DATA ANALYSIS APPARATUS, DATA ANALYSIS METHOD, AND DATA ANALYSIS PROGRAM

Patent №

US 11,636,358

Granted

2023-04-25

Filed 2020

Owner

HITACHI, LTD.

Lab

AI components

5

ml · vision · kr · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16876199

A data analysis apparatus executes: a selection process selecting a first feature variable group that is a trivial feature variable group contributing to prediction and a second feature data group other than the first feature variable group from a set of feature variables; an operation process operating a first regularization coefficient related to a first weight parameter group corresponding to the first feature variable group in a manner that the loss function is larger, and operating a second regularization coefficient related to a second weight parameter group corresponding to the second feature variable group in a manner that the loss function is smaller, among a set of weight parameters configuring a prediction model, in a loss function related to a difference between a prediction result output in a case of inputting the set of feature variables to the prediction model and ground truth data corresponding to the feature variables.

Machine learningVisionKnowledge representationEvolutionary computationAI hardwareG06N 5/04G06N 3/04G06N 3/0495G06N 3/0499G06N 3/09G06N 3/0985G06N 20/00

AI classification

Machine learning1.00
AI hardware1.00
Knowledge representation0.97
Evolutionary computation0.93
Vision0.87
Natural language0.16
Planning0.01
Speech0.00

Ownership

HITACHI, LTD.

assignment · 538830221

Assignors

SUZUKI, MAYUMI, YAMASHITA, YASUHO, SHIBAHARA, TAKUMA

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

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