) in 3GPP UMTS network(s) (not shown)) which can facilitate packetized communication with disparate wireless network(s), such as Wi-Fi networks. 
     In embodiment  500 , mobile network platform  510  also comprises serving node(s)  516  that, based upon available radio technology layer(s) within technology resource(s) in the radio access network  520 , convey the various packetized flows of data streams received through PS gateway node(s)  518 . It is to be noted that for technology resource(s) that rely primarily on CS communication, server node(s) can deliver traffic without reliance on PS gateway node(s)  518 ; for example, server node(s) can embody at least in part a mobile switching center. As an example, in a 3GPP UMTS network, serving node(s)  516  can be embodied in serving GPRS support node(s) (SGSN). 
     For radio technologies that exploit packetized communication, server(s)  514  in mobile network platform  510  can execute numerous applications that can generate multiple disparate packetized data streams or flows, and manage (e.g., schedule, queue, format . . . ) such flows. Such application(s) can comprise add-on features to standard services (for example, provisioning, billing, customer support . . . ) provided by mobile network platform  510 . Data streams (e.g., content(s) that are part of a voice call or data session) can be conveyed to PS gateway node(s)  518  for authorization/authentication and initiation of a data session, and to serving node(s)  516  for communication thereafter. In addition to application server, server(s)  514  can comprise utility server(s), a utility server can comprise a provisioning server, an operations and maintenance server, a security server that can implement at least in part a certificate authority and firewalls as well as other security mechanisms, and the like. In an aspect, security server(s) secure communication served through mobile network platform  510  to ensure network&#39;s operation and data integrity in addition to authorization and authentication procedures that CS gateway node(s)  512  and PS gateway node(s)  518  can enact. Moreover, provisioning server(s) can provision services from external network(s) like networks operated by a disparate service provider; for instance, WAN  550  or Global Positioning System (GPS) network(s) (not shown). Provisioning server(s) can also provision coverage through networks associated to mobile network platform  510  (e.g., deployed and operated by the same service provider), such as the distributed antennas networks shown in  FIG.  1 ( s )  that enhance wireless service coverage by providing more network coverage. 
     It is to be noted that server(s)  514  can comprise one or more processors configured to confer at least in part the functionality of mobile network platform  510 . To that end, the one or more processor can execute code instructions stored in memory  530 , for example. It is should be appreciated that server(s)  514  can comprise a content manager, which operates in substantially the same manner as described hereinbefore. 
     In example embodiment  500 , memory  530  can store information related to operation of mobile network platform  510 . Other operational information can comprise provisioning information of mobile devices served through mobile network platform  510 , subscriber databases; application intelligence, pricing schemes, e.g., promotional rates, flat-rate programs, couponing campaigns; technical specification(s) consistent with telecommunication protocols for operation of disparate radio, or wireless, technology layers; and so forth. Memory  530  can also store information from at least one of telephony network(s)  540 , WAN  550 , SS7 network  560 , or enterprise network(s)  570 . In an aspect, memory  530  can be, for example, accessed as part of a data store component or as a remotely connected memory store. 
     In order to provide a context for the various aspects of the disclosed subject matter,  FIG.  5   , and the following discussion, are intended to provide a brief, general description of a suitable environment in which the various aspects of the disclosed subject matter can be implemented. While the subject matter has been described above in the general context of computer-executable instructions of a computer program that runs on a computer and/or computers, those skilled in the art will recognize that the disclosed subject matter also can be implemented in combination with other program modules. Generally, program modules comprise routines, programs, components, data structures, etc. that perform particular tasks and/or implement particular abstract data types. 
     Turning now to  FIG.  6   , an illustrative embodiment of a communication device  600  is shown. The communication device  600  can serve as an illustrative embodiment of devices such as data terminals  114 , mobile devices  124 , vehicle  126 , display devices  144  or other client devices for communication via either communication network  125 . For example, computing device  600  can facilitate in whole or in part monitoring first traffic associated with a first client device, monitoring second traffic associated with a second client device, identifying, based on the monitoring of the first traffic, a first quality of a first connection associated with the first client device, identifying, based on the monitoring of the second traffic, a second quality of a second connection associated with the second client device, determining that the second quality is different from the first quality, based on the determining, identifying a handicap that is to be imposed with respect to at least one of the first connection and the second connection, and imposing the handicap. Computing device  600  can facilitate in whole or in part analyzing first traffic associated with a first plurality of communication devices participating in an online game, analyzing second traffic associated with a second plurality of communication devices participating in the online game, based on the analyzing of the first traffic and the analyzing of the second traffic, identifying a first handicap to be imposed on a first communication device included in the first plurality of communication devices, and imposing the first handicap on the first communication device. Computing device  600  can facilitate in whole or in part obtaining a first analysis of first traffic associated with a first communication device, obtaining a second analysis of second traffic associated with a second communication device, identifying, based on the obtaining of the first analysis and the obtaining of the second analysis, a first handicap to be applied to a first connection associated with the first communication device, and applying the first handicap to the first connection. 
