Onderzoeksoutput

Onderzoeksoutput per jaar 2007 2010 2015 2016 2017 2018 2019 2020 2023

• 1853 Citaties
• 22 h-index
• 38 Meeting abstract (Book)
• 38 Article
• 10 Conference paper
• 4 Poster
• 12 Meer
  • 3 Unpublished abstract
  • 3 Working paper
  • 2 Book
  • 1 Chapter
  • 1 Editorial
  • 1 Special issue
  • 1 Voordruk

Onderzoeksoutput per jaar

Onderzoeksoutput per jaar

Zoekresultaten

• 2023

  To do or not to do? Cost-sensitive causal classification with individual treatment effects estimates

  Verbeke, W., Olaya, D., Guerry, M-A. & Van Belle, J., 1 mrt 2023, In: European Journal of Operational Research. 305, 2, blz. 838-852 15 blz.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Treatment Effects 100%
  • Ranking 51%
  • Costs 48%
  • Profit 43%
  • Profitability 41%
  12 Citaten (Scopus)

  135 Downloads (Pure)
• 2022

  Learning to Rank for Uplift Modeling

  Devriendt, F., Van Belle, J., Guns, T. & Verbeke, W., 1 okt 2022, In: IEEE Transactions on Knowledge and Data Engineering. 34, 10, blz. 4888-4904 17 blz.

  Onderzoeksoutput: Article › peer review

  • Learning to rank 100%
  • Ranking 72%
  • Learning 64%
  • Treatment Effects 57%
  • Modeling 46%
  15 Citaten (Scopus)
• 2021

  A study of the U.S. domestic air transportation network: temporal evolution of network topology and robustness from 2001 to 2016

  Siozos-Rousoulis, L., Robert, D. & Verbeke, W., jun 2021, In: Journal of Transportation Security. 14, 1-2, blz. 55-78 24 blz.

  Onderzoeksoutput: Article › peer review

  Open Access

  • Air Transportation 100%
  • Transportation Networks 94%
  • Network Topology 92%
  • Robustness 60%
  • air 57%
  17 Citaten (Scopus)

  18 Downloads (Pure)

• Autoencoders for strategic decision support

  Verboven, S., Berrevoets, J., Wuytens, C., Baesens, B. & Verbeke, W., nov 2021, In: Decision Support Systems. 150, 113422.

  Onderzoeksoutput: Article › peer review

  Open Access

  • Strategic Decisions 100%
  • Decision Support 99%
  • Decision Making 85%
  • Decision making 74%
  • decision making 65%
  7 Citaten (Scopus)

• Profit-driven churn prediction for the mutual fund industry: A multisegment approach

  Maldonado, S., Dominguez, G., Olaya, D. & Verbeke, W., apr 2021, In: Omega. 100, blz. 1-28 28 blz., 102380.

  Onderzoeksoutput: Article › peer review

  • Mutual Funds 100%
  • Customer Lifetime Value 87%
  • Prediction 82%
  • Profit 54%
  • Industry 35%
  20 Citaten (Scopus)

• Redefining profit metrics for boosting student retention in higher education

  Maldonado, S., Miranda, J., Olaya, D., Vasquez, J. & Verbeke, W., apr 2021, In: Decision Support Systems. 143, blz. 1-31 31 blz., 113493.

  Onderzoeksoutput: Article › peer review

  • Student Retention 100%
  • Student Dropouts 98%
  • Drop out 82%
  • Boosting 60%
  • Profit 53%
  23 Citaten (Scopus)

• The foundations of cost-sensitive causal classification

  Verbeke, W., Olaya, D., Berrevoets, J., Verboven, S. & Maldonado, S., 2021, (Submitted) In: European Journal of Operational Research. blz. 1-20 20 blz.

  Onderzoeksoutput: Article › peer review

  • Costs 100%
  • Performance Measures 58%
  • Customers 53%
  • Decision Making 39%
  • Framework 29%

• Using shared sell-through data to forecast wholesaler demand in multi-echelon supply chains

  Van Belle, J. E., Guns, T. & Verbeke, W., 16 jan 2021, In: European Journal of Operational Research. 288, 2, blz. 466-479 14 blz.

  Onderzoeksoutput: Article › peer review

  • Multi-echelon 100%
  • Supply Chain 81%
  • Forecast 69%
  • Demand Forecast 67%
  • Forecast Accuracy 65%
  31 Citaten (Scopus)
• 2020

  A survey and benchmarking study of multitreatment uplift modeling

  Olaya, D., Coussement, K. & Verbeke, W., 1 mrt 2020, In: Data Mining and Knowledge Discovery. 34, 2, blz. 273–308 36 blz.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Benchmarking 100%
  • Experiments 34%
  29 Citaten (Scopus)

  279 Downloads (Pure)

• Cost-sensitive learning for profit-driven credit scoring

  Petrides, G., Moldovan, D., Coenen, L., Guns, T. & Verbeke, W., 7 dec 2020, In: Journal of the Operational Research Society. 73, 2, blz. 338-350 13 blz.

