SYSTEM AND METHOD FOR COARSE-CLASSING VARIABLES IN A PROPENSITY MODEL

Patent №

US 7,979,366

Granted

2011-07-12

Filed 2008

Owner

GENERAL ELECTRIC COMPANY

Lab

AI components

5

ml · vision · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11971164

A technique is provided to coarse-class one or more customer characteristics used in a predictive model. A set of functions are used to represent partition points of the customer characteristic into smaller classes. Each of the final classes of the customer characteristic is represented separately in the predictive model. An initial set of functions may be established to provide an initial set of partitions points of the customer characteristic. The set of functions is then processed using a genetic algorithm to evolve the partition points to new values. Processing the set of partitions using the genetic algorithm may continue until a stopping criterion is reached.

AI classification

Evolutionary computation1.00
AI hardware1.00
Machine learning1.00
Planning1.00
Vision0.75
Knowledge representation0.39
Natural language0.01
Speech0.01

Ownership

GENERAL ELECTRIC COMPANY

assignment · 203350268

Assignors

SUNDARARAJAN, RAMASUBRAMANIAN GANGAIKONDAN, BHASKAR, TARUN

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

From the same owner

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