METHODS AND SYSTEMS FOR MODELING USING CLASSIFICATION AND REGRESSION TREES

Patent №

US 7,120,599

Granted

2006-10-10

Filed 2000

Owner

GE CAPITAL COMMERCIAL FINANCE, INC.

+1 more

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09746411

A method of valuation of large groups of assets using classification and regression trees is described. The method includes defining relevant portfolio segmentations, assessing performance of the classification and regression tree based model against a simple model and ranking all portfolio segments based upon performance of the models. Iterative and adaptive statistical evaluation of all assets and statistical inferences are used to generate the segmentations. The assets are collected into a database, grouped by credit variable, subdivided by ratings as to those variables and then rated individually. The assets are then regrouped and a collective valuation is established by cumulating individual valuations.

AI classification

Planning1.00
Machine learning1.00
Knowledge representation0.98
AI hardware0.75
Vision0.62
Natural language0.01
Evolutionary computation0.00
Speech0.00

Ownership

GE CAPITAL COMMERCIAL FINANCE, INC.

assignment · 117140954

GE CORPORATE FINANCIAL SERVICES, INC.

namechg · 182300051

Assignors

KEYES, TIM KERRY

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

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