PATENT CLAIM ANALYSIS

Application Number: 16044648
Application Type: Utility
Filing Date: 2018-07
Publication Date: 2020-01
Patent Classification: ["370", "329000"]

Abstract:
In one embodiment, a network monitoring service trains, using a training dataset from one or more wireless networks, a machine learning model to output an optimized set of media access control (MAC) mode parameters for a wireless access point given an input set of network characteristics. The service receives a plurality of network characteristics associated with a particular wireless access point in a particular wireless network. The service determines, using the received network characteristics as input to the machine learning-based model, a set of MAC mode parameters for the particular wireless access point. The service controls the particular wireless access point to communicate with one or more clients in the particular wireless network based on the determined set of MAC mode parameters.

Claim (Index 10):
An apparatus comprising:\n one or more network interfaces to communicate with a network; a processor coupled to the network interfaces and configured to execute one or more processes; and a memory configured to store a process executable by the processor, the process when executed configured to:\n train, using a training dataset from one or more wireless networks, a machine learning model to output an optimized set of media access control (MAC) mode parameters for a wireless access point given an input set of network characteristics wherein the machine learning model is a behavioral model that is indicative of sleep/wake schedules or traffic patterns of clients of the one or more wireless networks; \n receive a plurality of network characteristics associated with a particular wireless access point in a particular wireless network; \n determine, using the received network characteristics as input to the machine learning model, a set of MAC mode parameters for the particular wireless access point; and \n control the particular wireless access point to communicate with one or more clients in the particular wireless network based on the determined set of MAC mode parameters.

Metadata:
- Claim Count in Document: 14.0
- Percentile: 95.0
- Lexical Diversity: 2.2931
- Patent Class: 370.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['12798069', '12352733', '15481684', '14023204', '15555686']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.4755091746321349
- 35 USC 102 Novelty (BERT): 0.4956845484770596
- Combined Prediction Score: 0.4775267120166273
- Mean Citation Score: 176.06107200000002
- Max Citation Score: 180.09163
- Similarity Product: 115.47622483679297

Labels:
- Claim Label 101: 1
- Claim Label 102: 0
- Claim Label 103: 1
- Claim Label 112: 0
- Combined Label: 0
- Label 101 Adjusted: 1

Dataset: test