     The communication device  600  can comprise a wireline and/or wireless transceiver  602  (herein transceiver  602 ), a user interface (UI)  604 , a power supply  614 , a location receiver  616 , a motion sensor  618 , an orientation sensor  620 , and a controller  606  for managing operations thereof. The transceiver  602  can support short-range or long-range wireless access technologies such as Bluetooth®, ZigBee®, WiFi, DECT, or cellular communication technologies, just to mention a few (Bluetooth® and ZigBee® are trademarks registered by the Bluetooth® Special Interest Group and the ZigBee® Alliance, respectively). Cellular technologies can include, for example, CDMA- 1 X, UMTS/HSDPA, GSM/GPRS, TDMA/EDGE, EV/DO, WiMAX, SDR, LTE, as well as other next generation wireless communication technologies as they arise. The transceiver  602  can also be adapted to support circuit-switched wireline access technologies (such as PSTN), packet-switched wireline access technologies (such as TCP/IP, VoIP, etc.), and combinations thereof. 
     The UI  604  can include a depressible or touch-sensitive keypad  608  with a navigation mechanism such as a roller ball, a joystick, a mouse, or a navigation disk for manipulating operations of the communication device  600 . The keypad  608  can be an integral part of a housing assembly of the communication device  600  or an independent device operably coupled thereto by a tethered wireline interface (such as a USB cable) or a wireless interface supporting for example Bluetooth®. The keypad  608  can represent a numeric keypad commonly used by phones, and/or a QWERTY keypad with alphanumeric keys. The UI  604  can further include a display  610  such as monochrome or color LCD (Liquid Crystal Display), OLED (Organic Light Emitting Diode) or other suitable display technology for conveying images to an end user of the communication device  600 . In an embodiment where the display  610  is touch-sensitive, a portion or all of the keypad  608  can be presented by way of the display  610  with navigation features. 
     The display  610  can use touch screen technology to also serve as a user interface for detecting user input. As a touch screen display, the communication device  600  can be adapted to present a user interface having graphical user interface (GUI) elements that can be selected by a user with a touch of a finger. The display  610  can be equipped with capacitive, resistive or other forms of sensing technology to detect how much surface area of a user&#39;s finger has been placed on a portion of the touch screen display. This sensing information can be used to control the manipulation of the GUI elements or other functions of the user interface. The display  610  can be an integral part of the housing assembly of the communication device  600  or an independent device communicatively coupled thereto by a tethered wireline interface (such as a cable) or a wireless interface. [Add I/O capabilities described in comments on 00065, 00066 above?] 
     The UI  604  can also include a mono, stereo, or multi-channel audio system  612  that utilizes audio technology for conveying low volume audio (such as audio heard in proximity of a human ear) and high volume audio (such as speakerphone for hands free operation). The audio system  612  can further include a microphone for receiving audible signals of an end user. The audio system  612  can also be used for voice recognition applications. The UI  604  can further include an image sensor  613  such as a charged coupled device (CCD) camera for capturing still or moving images. 
     The power supply  614  can utilize common power management technologies such as replaceable and rechargeable batteries, supply regulation technologies, and/or charging system technologies for supplying energy to the components of the communication device  600  to facilitate long-range or short-range portable communications. Alternatively, or in combination, the charging system can utilize external power sources such as DC power supplied over a physical interface such as a USB port or other suitable tethering technologies. 
     The location receiver  616  can utilize location technology such as a global positioning system (GPS) receiver capable of assisted GPS for identifying a location of the communication device  600  based on signals generated by a constellation of GPS satellites, which can be used for facilitating location services such as navigation. The motion sensor  618  can utilize motion sensing technology such as an accelerometer, a gyroscope, or other suitable motion sensing technology to detect motion of the communication device  600  in three-dimensional space. The orientation sensor  620  can utilize orientation sensing technology such as a magnetometer to detect the orientation of the communication device  600  (north, south, west, and east, as well as combined orientations in degrees, minutes, or other suitable orientation metrics). 
