AUTOMATIC DATA CLEANING FOR MACHINE LEARNING CLASSIFIERS

Patent №

US 8,626,682

Granted

2014-01-07

Filed 2011

Owner

THOMSON REUTERS (MARKETS) LLC

+3 more

Lab

—

AI components

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13046266

Systems and techniques for improving the training of machine learning classifiers are disclosed. A classifier is trained using a set of validated documents that are accurately associated with a set of class labels. A subset of non-validated documents is also identified and is used to further train and improve accuracy of the classifier.

Machine learning Natural language Vision Knowledge representation Planning AI hardwareG06F 16/334G06F 16/338G06F 16/355G06F 16/90G06F 16/9024G06F 18/2155G06N 5/00G06N 5/02+2 more

Google Patents

AI classification

Machine learning1.00

Natural language1.00

Knowledge representation1.00

AI hardware1.00

Vision1.00

Planning0.98

Evolutionary computation0.00

Speech0.00

Ownership

THOMSON REUTERS (MARKETS) LLC

assignment · 261940812

THOMSON REUTERS GLOBAL RESOURCES (TRGR)

assignment · 261940845

THOMSON REUTERS GLOBAL RESOURCES

assignment · 358210014

THOMSON REUTERS GLOBAL RESOURCES UNLIMITED COMPANY

namechg · 432970028

Assignors

MALIK, HASSAN H., OLOF-ORS, MANS, OLOF-ORS, MANS

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

From the same owner

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Cited by (18)

AUTOMATED MACHINE LEARNING TAGGING AND OPTIMIZATION OF REVIEW PROCEDURESUS 11,645,579 · 2023 REPRESENTING DOCUMENTS USING DOCUMENT KEYSUS 11,593,440 · 2023 AUTOMATED CONCRETE/ASPHALT DETECTION BASED ON SENSOR TIME DELAYUS 11,386,649 · 2022 REPRESENTING DOCUMENTS USING DOCUMENT KEYSUS 11,361,034 · 2022 ERROR ANALYSIS OF A PREDICTIVE MODELUS 11,288,115 · 2022 AUTOMATED PROCESS FOR DYNAMIC MATERIAL CLASSIFICATION IN REMOTELY SENSED IMAGERYUS 11,250,260 · 2022 MACHINE LEARNING CLASSIFIERSUS 11,200,466 · 2021 Quality Control Systems and Methods for Annotated ContentUS 11,157,777 · 2021 RISK PREDICTION BASED ON AUTOMATED ANALYSIS OF DOCUMENTSUS 11,151,501 · 2021 VERIFYING AND CORRECTING TRAINING DATA FOR TEXT CLASSIFICATIONUS 11,144,581 · 2021 Systems And Methods For Tracking And Representing Data Science Data RunsUS 11,086,891 · 2021 IDENTIFYING AUGMENTED FEATURES BASED ON A BAYESIAN ANALYSIS OF A TEXT DOCUMENTUS 11,048,934 · 2021 CLOUD DETECTION FROM SATELLITE IMAGERYUS 11,010,606 · 2021 AUTOMATED TRAINING AND SELECTION OF MODELS FOR DOCUMENT ANALYSISUS 10,936,974 · 2021 RISK PREDICTION BASED ON AUTOMATED ANALYSIS OF DOCUMENTSUS 10,726,374 · 2020 SEMIAUTOMATIC MACHINE LEARNING MODEL IMPROVEMENT AND BENCHMARKINGUS 10,489,722 · 2019 CLAUSE DISCOVERY FOR VALIDATION OF DOCUMENTSUS 10,409,805 · 2019 CLAUSE DISCOVERY FOR VALIDATION OF DOCUMENTSUS 10,162,850 · 2018

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