PATENT CLAIM ANALYSIS

Application Number: 16146069
Application Type: Utility
Filing Date: 2018-09
Publication Date: 2019-04
Patent Classification: ["706", "025000"]

Abstract:
A device may receive, from a user device, a request to verify a machine learning (ML) application using a metamorphic testing procedure. The device may determine a type of ML process used by the ML application, and may select one or more metamorphic relations (MRs), to be used for performing the metamorphic testing procedure, based on the type of ML process. The device may receive test data to be used to test the ML application, wherein the test data is based on the one or more MRs, and may perform, by using the one or more MRs and the test data, the metamorphic testing procedure to verify one or more aspects of the ML application. The device may generate a report that indicates whether the one or more aspects of the ML application have been verified and may provide the report for display on an interface of the user device

Claim (Index 10):
The device of  claim 8 , wherein the one or more types of data used by the ML application include at least one of:\n image data, text data, audio data, or multimedia data.

Metadata:
- Claim Count in Document: 42.0
- Percentile: 97.0
- Lexical Diversity: 2.76667
- Patent Class: 706.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: True
- Related Applications: ['15864610', '13816823', '15697436', '13549290', '15896943']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3340603413740735
- 35 USC 102 Novelty (BERT): 0.4780232918538571
- Combined Prediction Score: 0.3484566364220519
- Mean Citation Score: 124.27861500000002
- Max Citation Score: 133.66263
- Similarity Product: 92.1798670139122

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