wanyu/IteraTeR_v2 huggingface dataset:
Original:  In particular, this paper surveys the rate optimization schemes studied in the literature when the PD-NOMA scheme is combined with MIMO and massive MIMO (mMIMO), millimeter wave (mmWave ) communications, coordinated multi-point (CoMP) transmission and reception, cooperative communications, cognitive radio (CR), visible light communications (VLC), and unmanned aerial vehicle (UAV ) assisted communications .
Revised:  In particular, this paper surveys the rate optimization schemes studied in the literature when the PD-NOMA is combined with MIMO and massive MIMO (mMIMO), millimeter wave (mmWave ) communications, coordinated multi-point (CoMP) transmission and reception, cooperative communications, cognitive radio (CR), visible light communications (VLC), and unmanned aerial vehicle (UAV ) assisted communications .
Edit intent: clarity
Original:  In particular, this paper surveys the rate optimization schemes studied in the literature when the PD-NOMA scheme is combined with MIMO and massive MIMO (mMIMO), millimeter wave (mmWave ) communications, coordinated multi-point (CoMP) transmission and reception, cooperative communications, cognitive radio (CR), visible light communications (VLC), and unmanned aerial vehicle (UAV ) assisted communications .
Revised:  In particular, this paper surveys the rate optimization schemes studied in the literature when the PD-NOMA scheme is combined with MIMO and massive MIMO (mMIMO), millimeter wave (mmWave ) communications, coordinated multi-point (CoMP) transmission and reception, cooperative communications, cognitive radio , VLC, UAV communications and others .
Edit intent: clarity
Original:  The considered system models, the optimization methods used to maximize the achievable rates, and the main outcomes on the performance of these NOMA-enabled schemes are discussed along with future research directions for these combined schemes  .
Revised:  The considered system models, the optimization methods used to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled schemes are discussed along with future research directions for these combined schemes .
Edit intent: clarity
Original:  The considered system models, the optimization methods used to maximize the achievable rates, and the main outcomes on the performance of these NOMA-enabled schemes are discussed along with future research directions for these combined schemes  .
Revised:  The considered system models, the optimization methods used to maximize the achievable rates, and the main outcomes on the performance of these NOMA-enabled schemes are discussed along with future research directions for these combined schemes . Moreover, the role of machine learning in optimizing these NOMA-enabled technologies is addressed .
Edit intent: clarity
Original: The ambitious high data rate applications in the envisioned future  B5G  wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Revised: The ambitious high data rate applications in the envisioned future B5G ) wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Edit intent: fluency
Original:  With these merits, NOMA schemes are being increasingly looked at as promising multiple access schemes for future wireless networks.
Revised:  With these merits, NOMA-enabled transmission schemes are being increasingly looked at as promising multiple access schemes for future wireless networks.
Edit intent: clarity
Original:  When the power domain is used to multiplex the users, it is referred to as the  PD-NOMA  .
Revised:  When the power domain is used to multiplex the users, it is referred to as the PD-NOMA ) .
Edit intent: fluency
Original:  In this paper, we survey the integration of PD-NOMA with the other enabling communication schemes and technologies that are expected to satisfy the requirements of B5G networks.
Revised:  In this paper, we survey the integration of PD-NOMA with the other enabling communications technologies that are expected to satisfy the requirements of B5G networks.
Edit intent: clarity
Original:  In this paper, we survey the integration of PD-NOMA with the other enabling communication schemes and technologies that are expected to satisfy the requirements of B5G networks.
Revised:  In this paper, we survey the integration of PD-NOMA with the other enabling communication schemes and technologies that are expected to meet the various requirements of B5G networks.
Edit intent: clarity
Original:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate schemes and technologies for B5G networks including  advanced antenna architectures, mmWave and THz communications, CoMP, FD communications, cognitive radio, VLC, UAV communications and others.
Revised:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate technologies for B5G networks including advanced antenna architectures, mmWave and THz communications, CoMP, FD communications, cognitive radio, VLC, UAV communications and others.
