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2025ConferencePublished

Finite-Difference Approximation for Explaining Neural Network Predictions in Financial Credit Evaluation

M. Aziz, M. U. Danish, F. Iqbal, and U. Rehman

International Conference on Advanced Machine Learning and Data Science · Tokyo, 2025

Research contribution

Overview

Uses finite-difference approximations to characterize how input changes affect neural-network credit predictions.

Research context

This work contributes to Interpretability. The publication record above is the authoritative source for its current status; accepted papers will be updated when final bibliographic metadata becomes public.

BibTeX

@inproceedings{FiniteDifferenceCreditXai2025,
  title = {Finite-Difference Approximation for Explaining Neural Network Predictions in Financial Credit Evaluation},
  author = {M. Aziz, M. U. Danish, F. Iqbal, U. Rehman},
  year = {2025},
  booktitle = {International Conference on Advanced Machine Learning and Data Science},
  doi = {10.1109/AMLDS63918.2025.11159472}
}