Patent US 7,904,397

Patent №

US 7,904,397

Granted

Owner

Lab

AI components

5

ml · kr · planning · evo · hardware

Assignment

None on record

Dataset

AIPD

2023_r1 edition

Application

12690502

A method (and structure) for processing an inductive learning model for a dataset of examples, includes dividing the dataset of examples into a plurality of subsets of data and generating, using a processor on a computer, a learning model using examples of a first subset of data of the plurality of subsets of data. The learning model being generated for the first subset comprises an initial stage of an evolving aggregate learning model (ensemble model) for an entirety of the dataset, the ensemble model thereby providing an evolving estimated learning model for the entirety of the dataset if all the subsets were to be processed. The generating of the learning model using data from a subset includes calculating a value for at least one parameter that provides an objective indication of an adequacy of a current stage of the ensemble model.

AI classification

Machine learning1.00
Knowledge representation1.00
Evolutionary computation1.00
AI hardware0.98
Planning0.60
Vision0.48
Natural language0.36
Speech0.00
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