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  • Search: subject:"Light Gradient Boosting Machine (LightGBM)"
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Year of publication
Subject
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Light Gradient Boosting Machine (LightGBM) 3 explainable artificial intelligence (XAI) 3 Artificial intelligence 2 Credit rating 2 Credit risk 2 Kreditrisiko 2 Kreditwürdigkeit 2 Künstliche Intelligenz 2 credit default prediction 2 credit risk modelling 2 Bank lending 1 Basel Accord 1 Basler Akkord 1 Forecasting model 1 Insolvency 1 Insolvenz 1 Kreditgeschäft 1 Prognoseverfahren 1 Risikomanagement 1 Risk management 1 Shapley additive explanations (SHAP) 1 credit default modeling 1 machine learning 1 risk management 1
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Online availability
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Free 2 Undetermined 1
Type of publication
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Article 3
Type of publication (narrower categories)
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Article in journal 2 Aufsatz in Zeitschrift 2 Article 1
Language
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English 3
Author
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Melsom, Borger 3 Vennerød, Christian Bakke 3 Westgaard, Sjur 3 Lange, Petter Eilif de 2 Hjelkrem, Lars Ole 1 de Lange, Petter Eilif 1
Published in...
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Journal of Risk and Financial Management 1 Journal of risk 1 Journal of risk and financial management : JRFM 1
Source
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ECONIS (ZBW) 2 EconStor 1
Showing 1 - 3 of 3
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Explainable AI for credit assessment in banks
de Lange, Petter Eilif; Melsom, Borger; Vennerød, … - In: Journal of Risk and Financial Management 15 (2022) 12, pp. 1-23
Banks' credit scoring models are required by financial authorities to be explainable. This paper proposes an explainable artificial intelligence (XAI) model for predicting credit default on a unique dataset of unsecured consumer loans provided by a Norwegian bank. We combined a LightGBM model...
Persistent link: https://www.econbiz.de/10014332712
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Cover Image
Explainable AI for credit assessment in banks
Lange, Petter Eilif de; Melsom, Borger; Vennerød, … - In: Journal of risk and financial management : JRFM 15 (2022) 12, pp. 1-23
Banks’ credit scoring models are required by financial authorities to be explainable. This paper proposes an explainable artificial intelligence (XAI) model for predicting credit default on a unique dataset of unsecured consumer loans provided by a Norwegian bank. We combined a LightGBM model...
Persistent link: https://www.econbiz.de/10014284417
Saved in:
Cover Image
Explainable artificial intelligence for credit scoring in banking
Melsom, Borger; Vennerød, Christian Bakke; Lange, … - In: Journal of risk 25 (2022) 2, pp. 1-25
Persistent link: https://www.econbiz.de/10014342455
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