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 11):
The apparatus as in  claim 10 , wherein the process when executed is further configured to:\n use the selected classifier to classify the network characteristics associated with the particular wireless access point, in order to predict onboarding delays for the particular wireless access point; and initiate a change to the monitored network to mitigate the predicted onboarding delays for the particular wireless access point.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 86.0
- Lexical Diversity: 2.58065
- Patent Class: 370.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: False
- Related Applications: ['15726543', '15466969', '15782197', '15880600', '15880689']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.5375417018621933
- 35 USC 102 Novelty (BERT): 0.4726773480204263
- Combined Prediction Score: 0.5310552664780166
- Mean Citation Score: 135.87546
- Max Citation Score: 149.79205
- Similarity Product: 106.6455487929046

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