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Explainable AI for Interpretable Credit Scoring

Explainable AI for Interpretable Credit Scoring

3 December 2020
Lara Marie Demajo
Vince Vella
A. Dingli
ArXiv (abs)PDFHTML

Papers citing "Explainable AI for Interpretable Credit Scoring"

13 / 13 papers shown
Title
Language Model Guided Reinforcement Learning in Quantitative Trading
Language Model Guided Reinforcement Learning in Quantitative Trading
Adam Darmanin
Vince Vella
AIFin
44
0
0
04 Aug 2025
WISCA: A Consensus-Based Approach to Harmonizing Interpretability in Tabular Datasets
WISCA: A Consensus-Based Approach to Harmonizing Interpretability in Tabular Datasets
A. Banegas-Luna
Horacio Pérez-Sánchez
Carlos Martínez-Cortés
72
0
0
06 Jun 2025
Linear Discriminant Analysis in Credit Scoring: A Transparent Hybrid
  Model Approach
Linear Discriminant Analysis in Credit Scoring: A Transparent Hybrid Model Approach
Md Shihab Reza
Monirul Islam Mahmud
Ifti Azad Abeer
Nova Ahmed
116
1
0
05 Dec 2024
Peeking Inside the Schufa Blackbox: Explaining the German Housing
  Scoring System
Peeking Inside the Schufa Blackbox: Explaining the German Housing Scoring System
Dean-Robin Kern
Gunnar Stevens
Erik Dethier
Sidra Naveed
F. Alizadeh
Delong Du
Md. Shajalal
107
1
0
20 Nov 2023
A Comprehensive Review on Financial Explainable AI
A Comprehensive Review on Financial Explainable AI
Wei Jie Yeo
Wihan van der Heever
Rui Mao
Min Zhang
Ranjan Satapathy
G. Mengaldo
XAIAI4TS
103
27
0
21 Sep 2023
Appropriate Reliance on AI Advice: Conceptualization and the Effect of
  Explanations
Appropriate Reliance on AI Advice: Conceptualization and the Effect of Explanations
Max Schemmer
Niklas Kühl
Carina Benz
Andrea Bartos
G. Satzger
101
127
0
04 Feb 2023
Explainable, Interpretable & Trustworthy AI for Intelligent Digital
  Twin: Case Study on Remaining Useful Life
Explainable, Interpretable & Trustworthy AI for Intelligent Digital Twin: Case Study on Remaining Useful Life
Kazuma Kobayashi
S. B. Alam
78
71
0
17 Jan 2023
Generating detailed saliency maps using model-agnostic methods
Generating detailed saliency maps using model-agnostic methods
Maciej Sakowicz
FAtt
69
0
0
04 Sep 2022
SHAP-XRT: The Shapley Value Meets Conditional Independence Testing
SHAP-XRT: The Shapley Value Meets Conditional Independence Testing
Jacopo Teneggi
Beepul Bharti
Yaniv Romano
Jeremias Sulam
FAtt
188
6
0
14 Jul 2022
I Know Therefore I Score: Label-Free Crafting of Scoring Functions using Constraints Based on Domain Expertise
I Know Therefore I Score: Label-Free Crafting of Scoring Functions using Constraints Based on Domain Expertise
Ragja Palakkadavath
S. Sivaprasad
Shirish S. Karande
N. Pedanekar
113
0
0
18 Mar 2022
A Framework and Benchmarking Study for Counterfactual Generating Methods
  on Tabular Data
A Framework and Benchmarking Study for Counterfactual Generating Methods on Tabular Data
Raphael Mazzine
David Martens
120
34
0
09 Jul 2021
Interpretability in deep learning for finance: a case study for the
  Heston model
Interpretability in deep learning for finance: a case study for the Heston model
D. Brigo
Xiaoshan Huang
A. Pallavicini
Haitz Sáez de Ocáriz Borde
FAtt
45
10
0
19 Apr 2021
Explaining Credit Risk Scoring through Feature Contribution Alignment
  with Expert Risk Analysts
Explaining Credit Risk Scoring through Feature Contribution Alignment with Expert Risk Analysts
Ayoub El Qadi
Natalia Díaz Rodríguez
M. Trocan
Thomas Frossard
83
6
0
15 Mar 2021
1