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  • Search: subject:"Interpretable machine learning"
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Year of publication
Subject
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Artificial intelligence 45 Künstliche Intelligenz 45 Interpretable machine learning 30 interpretable machine learning 25 Theorie 22 Theory 22 Forecasting model 19 Prognoseverfahren 19 Consumer behaviour 8 Explainable artificial intelligence 8 Konsumentenverhalten 8 Credit risk 6 Kreditrisiko 6 Machine learning 6 Feature importance 5 deep learning 5 Data Mining 4 Data mining 4 Big Data 3 Big data 3 Credit rating 3 Estimation theory 3 Kreditwürdigkeit 3 Learning 3 Learning process 3 Lernen 3 Lernprozess 3 Management information system 3 Management-Informationssystem 3 Neural networks 3 Neuronale Netze 3 Schätztheorie 3 Time series analysis 3 Zeitreihenanalyse 3 Algorithm 2 Algorithmus 2 Beziehungsmarketing 2 China 2 Classification 2 Customer reviews 2
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Online availability
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Undetermined 31 Free 27 CC license 3
Type of publication
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Article 57 Book / Working Paper 2
Type of publication (narrower categories)
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Article in journal 45 Aufsatz in Zeitschrift 45 Article 11 Arbeitspapier 2 Graue Literatur 2 Non-commercial literature 2 Working Paper 2 research-article 1
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Language
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English 58 French 1
Author
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Kraus, Mathias 5 Zschech, Patrick 4 Weinzierl, Sven 3 Berger, Theo 2 Blesch, Kristin 2 Cai, Xuanye 2 Cajias, Marcelo 2 Fuerst, Franz 2 Hartmann, Jochen 2 Kim, Juram 2 Lim, Chiehyeon 2 Loecher, Markus 2 Lorenz, Felix 2 Matzner, Martin 2 Shin, Jongkyung 2 Singh, Devesh 2 Su, Zhi 2 Tang, Pan 2 Wang, Hui 2 Wang, Tong 2 Watson, David S. 2 Willwersch, Jonas 2 Wright, Marvin N. 2 Zilker, Sandra 2 Alves Werb, Gabriela 1 Antipov, Evgeny A. 1 Baesens, Bart 1 Baez, Javier E. 1 Bakalli, Gaetan 1 Baranwal, Mayank 1 Bargagli-Stoffi, Falco J. 1 Beracha, Eli 1 Bergner, Anouk 1 Bohlen, Lasse 1 Boudt, Kris 1 Boute, Robert N. 1 Caigny, Arno de 1 Chen, George H. 1 Chen, Heng Z. 1 Cheng, Zhaoqi 1
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Published in...
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AStA Advances in Statistical Analysis 5 European journal of operational research : EJOR 3 Finance research letters 2 Health care management science : a new journal serving the international health care management community 2 Information systems research : ISR 2 Journal of forecasting 2 Journal of marketing research 2 Operations research 2 Technological forecasting & social change : an international journal 2 Annals of Operations Research 1 Applied economics letters 1 Argumenta oeconomica 1 Computational economics 1 Contemporary accounting research : the journal of the Canadian Academic Accounting Association 1 Data science and management : DSM 1 Decision sciences 1 Die Unternehmung : Swiss journal of business research and practice ; Organ der Schweizerischen Gesellschaft für Betriebswirtschaft (SGB) 1 Discussion paper series 1 Emerging markets, finance & trade : a journal of the Society for the Study of Emerging Markets 1 Health Care Management Science 1 IIMB Management Review 1 INFORMS journal on computing : JOC 1 INFORMS journal on computing : JOC ; charting new directions in operations research and computer science ; a journal of the Institute for Operations Research and the Management Sciences 1 Information & management : the international journal of information systems applications 1 International Journal of Housing Markets and Analysis 1 International journal of forecasting 1 International journal of hospitality management 1 International journal of production economics 1 International journal of production research 1 Journal of Economics, Finance and Administrative Science 1 Journal of consumer psychology : JCP ; the official journal of the Society for Consumer Psychology 1 Journal of economics, finance & administrative science 1 Journal of revenue and pricing management 1 Management science : journal of the Institute for Operations Research and the Management Sciences 1 OR Spectrum 1 Operations research forum 1 Production and operations management : the flagship research journal of the Production and Operations Management Society 1 Real Estate Economics 1 Real estate economics 1 Research paper series / Swiss Finance Institute 1
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Source
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ECONIS (ZBW) 47 EconStor 11 Other ZBW resources 1
Showing 1 - 10 of 59
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Enhancing customer repurchase prediction : integrating classification algorithms with RFM analysis for precision and actionable insights
Verma, Rakesh; Rathor, Devesh; Kumar, Saurabh; Mishra, … - In: IIMB Management Review 37 (2025) 2, pp. 2-10
Accurate prediction of customer repurchase behaviour is vital for businesses aiming to boost customer retention. This study introduces an advanced approach that merges classification algorithms with RFM analysis, a widely adopted framework in customer relationship management. The proposed models...