  Onderzoeksoutput: Article › peer review

  • Credit Scoring 100%
  • Scorecard 75%
  • Profitability 74%
  • Profit 71%
  • Loans 51%
  24 Citaten (Scopus)

• HydaLearn: Highly Dynamic Task Weighting for Multi-task Learning with Auxiliary Tasks

  Verboven, S., Chaudhary, M. H., Berrevoets, J. & Verbeke, W., 26 aug 2020.

  Onderzoeksoutput: Voordruk

• Machine learning methods for short-term Probability of Default: A comparison of classification, regression and ranking methods

  Coenen, L., Verbeke, W. & Guns, T., jan 2020, 34th annual conference of the Belgian Operational Research Society: ORBEL 34. Belgian Operational Research (OR) Society, Vol. 73. blz. 191-206 16 blz. (Journal of the Operational Research Society).

  Onderzoeksoutput: Meeting abstract (Book)

  Open Access

  • Machine learning 100%
  • Profitability 51%
  • Merging 38%
  • Learning to rank 27%
  • Industry 16%
  13 Citaten (Scopus)

• Multi-task Neural Networks for Uplift Modeling

  Verboven, S., Berrevoets, J. & Verbeke, W., jan 2020, 34th conference of ORBEL: the Belgian Operational Research (OR) Society. blz. 132-132 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• Profit-driven churn prediction in mutual funds: a Multisegment approach

  Olaya, D., Maldonado, S., Dominguez, G. & Verbeke, W., jan 2020, 34th annual conference of the Belgian Operational Research Society: ORBEL 34. Belgian Operational Research (OR) Society, blz. 146-160

  Onderzoeksoutput: Meeting abstract (Book)

  • Mutual Funds 100%
  • Prediction 82%
  • Customer Lifetime Value 65%
  • Profit 54%
  • Evaluation 43%

• Uplift Modeling for preventing student dropout in higher education

  Olaya, D., Vasquez, J., Maldonado, S., Miranda, J. & Verbeke, W., jul 2020, In: Decision Support Systems. 134, blz. 1-11 11 blz., 113320.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Student Dropouts 100%
  • Drop out 83%
  • Marketing 64%
  • drop-out 57%
  • Tutorial 52%
  65 Citaten (Scopus)

  388 Downloads (Pure)

• Valuing lead time in a dynamic order-up-to inventory system

  Van Belle, J., Crevits, R., Guns, T. & Verbeke, W., 28 okt 2020, International Symposium on Forecasting 2020. International Institute of Forecasters, 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

  • production cost 100%
  • purchase 94%
  • forecast 60%
  • demand 55%
  • cost 35%

• Valuing lead time in a period-review multi-period order-up-to inventory system

  Van Belle, J. E., Guns, T. & Verbeke, W., jan 2020, 34th conference of ORBEL, the Belgian Operational Research (OR) Society. blz. 51-52 2 blz.

  Onderzoeksoutput: Meeting abstract (Book)
• 2019

  Causal Simulations for Uplift Modeling

  Berrevoets, J. & Verbeke, W., 2019.

  Onderzoeksoutput: Working paper

• Demand Forecasting Using Sell-through Data

  Van Belle, J. E., Guns, T. & Verbeke, W., sep 2019, 39th International Symposium on Forecasting. blz. 7-7 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• Monitoring Urban-Freight Transport Based on GPS Trajectories of Heavy-Goods Vehicles

  Hadavi, S., Verlinde, S., Verbeke, W., Macharis, C. & Guns, T., okt 2019, In: IEEE Transactions on Intelligent Transportation Systems. 20, 10, blz. 3747-3758 12 blz., 8577021.

  Onderzoeksoutput: Article › peer review

  Bestand

  • Global positioning system 100%
  • Trajectories 80%
  • Monitoring 65%
  • Smart city 63%
  • Costs 22%
  30 Citaten (Scopus)

  548 Downloads (Pure)

• Optimising Individual-Treatment-Effect Using Bandits

  Berrevoets, J., Verboven, S. & Verbeke, W., 2019, Neural Information Processing Systems (NeurIPS) 2019: workshop “Do the right thing”: machine learning and causal inference for improved decision making. Vancouver, Canada: Curran Associates, Inc., 6 blz.

  Onderzoeksoutput: Conference paper

• Reducing inferior member community participation using uplift modeling: Evidence from a field experiment

  Debaere, S., Devriendt, F., Brunneder, J., Verbeke, W., De Ruyck, T. & Coussement, K., aug 2019, In: Decision Support Systems. 123, 113077.

