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Refereed papers

  1. An iterative conditional dispatch algorithm for the dynamic dispatch waves problem.
    To appear in Transportation Science, 2024.
  2. A survey on machine learning in Ship Radiated Noise.
    To appear in Ocean Engineering, 2024.
  3. Topic modeling for conversations for mental health helplines with utterance embedding.
    To appear in Telematics and Informatics Reports, 2024.
  4. A machine learning approach for simultaneous demapping of QAM and APSK constellations.
    To appear in Proceedings IEEE International Conference on Machine Learning for Communication and Networking, 2024.
  5. Unveiling the potential: harnessing deep metric learning to circumvent video streaming encryption.
    To appear in Proceedings of the 22nd IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology, 2023.
  6. A hierarchical agglomerative clustering for product sales forecasting.
    Decision Analytics, 8:1-12, 2023.
  7. Forecasting call and chat volumes at online helplines for mental health.
    BMC Public Health, 23, 984-996, 2023.
  8. The optimal input-independent baseline for binary classification: the Dutch draw.
    Statistica Neerlandica, 1-12, 2023.
  9. Active pairwise distance learning for efficient labelling of large datasets by human experts.
    Applied Intelligence, 2023.
  10. Identifying populations at ultra-high risk of suicide using a novel machine learning method.
    Comprehensive Psychiatry, 123, 2023.
  11. Predicting academic success of autistic students in higher education.
    Autism: International Journal of Research and Practice, 2023.
  12. Strategic workforce planning with deep reinforcement learning.
    Machine Learning, Optimization, and Data Science, 2:108-122, 2023.
  13. The Berkelmans-Pries dependency function: a generic measure of dependence between random variables.
    Journal of Advances in Applied Probability, 2023.
  14. Reduced waiting times by preference-based allocation of patients to nursing homes.
    Journal of the American Medical Directors Association, 23(12), 2022.
  15. Performance modeling for call centers providing online mental health support.
    International Journal on Advances in Life Sciences, 14:120-129, 2022.
  16. Detecting novel application layer cybervariants using supervised learning.
    International Journal on Advances in Security, 15:75-84, 2022.
  17. Understanding human mobility for data-driven policy making.
    Innovations for Community Services, 155-167, 2022.
  18. Evaluating a face generator from a human perspective.
    Machine Learning with Applications, 10, 2022.
  19. Jasmine: a new active learning approach to combat cybercrime.
    Machine Learning with Applications, 9, 2022.
  20. Convolutional Neural Networks for Vehicle Damage Detection.
    Machine Learning with Applications, 9, 2022.
  21. Multi-view damage inspection using single-view damage projection.
    Machine Vision and Applications, 33:46, 2022.
  22. Study progression and degree completion of autistic students in higher education: a longitudinal study.
    Higher Education, 2022.
  23. A data-driven approach to deriving closed-form approximations for queueing problems using genetic algorithms.
    Queueing Systems (special issue on "100 views on queues"), 100:549-551, 2022.
  24. Predicting responders to prone positioning in mechanically ventilated patients with COVID-19 using machine learning.
    Annals of Intensive Care, 12, 2022.
  25. Detecting changes in help seeker conversations on a suicide prevention helpline during the COVID-19 pandemic: In-depth analysis using encoder representations from transformers.
    BMC Public Health, 22:530, 2022.
  26. The enriched median routing problem and its usefulness in practice.
    Computer & Industrial Engineering, 168, 2022.
  27. Plusmine: dynamic active learning combined with future-proof semi-supervised learning for automatic classification.
    Proceedings of the IEEE/WIC/ACM International Joint Conference on Web Intelligence Agent Technology, 2021.
  28. Severe weather-based fire department incident forecasting.
    International Journal on Advances in Intelligent Systems, 14:14-23, 2021.
  29. Deep learning for white cabbage seedling prediction.
    Computers and Electronics in Agriculture, 184:1-9, 2021.
