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  • Search: person:"De Bock, Koen W."
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Year of publication
Subject
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Beziehungsmarketing 8 Relationship marketing 8 Forecasting model 6 Prognoseverfahren 6 Algorithm 5 Algorithmus 5 Classification 5 Data Mining 5 Data mining 5 Klassifikation 5 Artificial intelligence 3 Deep learning 3 Financial services 3 Künstliche Intelligenz 3 RFM 3 Theorie 3 Theory 3 Attention 2 Customer churn 2 Customer churn prediction 2 Customer data 2 Decision tree 2 Entscheidungsbaum 2 Explainable artificial intelligence 2 GRU 2 Internet marketing 2 Kundendaten 2 LSTM 2 Market segmentation 2 Marktsegmentierung 2 OR in marketing 2 Online-Marketing 2 Panel data 2 Recurrent neural networks 2 Regression analysis 2 Regressionsanalyse 2 Target group 2 Time-varying features 2 Transformers 2 Zielgruppe 2
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Online availability
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Undetermined 9 Free 4
Type of publication
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Article 14 Book / Working Paper 7
Type of publication (narrower categories)
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Article in journal 10 Aufsatz in Zeitschrift 10 Working Paper 5 Arbeitspapier 4 Graue Literatur 4 Non-commercial literature 4 Article 2
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Language
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English 20 Undetermined 1
Author
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De Bock, Koen W. 21 Coussement, Kristof 15 Lessmann, Stefan 6 Caigny, Arno de 4 Van den Poel, Dirk 4 De Caigny, Arno 2 Liu, Zhenkun 2 Mena, Gary 2 Neslin, Scott A. 2 Zhang, Lifang 2 Baesens, Bart 1 Boute, Robert N. 1 Choi, Tsan-Ming 1 De Winne, Sophie 1 Debrulle, Jonas 1 Delen, Dursun 1 Geuens, Stijn 1 Haupt, Johannes 1 Jiang, Ping 1 Kraus, Mathias 1 Maes, Johan 1 Maldonado, Sebastián 1 Martens, David 1 Niu, Xinsong 1 Steffens, Paul 1 Słowiński, Roman 1 Vairetti, Carla 1 Van den Bossche, Filip 1 Verbeke, Wouter 1 Wang, Jianzhou 1 Weber, Richard 1 Óskarsdóttir, María 1
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Published in...
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European journal of operational research : EJOR 6 Working paper series / Universiteit Gent, Faculteit Economie en Bedrijfskunde 4 Journal of business research : JBR 3 Annals of Operations Research 2 IRTG 1792 Discussion Paper 1 International journal of forecasting 1 Journal of Small Business Management 1 Technological forecasting and social change : an international journal 1
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Source
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ECONIS (ZBW) 16 EconStor 3 OLC EcoSci 1 Other ZBW resources 1
Showing 1 - 10 of 21
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Explainable AI for operational research : a defining framework, methods, applications, and a research agenda
De Bock, Koen W.; Coussement, Kristof; Caigny, Arno de; … - In: European journal of operational research : EJOR 317 (2024) 2, pp. 249-272
Persistent link: https://www.econbiz.de/10014635783
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Exploiting time-varying RFM measures for customer churn prediction with deep neural networks
Mena, Gary; Coussement, Kristof; De Bock, Koen W.; De … - In: Annals of Operations Research 339 (2023) 1, pp. 765-787
Deep neural network (DNN) architectures such as recurrent neural networks and transformers display outstanding performance in modeling sequential unstructured data. However, little is known about their merit to model customer churn with time-varying data. The paper provides a comprehensive...
Persistent link: https://www.econbiz.de/10015327899
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Exploiting time-varying RFM measures for customer churn prediction with deep neural networks
Mena, Gary; Coussement, Kristof; De Bock, Koen W.; De … - In: Annals of Operations Research 339 (2023) 1, pp. 765-787
Deep neural network (DNN) architectures such as recurrent neural networks and transformers display outstanding performance in modeling sequential unstructured data. However, little is known about their merit to model customer churn with time-varying data. The paper provides a comprehensive...
Persistent link: https://www.econbiz.de/10015402125
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Explainable profit-driven hotel booking cancellation prediction based on heterogeneous stacking-based ensemble classification
Liu, Zhenkun; De Bock, Koen W.; Zhang, Lifang - In: European journal of operational research : EJOR 321 (2025) 1, pp. 284-301
Persistent link: https://www.econbiz.de/10015094978
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Extreme gradient boosting trees with efficient Bayesian optimization for profit-driven customer churn prediction
Liu, Zhenkun; Jiang, Ping; De Bock, Koen W.; Wang, Jianzhou - In: Technological forecasting and social change : an … 198 (2024), pp. 1-16
Persistent link: https://www.econbiz.de/10015076450
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Explainable analytics for operational research
De Bock, Koen W.; Coussement, Kristof; Caigny, Arno de - In: European journal of operational research : EJOR 317 (2024) 2, pp. 243-248
Persistent link: https://www.econbiz.de/10014635781
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Targeting customers for profit: An ensemble learning framework to support marketing decision making
Lessmann, Stefan; Coussement, Kristof; De Bock, Koen W.; … - 2018
Marketing messages are most effective if they reach the right customers. Deciding which customers to contact is thus an important task in campaign planning. The paper focuses on empirical targeting models. We argue that common practices to develop such models do not account sufficiently for...
Persistent link: https://www.econbiz.de/10012433161
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Incorporating textual information in customer churn prediction models based on a convolutional neural network
Caigny, Arno de; Coussement, Kristof; De Bock, Koen W.; … - In: International journal of forecasting 36 (2020) 4, pp. 1563-1578
Persistent link: https://www.econbiz.de/10012547130
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Cost-sensitive business failure prediction when misclassification costs are uncertain : a heterogeneous ensemble selection approach
De Bock, Koen W.; Coussement, Kristof; Lessmann, Stefan - In: European journal of operational research : EJOR 285 (2020) 2, pp. 612-630
Persistent link: https://www.econbiz.de/10012239630
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Configurations of business founder resources, strategy, and environment determining new venture performance
Debrulle, Jonas; Steffens, Paul; De Bock, Koen W.; De … - In: Journal of Small Business Management (2020), pp. 1-38
Persistent link: https://www.econbiz.de/10012407890
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