AUTOMATED MODEL BUILDING AND EVALUATION FOR DATA MINING SYSTEM

Patent №

US 7,756,804

Granted

2010-07-13

Filed 2003

Owner

ORACLE INTERNATIONAL CORPORATION

Lab

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10383641

A method, system, and computer program product that automatically generates data mining models of adequate or even optimum quality in a way that reduces the need for user interaction and reduces the cost and improves the quality of model building. A method for automatically building and evaluating data mining models comprises the steps of receiving information specifying models to be built, generating a model setting array based on the information specifying models to be built, the model setting array including at least one model settings combination, preparing specified source data for training and testing each model to be built, for each model settings combination included in the model settings array, performing the steps of building a model based on the model settings combination, evaluating the built model, and outputting results of the model building and evaluation, and selecting a model from the built models based on a selection criterion.

AI classification

Machine learning0.98
Knowledge representation0.93
Planning0.87
AI hardware0.82
Evolutionary computation0.28
Natural language0.13
Vision0.00
Speech0.00

Ownership

ORACLE INTERNATIONAL CORPORATION

assignment · 138640338

Assignors

BLOOM, BURTON H., BHAGWAT, CHITRA B., STENGARD, PETER

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

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