  30. Identifying socio-demographic risk factors for suicide using data on an individual level.
    BMC Public Health, 21(1):1-8, 2021.
  31. Large-scale ICU data sharing for global collaboration: the first 1633 critically ill COVID-19 patients in the Dutch Data Warehouse.
    Intensive Care Medicine, 47(4):478-481, 2021.
  32. On the relation between COVID-19, mobility, and the stock market.
    PLoS ONE, 16(12):1-16, 2021.
  33. Planning hinterland container transportation in congested deep-sea terminals.
    Flexible Services and Manufacturing Journal, 33(3):583-622, 2021.
  34. Clustering biblical texts using recurrent neural networks.
    In Proceedings of the Network Institute Academy Assistants program, 2020.
  35. Demographic risk factors for suicide among youths in the Netherlands.
    International Journal of Environmental Research and Public Health, 17(4):1-11, 2020. 
  36. Deriving explicit control policies for Markov Decision Processes using symbolic regression.
    In Proceedings of the 13th EAI International Conference on Performance Evaluation Methodologies and Tools, 2020.
  37. First-year progression and retention of autistic students in higher education: a propensity score weighted population study.
    Autism in Adulthood, 2(4):307-316, 2020. 
  38. Forecasting spatio-temporal variation in residential burglary with the integrated Laplace approximation framework: effects of crime generators, street networks, and prior crimes.
    Journal of Quantitative Criminology, 2020.
  39. Optimizing pre-processing and relocation moves in the Stochastic Container Relocation Problem.
    European Journal of Operational Research, 283(3):954-971, 2020.
  40. Predicting travel behavior by analyzing mobility transactions.
    Journal of Traffic and Transportation Management, 2(2):25-33, 2020.
  41. Pre-processing a container yard under limited available time.
    Computers & Operations Research, 123:1-19, 2020.
  42. Roundabout model with on-ramp queues: Exact results and scaling approximations.
    Physical Review E, 101(1):1-13, 2020.
  43. The median routing problem for simultaneous planning of emergency response and non-emergency jobs.
    European Journal of Operational Research, 285(2):712-727, 2020.
  44. Transaction-driven mobility analysis for travel mode choices.
    Procedia Computer Science, 170:169-176, 2020.
  45. K competing queues with customer abandonment: optimality of a generalised c mu-rule by the Smoothed Rate Truncation method.
    Annals of Operations Research, 2019.
  46. Background and enrollment characteristics of students with autism in higher education.
    Research in Autism Spectrum Disorders, 67:1-12, 2019.
  47. Detecting fraudulent bookings of online travel agencies with unsupervised machine learning.
    Advances and Trends in Artificial Intelligence: From Theory to Practice: 32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, 334-346, 2019.
  48. Detecting network intrusion beyond 1999: Applying machine learning techniques to a partially labeled cybersecurity dataset.
    In Proceedings IEEE/WIC/ACM International Conference on Web Intelligence, 784-787, 2019.
  49. Network analysis of city streets: forecasting burglary risk in small areas.
    International Journal on Advances in Security, 12(3/4):194-202, 2019.
  50. Applied urban fire department incident forecasting.
    Proceedings of the 8th International Conference on Data Analytics, Porto, IARIA, 22-26, 2019.
  51. Dynamic knowledge tracing models for large-scale adaptive learning environments.
    International Journal on Advances in Intelligent Systems    , 12(1&2), 93-110, 2019.
  52. Optimizing barge utilization in hinterland container transportation.
    Naval Research Logistics, 66(3):253-271, 2019.
  53. Crime forecasting in small city blocks using a general additive spatio-temporal model.
    International Journal on Advances in Security, 11:214-222, 2018.
  54. Dynamic coordination of the New York City taxi to optimize the revenue of the taxi service.
    International Journal on Advances in Intelligent Systems, 11:156-167, 2018.
