P Mathur’s research while affiliated with Indian Institute of Technology Kanpur and other places

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Publications (1)


Multi-objective Evolutionary Algorithms for the Risk-return Trade-off in Bank Loan Management
  • Article

March 2002

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316 Reads

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106 Citations

International Transactions in Operational Research

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Ý Kalyanmoy

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[...]

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P Mathur

Multi-Criteria Decision Making is an increasingly accepted tool for decision making in management. In this work, we highlight the application of a novel Multi-Objective Evolutionary Algorithm, NSGA-II to the risk-return trade-off for a bank loan portfolio manager. The manager of a bank operating in a competitive environment faces the stan-dard goal of maximizing shareholder wealth. Specifically, this attempts to maxi-mize the net worth of the bank, which in turn involves maximizing the net interest margin of the bank (among other factors, such as non-interest income). At the same time, there are significant regulatory constraints placed on the bank, such as the maintenance of adequate capital, interest-rate risk exposure, etc. The Genetic Algorithm based technique used here obtains an approximation to the set of Pareto-optimal solutions which increases the decision flexibility avail-able to the bank manager and provides a visualization tool for one of the tradeoffs involved. The algorithm is also computationally efficient and is contrasted with a traditional multi-objective function -the epsilon-constraint method.

Citations (1)


... Machine learning (ML) algorithms are extensively employed across various fields, including entertainment, shopping, healthcare, finance, education, and law enforcement, as well as in critical areas such as loan approvals [1] and hiring decisions [2,3]. They offer benefits like consistent performance and the ability to analyze numerous variables [4,5]. ...

Reference:

Analyzing Fairness of Computer Vision and Natural Language Processing Models
Multi-objective Evolutionary Algorithms for the Risk-return Trade-off in Bank Loan Management
  • Citing Article
  • March 2002

International Transactions in Operational Research