Method and system for debt collection optimization

The present invention employs data processing systems to handle debt collection by formulation the collections process as a Markov Decision Process with constrained resources, thus making it possible automatically to generate an optimal collections policy with respect to maximizing long-term expecte...

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Main Authors REDDY CHANDAN KARREM, PENDUS CEZAR, JENSEN DAVID L, LAWRENCE RICHARD D, PEDNAULT EDWIN PETER DAWSON, BENNETT JAMES J, THOMAS VINCENT PHILIP, ABE NAOKI, MELVILLE PREM
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LanguageEnglish
Published 14.04.2009
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Abstract The present invention employs data processing systems to handle debt collection by formulation the collections process as a Markov Decision Process with constrained resources, thus making it possible automatically to generate an optimal collections policy with respect to maximizing long-term expected return throughout the course of a collections process, subject to constraints on the available resources possibly in multiple organizations. This is accomplished by coupling data modeling and resource optimization within the constrained Markov Decision Process formulation and generating optimized rules based on constrained reinforcement learning process comprising applied on the basis of past historical data.
AbstractList The present invention employs data processing systems to handle debt collection by formulation the collections process as a Markov Decision Process with constrained resources, thus making it possible automatically to generate an optimal collections policy with respect to maximizing long-term expected return throughout the course of a collections process, subject to constraints on the available resources possibly in multiple organizations. This is accomplished by coupling data modeling and resource optimization within the constrained Markov Decision Process formulation and generating optimized rules based on constrained reinforcement learning process comprising applied on the basis of past historical data.
Author BENNETT JAMES J
THOMAS VINCENT PHILIP
MELVILLE PREM
JENSEN DAVID L
REDDY CHANDAN KARREM
PENDUS CEZAR
PEDNAULT EDWIN PETER DAWSON
ABE NAOKI
LAWRENCE RICHARD D
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– fullname: BENNETT JAMES J
– fullname: THOMAS VINCENT PHILIP
– fullname: ABE NAOKI
– fullname: MELVILLE PREM
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Snippet The present invention employs data processing systems to handle debt collection by formulation the collections process as a Markov Decision Process with...
SourceID epo
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SubjectTerms CALCULATING
COMPUTING
COUNTING
DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES
PHYSICS
SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR
Title Method and system for debt collection optimization
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