Edit intent: clarity
Original:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate schemes and technologies for B5G networks including  advanced antenna architectures, mmWave and THz communications, CoMP, FD communications, cognitive radio, VLC, UAV communications and others.
Revised:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate schemes and technologies for B5G networks including advanced antenna architectures, mmWave and THz communications, CoMP, cooperative communications, cognitive radio, VLC, UAV communications and others.
Edit intent: clarity
Original:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate schemes and technologies for B5G networks including  advanced antenna architectures, mmWave and THz communications, CoMP, FD communications, cognitive radio, VLC, UAV communications and others.
Revised:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate schemes and technologies for B5G networks including advanced antenna architectures, mmWave and THz communications, CoMP, FD communications, cognitive radio, VLC, UAV , and others.
Edit intent: fluency
Original:  The considered system models, the optimization methods used to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled schemes and technologies are discussed in details along with the future research directions for these combined schemes.
Revised:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled schemes and technologies are discussed in details along with the future research directions for these combined schemes.
Edit intent: fluency
Original:  The considered system models, the optimization methods used to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled schemes and technologies are discussed in details along with the future research directions for these combined schemes.
Revised:  The considered system models, the optimization methods used to maximize the achievable rates, and the main lessons learnt on the optimization of these NOMA-enabled schemes and technologies are discussed in details along with the future research directions for these combined schemes.
Edit intent: clarity
Original:  The considered system models, the optimization methods used to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled schemes and technologies are discussed in details along with the future research directions for these combined schemes.
Revised:  The considered system models, the optimization methods used to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled technologies are discussed in details along with the future research directions for these combined schemes.
Edit intent: clarity
Original:  Moreover, the role of machine learning in optimizing these NOMA-enabled technologies is addressed.
Revised:  Moreover, the role of ML in optimizing these NOMA-enabled technologies is addressed.
Edit intent: clarity
Original: The ambitious high data rate applications in the envisioned future beyond 5G ( B5G ) wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Revised: The ambitious high data-rate applications in the envisioned future beyond 5G ( B5G ) wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Edit intent: fluency
Original: The ambitious high data rate applications in the envisioned future beyond 5G ( B5G ) wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Revised: The ambitious high data rate applications in the envisioned future B5G ) wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Edit intent: clarity
Original: The ambitious high data rate applications in the envisioned future beyond 5G ( B5G ) wireless networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Revised: The ambitious high data rate applications in the envisioned future beyond 5G ( B5G networks require new solutions, including the advent of more advanced architectures than the ones already used in 5G networks, and the coalition of different communications schemes and technologies to enable these applications requirements.
Edit intent: clarity
Original:  Among the candidate communications schemes for future wireless networks are NOMA schemes that allow serving more than one user in the same resource block by multiplexing users in other domains than frequency or time.
Revised:  Among the candidate schemes for future wireless networks are NOMA schemes that allow serving more than one user in the same resource block by multiplexing users in other domains than frequency or time.
Edit intent: clarity
Original:  When the power domain is used to multiplex the users, it is referred to as the power domain NOMA ( PD-NOMA ) . In this paper, we survey the integration of PD-NOMA with the other enabling communications technologies that are expected to meet the various requirements of B5G networks.
Revised:  When the power domain is used to multiplex the users, it is referred to as PD-NOMA ) . In this paper, we survey the integration of PD-NOMA with the other enabling communications technologies that are expected to meet the various requirements of B5G networks.
Edit intent: clarity
Original:  When the power domain is used to multiplex the users, it is referred to as the power domain NOMA ( PD-NOMA ) . In this paper, we survey the integration of PD-NOMA with the other enabling communications technologies that are expected to meet the various requirements of B5G networks.
Revised:  When the power domain is used to multiplex the users, it is referred to as the power domain NOMA ( PD-NOMA . In this paper, we survey the integration of PD-NOMA with the other enabling communications technologies that are expected to meet the various requirements of B5G networks.