Persistent link: https://www.econbiz.de/10015444242
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Deducing neighborhoods of classes from a fitted model
Gerharz, Alexander; Groll, Andreas; Schauberger, Gunther - In: AStA Advances in Statistical Analysis 108 (2024) 2, pp. 395-425
In this article, a new kind of interpretable machine learning method is presented, which can help to understand the …
Persistent link: https://www.econbiz.de/10015359564
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A machine learning framework for interpretable predictions in patient pathways: The case of predicting ICU admission for patients with symptoms of sepsis
Zilker, Sandra; Weinzierl, Sven; Kraus, Mathias; … - In: Health Care Management Science 27 (2024) 2, pp. 136-167
Proactive analysis of patient pathways helps healthcare providers anticipate treatment-related risks, identify outcomes, and allocate resources. Machine learning (ML) can leverage a patient’s complete health history to make informed decisions about future events. However, previous work has...
Persistent link: https://www.econbiz.de/10015361777
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On the information content of explainable artificial intelligence for quantitative approaches in finance
Berger, Theo - In: OR Spectrum 47 (2024) 1, pp. 177-203
We simulate economic data to apply state-of-the-art machine learning algorithms and analyze the economic precision of competing concepts for model agnostic explainable artificial intelligence (XAI) techniques. Also, we assess empirical data and provide a discussion of the competing approaches in...
Persistent link: https://www.econbiz.de/10015436212
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Leveraging interpretable machine learning in intensive care
Bohlen, Lasse; Rosenberger, Julian; Zschech, Patrick; … - In: Annals of Operations Research 347 (2024) 2, pp. 1093-1132
In healthcare, especially within intensive care units (ICU), informed decision-making by medical professionals is crucial due to the complexity of medical data. Healthcare analytics seeks to support these decisions by generating accurate predictions through advanced machine learning (ML) models,...
Persistent link: https://www.econbiz.de/10015436473
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Foreign direct investment and local interpretable model-agnostic explanations: A rational framework for FDI decision making
Singh, Devesh - In: Journal of Economics, Finance and Administrative Science 29 (2024) 57, pp. 98-120
machine learning (IML), decision trees and three-stage least squares simultaneous equation methods for FDI inflow in Western … that influence FDI decisions were selected through empirical literature. A framework was developed using interpretable …
Persistent link: https://www.econbiz.de/10014516432
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An interpretable machine learning methodology to generate interaction effect hypotheses from complex datasets
Nasir, Murtaza; Summerfield, Nichalin S.; Simsek, Serhat; … - In: Decision sciences 55 (2024) 6, pp. 549-576
Persistent link: https://www.econbiz.de/10015371985
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Foreign direct investment and local interpretable model-agnostic explanations : a rational framework for FDI decision making
Singh, Devesh - In: Journal of economics, finance & administrative science 29 (2024) 57, pp. 98-120
machine learning (IML), decision trees and three-stage least squares simultaneous equation methods for FDI inflow in Western … that influence FDI decisions were selected through empirical literature. A framework was developed using interpretable …
Persistent link: https://www.econbiz.de/10014506809
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A machine learning framework for interpretable predictions in patient pathways : the case of predicting ICU admission for patients with symptoms of sepsis
Zilker, Sandra; Weinzierl, Sven; Kraus, Mathias; … - In: Health care management science : a new journal serving … 27 (2024) 2, pp. 136-167
Persistent link: https://www.econbiz.de/10015079848
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Dissatisfaction-considered waiting time prediction for outpatients with interpretable machine learning
Shin, Jongkyung; Lee, Donggi Augustine; Kim, Juram; … - In: Health care management science : a new journal serving … 27 (2024) 3, pp. 370-390
Persistent link: https://www.econbiz.de/10015079874
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