  Onderzoeksoutput: Article › peer review

  Open Access

  • Community Participation 100%
  • Electronic mail 71%
  • Field Experiment 67%
  • Managers 55%
  • Modeling 55%
  10 Citaten (Scopus)

• Uplifting Contextual Multi-armed Bandits

  Berrevoets, J., Verboven, S. & Verbeke, W., 2019, Recent Advances in Artificial Intelligence (RAAI) 2019. Bucharest, Romania: University of Bucharest, blz. 1-3 3 blz.

  Onderzoeksoutput: Conference paper

  • Marketing 100%
  • Personalized medicine 49%
  • Machine learning 25%
  • Economics 22%

• Uplifting Contextual Multi-armed Bandits

  Berrevoets, J., Verboven, S. & Verbeke, W., 2019.

  Onderzoeksoutput: Poster

• Uplift Modelling for Student Dropout in Higher Education

  Maldonado, S., Vasquez, J., Olaya, D., Miranda, J. & Verbeke, W., 2019, (Unpublished).

  Onderzoeksoutput: Unpublished abstract

  • drop-out 100%
  • customer 35%
  • education 31%
  • student 25%
  • campaign 22%
• 2018

  A Literature Survey and Experimental Evaluation of the State-of-the-Art in Uplift Modeling: A Stepping Stone Toward the Development of Prescriptive Analytics

  Devriendt, F., Moldovan, D. & Verbeke, W., 1 mrt 2018, In: Big Data. 6, 1, blz. 13-41 29 blz.

  Onderzoeksoutput: Article › peer review

  • Literature Survey 100%
  • Modeling 73%
  • Evaluation 60%
  • Performance 40%
  • Control Variable 28%
  82 Citaten (Scopus)

• A robust profit measure for binary classification model evaluation

  Garrido, F., Verbeke, W. & Bravo, C., feb 2018, In: Expert Systems with Applications. 92, blz. 154-160 7 blz.

  Onderzoeksoutput: Article › peer review

  • Profitability 100%
  • Costs 28%
  • Industry 16%
  • Logistic regression 13%
  • Probability distributions 11%
  25 Citaten (Scopus)

• A Step Towards Demand Sensing: Employing EDI 852 Product Activity Data in Demand Forecasting

  Van Belle, J. E. & Verbeke, W., jan 2018, Third Conference on Business Analytics in Finance and Industry. Facultad de Ciencias Físicas y Matemáticas, Universidad de Chile, blz. 40-40 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

  Bestand
  323 Downloads (Pure)

• A Step Towards Demand Sensing: Using Open Orders in Demand Forecasting

  Van Belle, J. E., Guns, T. & Verbeke, W., jun 2018, (Unpublished).

  Onderzoeksoutput: Poster

• A Step Towards Demand Sensing: Using Open Orders in Demand Forecasting

  Van Belle, J. E., Guns, T. & Verbeke, W., jun 2018, 38th International Symposium on Forecasting. blz. 67-68 2 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• A study on the stability of uplift models

  Robert, D., Devriendt, F., Petrides, G. & Verbeke, W., 15 jun 2018, (Unpublished).

  Onderzoeksoutput: Poster

• A survey & experimental evaluation of multiple treatment uplift modeling

  Olaya, D. & Verbeke, W., 2018.

  Onderzoeksoutput: Poster

• A survey & experimental evaluation of multiple treatment uplift modeling

  Olaya, D. & Verbeke, W., jul 2018, EURO 2018: 29th European Conference on Operational Research. Euro: The Association of European Operational Research Societies, 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• Guest editorial: special issue on profit-driven analytics

  Baesens, B., Verbeke, W. & Bravo, C., 6 mrt 2018, In: Big Data. 6, 1, blz. 1-2 2 blz.

  Onderzoeksoutput: Editorial

• Profit-driven decision tree approaches for uplift modeling

  Devriendt, F., Petrides, G., Lessmann, S. & Verbeke, W., jul 2018, EURO 2018: 29th European Conference on Operational Research. Euro: The Association of European Operational Research Societies, blz. 193-193 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

  • Decision trees 100%
  • Profitability 91%
  • Marketing 39%
  • Random forests 21%
  • Impurities 19%

• Sampling techniques for uplift modeling for improved stability and performance

  Robert, D., Devriendt, F., Petrides, G. & Verbeke, W., jul 2018, EURO 2018: 29th European Conference on Operational Research. Euro: The Association of European Operational Research Societies, blz. 193 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

  • sampling technique 100%
  • uplift 72%
  • modeling 37%
  • new record 17%
  • experimental design 15%

• Special issue on profit-driven analytics

  Baesens, B., Verbeke, W. & Bravo, C., mrt 2018, In: Big Data. 6, 1

  Onderzoeksoutput: Special issue

• The case for prescriptive analytics: a novel maximum profit measure for evaluating and comparing customer churn prediction and uplift models

  Devriendt, F. & Verbeke, W., 30 apr 2018, Vrije Universiteit Brussel, Faculteit Economische en Sociale Wetenschappen & Solvay Business School, blz. 1-29, 29 blz. (ES Working Paper; nr. 12).