     The communication device  600  can use the transceiver  602  to also determine a proximity to a cellular, WiFi, Bluetooth®, or other wireless access points by sensing techniques such as utilizing a received signal strength indicator (RSSI) and/or signal time of arrival (TOA) or time of flight (TOF) measurements. The controller  606  can utilize computing technologies such as a microprocessor, a digital signal processor (DSP), programmable gate arrays, application specific integrated circuits, and/or a video processor with associated storage memory such as Flash, ROM, RAM, SRAM, DRAM or other storage technologies for executing computer instructions, controlling, and processing data supplied by the aforementioned components of the communication device  600 . 
     Other components not shown in  FIG.  6    can be used in one or more embodiments of the subject disclosure. For instance, the communication device  600  can include a slot for adding or removing an identity module such as a Subscriber Identity Module (SIM) card or Universal Integrated Circuit Card (UICC). SIM or UICC cards can be used for identifying subscriber services, executing programs, storing subscriber data, and so on. 
     The terms “first,” “second,” “third,” and so forth, as used in the claims, unless otherwise clear by context, is for clarity only and doesn&#39;t otherwise indicate or imply any order in time. For instance, “a first determination,” “a second determination,” and “a third determination,” does not indicate or imply that the first determination is to be made before the second determination, or vice versa, etc. 
     In the subject specification, terms such as “store,” “storage,” “data store,” data storage,” “database,” and substantially any other information storage component relevant to operation and functionality of a component, refer to “memory components,” or entities embodied in a “memory” or components comprising the memory. It will be appreciated that the memory components described herein can be either volatile memory or nonvolatile memory, or can comprise both volatile and nonvolatile memory, by way of illustration, and not limitation, volatile memory, non-volatile memory, disk storage, and memory storage. Further, nonvolatile memory can be included in read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM), or flash memory. Volatile memory can comprise random access memory (RAM), which acts as external cache memory. By way of illustration and not limitation, RAM is available in many forms such as synchronous RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDR SDRAM), enhanced SDRAM (ESDRAM), Synchlink DRAM (SLDRAM), and direct Rambus RAM (DRRAM). Additionally, the disclosed memory components of systems or methods herein are intended to comprise, without being limited to comprising, these and any other suitable types of memory. 
     Moreover, it will be noted that the disclosed subject matter can be practiced with other computer system configurations, comprising single-processor or multiprocessor computer systems, mini-computing devices, mainframe computers, as well as personal computers, hand-held computing devices (e.g., PDA, phone, smartphone, watch, tablet computers, netbook computers, etc.), microprocessor-based or programmable consumer or industrial electronics, and the like. The illustrated aspects can also be practiced in distributed computing environments where tasks are performed by remote processing devices that are linked through a communication network; however, some if not all aspects of the subject disclosure can be practiced on stand-alone computers. In a distributed computing environment, program modules can be located in both local and remote memory storage devices. 
     In one or more embodiments, information regarding use of services can be generated including services being accessed, media consumption history, user preferences, and so forth. This information can be obtained by various methods including user input, detecting types of communications (e.g., video content vs. audio content), analysis of content streams, sampling, and so forth. The generating, obtaining and/or monitoring of this information can be responsive to an authorization provided by the user. In one or more embodiments, an analysis of data can be subject to authorization from user(s) associated with the data, such as an opt-in, an opt-out, acknowledgement requirements, notifications, selective authorization based on types of data, and so forth. 
     Some of the embodiments described herein can also employ artificial intelligence (AI) to facilitate automating one or more features described herein. The embodiments (e.g., in connection with automatically identifying acquired cell sites that provide a maximum value/benefit after addition to an existing communication network) can employ various AI-based schemes for carrying out various embodiments thereof. Moreover, the classifier can be employed to determine a ranking or priority of each cell site of the acquired network. A classifier is a function that maps an input attribute vector, x=(x1, x2, x3, x4, . . . , xn), to a confidence that the input belongs to a class, that is, f(x)=confidence (class). Such classification can employ a probabilistic and/or statistical-based analysis (e.g., factoring into the analysis utilities and costs) to determine or infer an action that a user desires to be automatically performed. A support vector machine (SVM) is an example of a classifier that can be employed. The SVM operates by finding a hypersurface in the space of possible inputs, which the hypersurface attempts to split the triggering criteria from the non-triggering events. Intuitively, this makes the classification correct for testing data that is near, but not identical to training data. Other directed and undirected model classification approaches comprise, e.g., naïve Bayes, Bayesian networks, decision trees, neural networks, fuzzy logic models, and probabilistic classification models providing different patterns of independence can be employed. Classification as used herein also is inclusive of statistical regression that is utilized to develop models of priority. 
