AUTOMATED CLUSTERING OF RECORDS, BIASED BY SUPERVISED CLASSIFICATION PROCESSING

Patent №

US 7,849,027

Granted

2010-12-07

Filed 2006

Owner

YAHOO! INC.

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11550709

An unsupervised classification approach is improved by imposing some order into the treatment of the records and their attributes, which otherwise would be treated as random variables. A method is provided to identify particular attributes that are most associated with the “good” records within each of the plurality of groups of records within a data set. Based on a supervised scoring method, the records of the data set are processed to indicate their measure of “goodness”. There are various ways by which the records can be processed to indicate a bias during unsupervised clustering processing.

AI classification

Machine learning1.00
AI hardware1.00
Planning0.82
Knowledge representation0.77
Vision0.61
Natural language0.00
Evolutionary computation0.00
Speech0.00

Ownership

YAHOO! INC.

assignment · 184170772

Assignors

KORAN, JOSHUA ETHAN MILLER, BURGESS, DAVID A., AMES, GLEN ANTHONY, SHANBHAG, AMIT UMESH, HENDERSON, NICHOLAS WAYNE

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

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