PATENT CLAIM ANALYSIS

Application Number: 16426581
Application Type: Utility
Filing Date: 2019-05
Publication Date: 2019-09
Patent Classification: ["708", "270000"]

Abstract:
An alternating least square recommendation method, system, and non-transitory computer readable medium, include partially updating a user's feature when an update ratio is less than a pre-defined threshold ratio, the pre-defined threshold ratio being configurable based on a preference of an existing sparse matrix factorization, where the pre-defined threshold ratio is pre-defined by setting the pre-defined threshold ratio to variable values according to a past acceptable update.

Claim (Index 2):
The system of  claim 1 , further comprising comparing a result of an update with each value to a result with a full-update,\n wherein the value of the pre-defined threshold ratio having a highest accuracy is set as the pre-defined threshold ratio.

Metadata:
- Claim Count in Document: 11.0
- Percentile: 100.0
- Lexical Diversity: 1.48
- Patent Class: 708.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['16041337', '15141018', '14885799', '09887528', '14934294']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3852525330270031
- 35 USC 102 Novelty (BERT): 0.5099674143705384
- Combined Prediction Score: 0.3977240211613567
- Mean Citation Score: 193.634684
- Max Citation Score: 292.64883
- Similarity Product: 271.6772014125412

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

Dataset: test