SYSTEM AND METHOD FOR MANAGING DEBT COLLECTION USING CLUSTERING

Patent №

US 7,546,262

Granted

2009-06-09

Filed 2005

Owner

BANK OF AMERICA CORPORATION

Lab

AI components

3

ml · kr · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10907194

System and method for managing debt collection using clustering. Debt collection treatment for a delinquent account can be determined in a reliable and consistent way by examining historical credit and demographic data for the debtor. In some embodiments, a plurality of behavior clusters within a multi-dimensional space for modeling debtor behavior are established using representative portfolio data. Result probabilities for various stimuli to be applied to the customer can be represented by a difference score, which indicates a difference in result flowing from the presence of particular stimuli versus the absence of the stimuli. The difference scores for the various stimuli, when normalized, can be used to assign the delinquent account to a cluster, which determines the treatment to be applied to the account.

AI classification

Planning1.00
Machine learning0.99
Knowledge representation0.90
AI hardware0.20
Evolutionary computation0.13
Vision0.03
Natural language0.01
Speech0.00

Ownership

BANK OF AMERICA CORPORATION

assignment · 158150437

Assignors

FERGUSON, ERIC J., RIZZA, RALPH CONCETTO

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

From the same owner

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