PATENT CLAIM ANALYSIS

Application Number: 15952833
Application Type: Utility
Filing Date: 2018-04
Publication Date: 2019-05
Patent Classification: ["706", "012000"]

Abstract:
Machine-learning models and behavior can be visualized. For example, a machine-learning model can be taught using a teaching dataset. A test input can then be provided to the machine-learning model to determine a baseline confidence-score of the machine-learning model. Next, weights for elements in the teaching dataset can be determined. An analysis dataset can be generated that includes a subset of the elements that have corresponding weights above a predefined threshold. For each overlapping element in both the analysis dataset and the test input, (i) a modified version of the test input can be generated that excludes the overlapping element, and (ii) the modified version of the test input can be provided to the machine-learning model to determine an effect of the overlapping element on the baseline confidence-score. A graphical user interface can be generated that visually depicts the test input and various elements' effects on the baseline confidence-score.

Claim (Index 29):
The non-transitory computer-readable medium of  claim 21 , further comprising program code that is executable by the processing device for causing the processing device to adjust a characteristic of the machine-learning model based on at least one of the first dataset or the second dataset to improve a confidence score of the machine-learning model.

Metadata:
- Claim Count in Document: 62.0
- Percentile: 91.0
- Lexical Diversity: 2.42647
- Patent Class: 706.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['15927610', '15927654', '14834365', '15085038', '15164909']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3892638466759137
- 35 USC 102 Novelty (BERT): 0.4869861405308792
- Combined Prediction Score: 0.3990360760614102
- Mean Citation Score: 190.753098
- Max Citation Score: 211.03601
- Similarity Product: 148.31402724627375

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