METHOD AND SYSTEM FOR ESTIMATING THE ACCURACY OF INFERENCE ALGORITHMS USING THE SELF-CONSISTENCY METHODOLOGY

Patent №

US RE42999

Granted

2011-12-06

Filed 2006

Owner

SRI INTERNATIONAL

+1 more

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11645331

The present invention provides a method for measuring the self-consistency of inference algorithms. The present invention provides a method for measuring the accuracy of an inference algorithm that does not require comparison to ground truth. Rather, the present invention pertains to a method for measuring the accuracy of an inference algorithm by comparing the outputs of the inference algorithm against each other. Essentially, the present invention looks at how well the algorithm applied to many of the different observations gives the same answer. In particular, the present invention provides a method that is not time and labor intensive and is cost effective.

AI classification

Machine learning1.00
Knowledge representation1.00
Vision1.00
Planning1.00
AI hardware1.00
Natural language0.80
Speech0.11
Evolutionary computation0.04

Ownership

SRI INTERNATIONAL

assignment · 196530556

TRANSPACIFIC IP LTD.

assignment · 196530588

Assignors

LECLERC, YVAN G., LUONG, QUANG-TUAN, FUA, PASCAL

On an employer assignment, the assignors are typically the inventors.

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