Edit intent: fluency
Original:  When the power domain is used to multiplex the users, it is referred to as the power domain NOMA ( PD-NOMA ) . In this paper, we survey the integration of PD-NOMA with the other enabling communications technologies that are expected to meet the various requirements of B5G networks.
Revised:  When the power domain is used to multiplex the users, it is referred to as the power domain NOMA ( PD-NOMA ) . In this paper, we survey the integration of PD-NOMA with the enabling communications schemes and technologies that are expected to meet the various requirements of B5G networks.
Edit intent: clarity
Original:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate  technologies for B5G networks including MISO, MIMO, mMIMO, advanced antenna architectures, mmWave and THz communications , CoMP, cooperative communications, cognitive radio, VLC, UAV , and others.
Revised:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate schemes and technologies for B5G networks including MISO, MIMO, mMIMO, advanced antenna architectures, mmWave and THz communications , CoMP, cooperative communications, cognitive radio, VLC, UAV , and others.
Edit intent: clarity
Original:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate  technologies for B5G networks including MISO, MIMO, mMIMO, advanced antenna architectures, mmWave and THz communications , CoMP, cooperative communications, cognitive radio, VLC, UAV , and others.
Revised:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate technologies for B5G networks including MISO, MIMO, mMIMO, advanced antenna architectures, mmWave and THz , CoMP, cooperative communications, cognitive radio, VLC, UAV , and others.
Edit intent: fluency
Original:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate  technologies for B5G networks including MISO, MIMO, mMIMO, advanced antenna architectures, mmWave and THz communications , CoMP, cooperative communications, cognitive radio, VLC, UAV , and others.
Revised:  In particular, this paper surveys the different rate optimization scenarios studied in the literature when PD-NOMA is combined with one or more of the candidate technologies for B5G networks including MISO, MIMO, mMIMO, advanced antenna architectures, mmWave and THz communications , CoMP, cooperative communications, cognitive radio, VLC, UAV and others.
Edit intent: fluency
Original:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization  of these NOMA-enabled  technologies are discussed in details along with the future research directions for these combined schemes.
Revised:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization and the performance of these NOMA-enabled technologies are discussed in details along with the future research directions for these combined schemes.
Edit intent: clarity
Original:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization  of these NOMA-enabled  technologies are discussed in details along with the future research directions for these combined schemes.
Revised:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization of these NOMA-enabled schemes and technologies are discussed in details along with the future research directions for these combined schemes.
Edit intent: clarity
Original:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization  of these NOMA-enabled  technologies are discussed in details along with the future research directions for these combined schemes.
Revised:  The considered system models, the optimization methods utilized to maximize the achievable rates, and the main lessons learnt on the optimization of these NOMA-enabled technologies are discussed in detail along with the future research directions for these combined schemes.
Edit intent: fluency
Original:  Moreover, the role of ML in optimizing these NOMA-enabled technologies is addressed.
Revised:  Moreover, the role of machine learning in optimizing these NOMA-enabled technologies is addressed.
Edit intent: clarity
Original:  Finally, we show that a suppliers investments in improved yield can make them worse off.
Revised:  Finally, we show that a supplier's investments in improved yield can make them worse off.
Edit intent: fluency
Original:  Finally, we show that a suppliers investments in improved yield can make them worse off.
Revised:  Finally, we show that a suppliers investments in improved yield can make it worse off.
Edit intent: clarity
Original:  This happens because high production output saturates the market, which, in turn , lowers prices and profits for participants.
Revised:  This happens because high production output saturates the market, which, in turn lowers prices and profits for participants.
Edit intent: fluency
Original: The Lovasz Local Lemma (LLL) is a keystone principle in probability theory, guaranteeing the existence of configurations which avoid a collection \mathcal B of "bad" events which are mostly independent and have low probability.
Revised: The Lov\'{a Local Lemma (LLL) is a keystone principle in probability theory, guaranteeing the existence of configurations which avoid a collection \mathcal B of "bad" events which are mostly independent and have low probability.
