Transparency, Auditability and eXplainability of Machine Learning Models
in Credit Scoring

Transparency, Auditability and eXplainability of Machine Learning Models in Credit Scoring

28 September 2020

Michael Bücker

Alicja Gosiewska

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Papers citing "Transparency, Auditability and eXplainability of Machine Learning Models in Credit Scoring"

11 / 11 papers shown

Title
Multi-criteria Rank-based Aggregation for Explainable AI Sujoy Chatterjee Everton Romanzini Colombo Marcos Medeiros Raimundo XAI 27 0 0 30 May 2025
Axiomatic Explainer Globalness via Optimal Transport Davin Hill Josh Bone A. Masoomi Max Torop Jennifer Dy 212 1 0 13 Mar 2025
Explainable AI is Responsible AI: How Explainability Creates Trustworthy and Socially Responsible Artificial Intelligence Stephanie B. Baker Wei Xiang XAI 58 6 0 04 Dec 2023
Glocal Explanations of Expected Goal Models in Soccer Mustafa Cavus Adrian Stando P. Biecek 81 4 0 29 Aug 2023
Interpretable Selective Learning in Credit Risk Dangxing Chen Weicheng Ye Jiahui Ye FaML 66 16 0 21 Sep 2022
Shapley value-based approaches to explain the robustness of classifiers in machine learning G. D. Pelegrina S. Siraj FAtt 28 3 0 09 Sep 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 86 61 0 15 Jun 2022
Deep Learning vs. Gradient Boosting: Benchmarking state-of-the-art machine learning algorithms for credit scoring Marc Schmitt 96 21 0 21 May 2022
Deep Learning in Business Analytics: A Clash of Expectations and Reality Marc Schmitt 79 58 0 19 May 2022
Multicriteria interpretability driven Deep Learning M. Repetto 41 14 0 28 Nov 2021
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging Karim Lekadira Richard Osuala C. Gallin Noussair Lazrak Kaisar Kushibar ... Nickolas Papanikolaou Zohaib Salahuddin Henry C. Woodruff Philippe Lambin L. Martí-Bonmatí AI4TS 163 62 0 20 Sep 2021