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  • Loan Repayment

Loan Repayment

A new framework to lend loans in a smarter way

Blogs

Undoubtedly, loans are one of the major sources of income for banks and other related financial institutions. A loan helps the customers to meet their short term financial needs and the interest given by the customer is …

Tags: Financial Analytics, Loan repayment

Improved Insights on Financial Health through Partially Constrained Hidden Markov Model Clustering on Loan Repayment Data

Publications

There is a growing interest in understanding, as opposed to predicting, the repayment behavior of customers of financial institutions that provide loans. This study proposes a modified Hidden Markov Model (HMM) based …

Tags: HMM based clustering, expectation-maximization, loan repayment

A Partial Parameter HMM Based Clustering on Loan Repayment Data: Insights into Financial Behavior and Intent to Repay

Publications

Financial institutions that provide loans are interested in understanding, as opposed to just predicting, the repayment behavior of its customers. This study applies a modified Hidden Markov Model (HMM) based clustering …

Tags: HMM, loan repayment

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Founded in 2024, the School brings together several faculty with expertise in various areas of Data Science and AI, to work together on impactful problems of direct relevance to the society.

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044 2257 8980
office@dsai.iitm.ac.in
6th Floor, New Academic Complex 2,
Indian Institute of Technology Madras,
Chennai-600036, India

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