Edit intent: fluency
Original: Combining the capabilities of the programmability of networks by SDNand discovering patterns by machine learning are utilized in security, traffic classification, QoS prediction, and network performance and has attracted the attentionof researchers.
Revised: Software-defined networks (SDN) with programmable data plane and machine learning for discovering patterns are utilized in security, traffic classification, QoS prediction, and network performance and has attracted the attentionof researchers.
Edit intent: clarity
Original: Combining the capabilities of the programmability of networks by SDNand discovering patterns by machine learning are utilized in security, traffic classification, QoS prediction, and network performance and has attracted the attentionof researchers.
Revised: Combining the capabilities of the programmability of networks by SDNand discovering patterns by machine learning are utilized in security, traffic classification, quality of services prediction, and network performance and has attracted the attentionof researchers.
Edit intent: clarity
Original:  In this work , we propose HyMER: a novel hybrid machine learning framework for traffic aware energy efficient routing in SDN which has supervised and reinforcement learning components  .
Revised:  In this work , we propose a novel hybrid machine learning framework for traffic aware energy efficient routing in SDN which has supervised and reinforcement learning components .
Edit intent: clarity
Original:  In this work , we propose HyMER: a novel hybrid machine learning framework for traffic aware energy efficient routing in SDN which has supervised and reinforcement learning components  .
Revised:  In this work , we propose HyMER: a novel hybrid machine learning framework for traffic aware energy efficient routing . To the best of our knowledge, HyMER is the first that utilizes a hybrid machine learning solution with supervised and reinforcement learning components .
Edit intent: coherence
Original:  The  framework is developed on POX controller and is evaluated on Mininet using Abiline, GEANT, and Nobel-Germany real-world topologies and dynamic traffic traces.
Revised:  The framework is developed on POX controller and is evaluated on Mininet using real-world topologies and dynamic traffic traces.
Edit intent: coherence
Original: Software-defined networks (SDN) with programmable data plane and machine learning for discovering patterns are utilized in security, traffic classification, quality of services prediction, and network performance, that has increasing research attention.
Revised: Software Defined Networking (SDN) with programmable data plane and machine learning for discovering patterns are utilized in security, traffic classification, quality of services prediction, and network performance, that has increasing research attention.
Edit intent: fluency
Original:  The supervised learning component consists of feature extraction, training, and testing .
Revised:  Feature extraction, training, and testing .
Edit intent: clarity
Original: A key question in the analysis of collective social behaviour is related to know if and how mass media can influence public opinion.
Revised: A key question of collective social behaviour is related to know if and how mass media can influence public opinion.
Edit intent: clarity
Original: A key question in the analysis of collective social behaviour is related to know if and how mass media can influence public opinion.
Revised: A key question in the analysis of collective social behavior is related to know if and how mass media can influence public opinion.
Edit intent: fluency
Original: A key question in the analysis of collective social behaviour is related to know if and how mass media can influence public opinion.
Revised: A key question in the analysis of collective social behaviour is related to the influence of Mass Media on public opinion.
Edit intent: clarity
Original:   Our results suggest that the sentiment content of the news by itself is not enough to understand the differences in the pollsbetween both candidates (validating the popular quote "There is no such thing as bad publicity") but the topic coverage distribution does and the sentiment content discriminated by topic is consistent with these results.
Revised:  Our results suggest that the sentiment content by itself is not enough to understand the differences in the pollsbetween both candidates (validating the popular quote "There is no such thing as bad publicity") but the topic coverage distribution does and the sentiment content discriminated by topic is consistent with these results.
Edit intent: clarity
Original:  However, security remains a main concern as virtualizationis known to expose security issues although formal verification can be applied to detect security issues in virtualized massive environments.
Revised:  However, security remains a main concern as virtualizationis known to expose security issues although formal verification can be applied to detect security issues in massive virtualized environments.
Edit intent: fluency