  55. A novel use of value iteration for deriving bounds for threshold and switching curve optimal policies.
    Naval Research Logistics, 65:638-659, 2018.
  56. Forecasting burglary risk in small areas via network analysis of city streets.
    Proceedings of the 7th International Conference on Data Analytics, Athens, IARIA, 109-114, 2018.
  57. Optimal taxi fleet management: a linear programming approach to the taxi capacity problem.
    Proceedings of the 7th International Conference on Data Analytics, Athens, IARIA, 115-120, 2018.
  58. Dynamic models for knowledge tracing & prediction of future performance.
    Proceedings of the 7th International Conference on Data Analytics, Athens, IARIA, 121-129, 2018.
  59. Control of a tandem queue with a start-up cost for the second server.
    Stochastic Models, 34(3):362-374, 2018.
  60. Real-time ambulance relocation: assessing real-time deployment strategies for ambulance relocation.
    Socio-Economic Planning Sciences, 62:129-142, 2018.
  61. Ambulance dispatch center pilots proactive relocation policies to enhance effectiveness.
    Interfaces, 48(3):235-246, 2018.
  62. Throughput and bottleneck analysis of tandem queues with nested sessions.
    Probability in the Engineering and Informational Sciences, 32(3):396-408, 2018.
  63. Demand-point constrained EMS vehicle allocation problems for regions with both urban and rural areas.
    Operations Research for Health Care, 18:65-83, 2018.
  64. Optimal battery charging in smart grids with price forecasts.
    In IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, 2017.
  65. Predicting candidate uptake on individual online vacancies and vacancy portfolios.
    International Journal on Advances in Software, 10:132-142, 2017.
  66. Optimization of the revenue of the New York City taxi service using Markov Decision Processes.
    Proceedings of the 6th International Conference on Data Analytics, Barcelona, IARIA, 47-52, 2017.
  67. Japanese Kanji characters are small-world connected through shared components.
    Proceedings of the 6th International Conference on Data Analytics, Barcelona, IARIA, 53-58, 2017.
  68. Spatio-temporal modeling for residential burglary.
    Proceedings of the 6th International Conference on Data Analytics, Barcelona, IARIA, 59-64, 2017.
  69. EMS call center models with and without function differentiation: a comparison.
    Operations Research for Health Care, 12:16-28, 2017.
  70. Value function approximation in complex queueing systems.
    Markov Decision Processes in Practice, Chapter 2, 33-62, 2017.
  71. Optimal ambulance dispatching.
    Markov Decision Processes in Practice, Chapter 9, 269-291, 2017.
  72. Flexible staffing for call centers with non-stationary arrival rates.
    Markov Decision Processes in Practice, Chapter 19, 487-503, 2017.
  73. Compliance tables for an EMS system with two types of medical response units.
    Computers & Operations Research, 80:68-81, 2017.
  74. Modelling trend progression through an extension of the Polya urn process.
    In Advances in Network Science: 12th International Conference and School, 57-67, 2016.
  75. Predicting candidate uptake for online vacancies.
    Proceedings of the 5th Conference on Data Analytics, Venice, IARIA, 63-68, 2016.
  76. Almost squares in almost squares: solving the final instance.
    Proceedings of the 5th Conference on Data Analytics, Venice, IARIA, 69-74, 2016.
  77. Twitter analytics for the horticulture industry.
    Proceeding of the 5th Conference on Data Analytics, Venice, IARIA, 75-79, 2016.
  78. Value function discovery in Markov decision processes with evolutionary algorithms.
    IEEE Transactions on Systems, Man and Cybernetics, 46(9):1190-1201, 2016. 
  79. Dynamic ambulance dispatching: is the closest-idle policy always optimal?
    Health Care Management Science, 1-15, 2016.
  80. The effect of ambulance relocations on the performance of ambulance service providers.
    European Journal of Operational Research, 252(1):257-269, 2016.