     As will be readily appreciated, one or more of the embodiments can employ classifiers that are explicitly trained (e.g., via a generic training data) as well as implicitly trained (e.g., via observing UE behavior, operator preferences, historical information, receiving extrinsic information). For example, SVMs can be configured via a learning or training phase within a classifier constructor and feature selection module. Thus, the classifier(s) can be used to automatically learn and perform a number of functions, including but not limited to determining according to predetermined criteria which of the acquired cell sites will benefit a maximum number of subscribers and/or which of the acquired cell sites will add minimum value to the existing communication network coverage, etc. 
     As used in some contexts in this application, in some embodiments, the terms “component,” “system” and the like are intended to refer to, or comprise, a computer-related entity or an entity related to an operational apparatus with one or more specific functionalities, wherein the entity can be either hardware, a combination of hardware and software, software, or software in execution. As an example, a component may be, but is not limited to being, a process running on a processor, a processor, an object, an executable, a thread of execution, computer-executable instructions, a program, and/or a computer. By way of illustration and not limitation, both an application running on a server and the server can be a component. One or more components may reside within a process and/or thread of execution and a component may be localized on one computer and/or distributed between two or more computers. In addition, these components can execute from various computer readable media having various data structures stored thereon. The components may communicate via local and/or remote processes such as in accordance with a signal having one or more data packets (e.g., data from one component interacting with another component in a local system, distributed system, and/or across a network such as the Internet with other systems via the signal). As another example, a component can be an apparatus with specific functionality provided by mechanical parts operated by electric or electronic circuitry, which is operated by a software or firmware application executed by a processor, wherein the processor can be internal or external to the apparatus and executes at least a part of the software or firmware application. As yet another example, a component can be an apparatus that provides specific functionality through electronic components without mechanical parts, the electronic components can comprise a processor therein to execute software or firmware that confers at least in part the functionality of the electronic components. While various components have been illustrated as separate components, it will be appreciated that multiple components can be implemented as a single component, or a single component can be implemented as multiple components, without departing from example embodiments. 
     Further, the various embodiments can be implemented as a method, apparatus or article of manufacture using standard programming and/or engineering techniques to produce software, firmware, hardware or any combination thereof to control a computer to implement the disclosed subject matter. The term “article of manufacture” as used herein is intended to encompass a computer program accessible from any computer-readable device or computer-readable storage/communications media. For example, computer readable storage media can include, but are not limited to, magnetic storage devices (e.g., hard disk, floppy disk, magnetic strips), optical disks (e.g., compact disk (CD), digital versatile disk (DVD)), smart cards, and flash memory devices (e.g., card, stick, key drive). Of course, those skilled in the art will recognize many modifications can be made to this configuration without departing from the scope or spirit of the various embodiments. 
     In addition, the words “example” and “exemplary” are used herein to mean serving as an instance or illustration. Any embodiment or design described herein as “example” or “exemplary” is not necessarily to be construed as preferred or advantageous over other embodiments or designs. Rather, use of the word example or exemplary is intended to present concepts in a concrete fashion. As used in this application, the term “or” is intended to mean an inclusive “or” rather than an exclusive “or”. That is, unless specified otherwise or clear from context, “X employs A or B” is intended to mean any of the natural inclusive permutations. That is, if X employs A; X employs B; or X employs both A and B, then “X employs A or B” is satisfied under any of the foregoing instances. In addition, the articles “a” and “an” as used in this application and the appended claims should generally be construed to mean “one or more” unless specified otherwise or clear from context to be directed to a singular form. 
     Moreover, terms such as “user equipment,” “mobile station,” “mobile,” subscriber station,” “access terminal,” “terminal,” “handset,” “mobile device” (and/or terms representing similar terminology) can refer to a wireless device utilized by a subscriber or user of a wireless communication service to receive or convey data, control, voice, video, sound, gaming or substantially any data-stream or signaling-stream. The foregoing terms are utilized interchangeably herein and with reference to the related drawings. 
