PATENT CLAIM ANALYSIS

Application Number: 15880992
Application Type: Utility
Filing Date: 2018-01
Publication Date: 2019-08
Patent Classification: ["370", "252000"]

Abstract:
In one embodiment, a network assurance service applies labels to feature vectors of network characteristics associated with a plurality of wireless access points in the network. An applied label for a feature vector indicates whether the access point associated with the feature vector experienced a threshold number of onboarding delays within a given time window. The service, based on the feature vectors and labels, trains a plurality of machine learning-based classifiers to predict onboarding delays, and uses one or more of the trained plurality of classifiers to predict onboarding delays for a particular access point. The service calculates one or more classifier performance metrics for the one or more classifiers based on the predicted onboarding delays for the particular access point. The service selects a particular one of the classifiers to monitor the network characteristics associated with the particular access point, based on the one or more classifier performance metrics.

Claim (Index 19):
A tangible, non-transitory, computer-readable medium storing program instructions that cause a network assurance service that monitors a wireless network to execute a process comprising:\n applying, by the network assurance service, labels to feature vectors of network characteristics associated with a plurality of wireless access points in the network, wherein an applied label for a feature vector indicates whether the wireless access point associated with the feature vector experienced a threshold number of onboarding delays within a given time window; training, by the network assurance service and based on the feature vectors and labels, a plurality of machine learning-based classifiers to predict onboarding delays; using, by the network assurance service, one or more of the trained plurality of classifiers to predict onboarding delays for a particular wireless access point; calculating, by the network assurance service, one or more classifier performance metrics for the one or more trained classifiers based on the predicted onboarding delays for the particular wireless access point; and selecting, by the network assurance service, a particular one of the trained classifiers to monitor the network characteristics associated with the particular wireless access point, based on the one or more calculated classifier performance metrics.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 86.0
- Lexical Diversity: 2.58065
- Patent Class: 370.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['15726543', '15466969', '15782197', '15880600', '15880689']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.5089703540712961
- 35 USC 102 Novelty (BERT): 0.4663689487676364
- Combined Prediction Score: 0.5047102135409302
- Mean Citation Score: 135.87546
- Max Citation Score: 149.79205
- Similarity Product: 110.14727345152797

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

Dataset: test