Concepedia

David Martens

DM

57

Publications

4.1K

Citations

30

H-Index

1999

Active since

Affiliations

University of Antwerp(Current)

University of Southampton

New York University

Vlerick Business School

David Martens is an author at University of Antwerp specializing in data science, engineering, and data mining.

Top concepts

EngineeringData ScienceData MiningKnowledge DiscoveryPredictive AnalyticsComputer ScienceMachine LearningBusinessManagementPattern Recognition

Publications per year

1999–2024

57

Publications

57

New insights into churn prediction in the telecommunication sector: A profit driven data mining approach

Wouter Verbeke, Karel Dejaeger, David Martens et al. · European Journal of Operational Research · 2011 · 424 citations

Marketing Analytics, Telecommunication Sector, Data Science +15

Comprehensible credit scoring models using rule extraction from support vector machines

David Martens, Bart Baesens, Tony Van Gestel et al. · European Journal of Operational Research · 2007 · 418 citations

Engineering, Machine Learning, Credit Score +17

Explaining Data-Driven Document Classifications1

David Martens, Foster Provost · MIS Quarterly · 2014 · 263 citations

Data Mining Techniques for Software Effort Estimation: A Comparative Study

Karel Dejaeger, Wouter Verbeke, David Martens et al. · IEEE Transactions on Software Engineering · 2011 · 224 citations

Software Maintenance, Business Setting, Engineering +29

Benchmarking regression algorithms for loss given default modeling

Gert Loterman, Iain Brown, David Martens et al. · International Journal of Forecasting · 2011 · 184 citations

Model Optimization, Engineering, Machine Learning +5

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