     Furthermore, the terms “user,” “subscriber,” “customer,” “consumer” and the like are employed interchangeably throughout, unless context warrants particular distinctions among the terms. It should be appreciated that such terms can refer to human entities or automated components supported through artificial intelligence (e.g., a capacity to make inference based, at least, on complex mathematical formalisms), which can provide simulated vision, sound recognition and so forth. 
     As employed herein, the term “processor” can refer to substantially any computing processing unit or device comprising, but not limited to comprising, single-core processors; single-processors with software multithread execution capability; multi-core processors; multi-core processors with software multithread execution capability; multi-core processors with hardware multithread technology; parallel platforms; and parallel platforms with distributed shared memory. Additionally, a processor can refer to an integrated circuit, an application specific integrated circuit (ASIC), a digital signal processor (DSP), a field programmable gate array (FPGA), a programmable logic controller (PLC), a complex programmable logic device (CPLD), a discrete gate or transistor logic, discrete hardware components or any combination thereof designed to perform the functions described herein. Processors can exploit nano-scale architectures such as, but not limited to, molecular and quantum-dot based transistors, switches and gates, in order to optimize space usage or enhance performance of user equipment. A processor can also be implemented as a combination of computing processing units. 
     As used herein, terms such as “data storage,” data storage,” “database,” and substantially any other information storage component relevant to operation and functionality of a component, refer to “memory components,” or entities embodied in a “memory” or components comprising the memory. It will be appreciated that the memory components or computer-readable storage media, described herein can be either volatile memory or nonvolatile memory or can include both volatile and nonvolatile memory. 
     What has been described above includes mere examples of various embodiments. It is, of course, not possible to describe every conceivable combination of components or methodologies for purposes of describing these examples, but one of ordinary skill in the art can recognize that many further combinations and permutations of the present embodiments are possible. Accordingly, the embodiments disclosed and/or claimed herein are intended to embrace all such alterations, modifications and variations that fall within the spirit and scope of the appended claims. Furthermore, to the extent that the term “includes” is used in either the detailed description or the claims, such term is intended to be inclusive in a manner similar to the term “comprising” as “comprising” is interpreted when employed as a transitional word in a claim. 
     In addition, a flow diagram may include a “start” and/or “continue” indication. The “start” and “continue” indications reflect that the steps presented can optionally be incorporated in or otherwise used in conjunction with other routines. In this context, “start” indicates the beginning of the first step presented and may be preceded by other activities not specifically shown. Further, the “continue” indication reflects that the steps presented may be performed multiple times and/or may be succeeded by other activities not specifically shown. Further, while a flow diagram indicates a particular ordering of steps, other orderings are likewise possible provided that the principles of causality are maintained. 
     As may also be used herein, the term(s) “operably coupled to”, “coupled to”, and/or “coupling” includes direct coupling between items and/or indirect coupling between items via one or more intervening items. Such items and intervening items include, but are not limited to, junctions, communication paths, components, circuit elements, circuits, functional blocks, and/or devices. As an example of indirect coupling, a signal conveyed from a first item to a second item may be modified by one or more intervening items by modifying the form, nature or format of information in a signal, while one or more elements of the information in the signal are nevertheless conveyed in a manner than can be recognized by the second item. In a further example of indirect coupling, an action in a first item can cause a reaction on the second item, as a result of actions and/or reactions in one or more intervening items. 
     Although specific embodiments have been illustrated and described herein, it should be appreciated that any arrangement which achieves the same or similar purpose may be substituted for the embodiments described or shown by the subject disclosure. The subject disclosure is intended to cover any and all adaptations or variations of various embodiments. Combinations of the above embodiments, and other embodiments not specifically described herein, can be used in the subject disclosure. For instance, one or more features from one or more embodiments can be combined with one or more features of one or more other embodiments. In one or more embodiments, features that are positively recited can also be negatively recited and excluded from the embodiment with or without replacement by another structural and/or functional feature. The steps or functions described with respect to the embodiments of the subject disclosure can be performed in any order. The steps or functions described with respect to the embodiments of the subject disclosure can be performed alone or in combination with other steps or functions of the subject disclosure, as well as from other embodiments or from other steps that have not been described in the subject disclosure. Further, more than or less than all of the features described with respect to an embodiment can also be utilized.