PATENT CLAIM ANALYSIS

Application Number: 16366841
Application Type: Utility
Filing Date: 2019-03
Publication Date: 2019-10
Patent Classification: ["706", "045000"]

Abstract:
The present disclosure describes techniques for object classification using deep forest networks. One example method includes classifying a user object including features associated with the user based on a deep forest network including identifying one or more user static features, one or more user dynamic features, and one or more user association features from the features included in the user object; providing the user static features to first layers, the user dynamic features to second layers, and the user association features to third layers, the first, second, and third layers being different and each providing classification data to the next layer based at least in part on the input data and the provided user features.

Claim (Index 10):
The non-transitory, computer-readable medium of  claim 8 , wherein each of the plurality of layers produces classification results associated with a plurality of categories, and classifying the user object based on the deep forest network includes:\n receiving final classification results from a last layer from the plurality of layers, each classification result associated with one of the plurality of categories; and averaging the final classification results to obtain final prediction results, the final prediction results representing probabilities that the user object is associated with the associated category.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 99.0
- Lexical Diversity: 2.15517
- Patent Class: 706.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: True
- Related Applications: ['16366794', '15756263', '12436667', '15551870', '13756372']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3745333679773681
- 35 USC 102 Novelty (BERT): 0.5079753340026876
- Combined Prediction Score: 0.3878775645799001
- Mean Citation Score: 200.913818
- Max Citation Score: 285.7982
- Similarity Product: 208.78740241467952

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