  Onderzoeksoutput: Working paper

  • profit 100%
  • uplift 80%
  • prediction 48%
  • modeling 18%
  • decision making 16%

• The case for prescriptive analytics:profit-driven uplift modeling

  Devriendt, F. & Verbeke, W., 15 jun 2018, (Unpublished).

  Onderzoeksoutput: Unpublished abstract

  • profit 100%
  • uplift 80%
  • modeling 41%
  • marketing 25%
  • cost 25%
• 2017

  A closer look at voting methods for cost-sensitive ensembles

  Petrides, G. & Verbeke, W., 2017, 21st Conference of the International Federation of Operational Research Societies. blz. 11-11 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• A Data-Driven Method for Energy Consumption Prediction and Energy-Efficient Routing of Electric Vehicles in Real-World Conditions

  De Cauwer, C., Verbeke, W., Coosemans, T., Faid, S. & Van Mierlo, J., 1 jan 2017, In: Energies. 10, 5, 18 blz., 608.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Electric Vehicle 100%
  • Energy Efficient 80%
  • Energy Consumption 75%
  • Data-driven 55%
  • Routing 54%
  126 Citaten (Scopus)

  26 Downloads (Pure)

• A New Class of Relational Classification Techniques Based on Centrality Measures

  Robert, D., Verbeke, W., Crispeels, T., Óskarsdóttir, M. & Baesens, B., jul 2017, 21st Conference of the International Federation of Operational Research Societies. IFORS 2017: The International Federation of Operational Research Societies, 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

  • Benchmarking 100%
  • Industry 41%
  • Experiments 34%

• An overview and experimental evaluation of the state-of-the-art in uplift modeling

  Devriendt, F. & Verbeke, W., 2 feb 2017.

  Onderzoeksoutput: Unpublished abstract

• A Step Towards Demand Sensing: Employing EDI 852 Product Activity Data in Demand Forecasting

  Van Belle, J. E. & Verbeke, W., 15 sep 2017, 37th International Symposium on Forecasting . blz. 4 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• Inferior member participation prevention in online innovation communities

  Debaere, S., Devriendt, F., Verbeke, W., Coussement, K. & De Ruyck, T., jul 2017, 21st Conference of the International Federation of Operational Research Societies. IFORS 2017: The International Federation of Operational Research Societies, 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

• Profit Driven Business Analytics: A Practitioner's Guide to Transforming Big Data into Added Value

  Verbeke, W., Baesens, B. & Bravo, C., 2017, Wiley. 416 blz. (The Wiley and SAS Business Series)

  Onderzoeksoutput: Book

• Profit Driven Uplift Modeling

  Devriendt, F. & Verbeke, W., jul 2017, 21st Conference of the International Federation of Operational Research Societies. IFORS 2017: The International Federation of Operational Research Societies, 1 blz.

  Onderzoeksoutput: Meeting abstract (Book)

  • profit 100%
  • uplift 80%
  • benchmarking 46%
  • modeling 41%
  • marketing 40%

• Recommendation-Based Conceptual Modeling and Ontology Evolution Framework (CMOE+)

  Gailly, F., Alkhaldi, N., Casteleyn, S. & Verbeke, W., 4 jul 2017, In: Business & Information Systems Engineering. 59, 4, blz. 235-250 16 blz.

  Onderzoeksoutput: Article › peer review

  • Ontology 100%
  • Industry 51%
  • Modeling languages 29%
  • Interoperability 24%
  • Semantics 17%
  9 Citaten (Scopus)

• RULEM: A Novel Heuristic Rule Learning Approach for Ordinal Classification with Monotonicity Constraints

  Verbeke, W., Martens, D. & Baesens, B., nov 2017, In: Applied Soft Computing. 60, blz. 858-873 16 blz.

  Onderzoeksoutput: Article › peer review

  Open Access

  • Benchmarking 100%
  • Decision trees 93%
  • Statistical methods 80%
  • Experiments 34%
  15 Citaten (Scopus)

• Social Network Analytics for Churn Prediction in Telco: Model Building, Evaluation and Network Architecture

  Oskarsdottir, M., Bravo, C., Verbeke, W., Sarraute, C., Baesens, B. & Vanthienen, J., 1 nov 2017, In: Expert Systems with Applications. 85, blz. 204–220 17 blz.

  Onderzoeksoutput: Article › peer review

  • Network architecture 100%
  • Telecommunication industry 87%
  • Telecommunication 20%
  • Classifiers 15%
  72 Citaten (Scopus)