  81. How to improve a team's position in the FIFA ranking? - A simulation study.
    Journal of Applied Statistics, 43(7):1349-1368, 2016.
  82. A simulation model for emergency medical services call centers.
    In 2015 Winter Simulation Conference (WSC), 844-855, 2015.
  83. A dynamic ambulance management model for rural areas.
    Health Care Management Science, 1-22, 2015.
  84. On the control of a queueing system with aging state information.
    Stochastic Models, 31(4):588-617, 2015.
  85. Cost-efficient allocation of additional resources for the service placement problem in next-generation Internet.
    Mathematical Problems in Engineering, article id 517409, 2015.
  86. Learning optimal policies in MDPs with value function discovery.
    Performance Evaluation Review, 43(2):7-9, 2015.
  87. An efficient heuristic for real-time ambulance redeployment.
    Operations Research for Health Care, 4:27-35, 2015.
  88. Dynamic server assignment in an extended machine-repair model.
    IIE Transactions, 47(4):392-413, 2015.
  89. Parametric replenishment policies for inventory systems with lost sales and fixed order cost.
    European Journal of Operational Research, 241(2):381-390, 2015.
  90. Optimal appointment scheduling in continuous time: the lag order approximation method.
    European Journal of Operational Research, 240(1):213-219, 2015.
  91. Modelling of trends in Twitter using retweet graph dynamics.
    In Algorithms and Models for the Web Graph, 11th International Workshop WAW, Beijing, China, 132-147 2014.
  92. Circadian Patterns in Twitter.
    Proceedings of Data Analytics, Rome, IARIA, 12-17, 2014.
  93. On structural properties of the value function for an unbounded jump Markov process with an application to a processor sharing retrial queue.
    Queueing Systems, 76(4):425-446, 2014.
  94. Markdown policies for optimizing revenue towards optimal pricing in retail.
    Journal of Business and Retail Management Research, 8(1):42-52, 2013.
  95. A simple index rule for efficient traffic splitting over parallel wireless networks with partial information.
    Performance Evaluation, 70(10):889-899, 2013.
  96. Optimal pricing in retail: a Cox regression approach.
    International Journal of Retail and Distribution Management, 41(4):311-320, 2013.
  97. The predictive power of ranking systems in association football.
    International Journal of Applied Pattern Recognition, 1(1):26-46, 2013.
  98. Optimal resource allocation in survey designs.
    European Journal of Operational Research, 226(1):115-121, 2013.
  99. Structural properties of the optimal resource allocation policy for single-queue systems.
    Annals of Operations Research, 202(1):211-233, 2013.
  100. Trend visualization on Twitter: What's hot and what's not?
    Proceedings of Data Analytics, Barcelona, 43-48, IARIA, 2012.
  101. Optimal balanced control for call centers.
    Annals of Operations Research, 201(1):39-62, 2012.
  102. Approximate dynamic programming techniques for skill-based routing in call centers.
    Probability in the Engineering and Informational Sciences, 26(4):581-591, 2012.
  103. Parameter-dependent convergence bounds and complexity measure for a class of conceptual hydrological models.
    Journal of Hydroinformatics, 14(2):443-463, 2012.
  104. Optimal job splitting in parallel processor sharing queues.
    Stochastic Models, 28(1):144-166, 2012.
  105. Optimal patient and personnel scheduling policies for care-at-home service facilities.
    European Journal of Operational Research, 219(3):557-563, 2012. Special issue on Operations Research in Healthcare.
  106. Dynamic traffic splitting to parallel wireless networks with partial information: a Bayesian approach.
    Performance Evaluation, 69(1): 41-52, 2012.
  107. Optimal resource allocation in synchronized multi-tier Internet services.
    Performance Evaluation, 68(11):1072-1084, 2011.
  108. Optimal resource allocation for multi-queue systems with a shared server pool.
    Queueing Systems, 68(2):133-163, 2011.
  109. Optimal resource allocation for time-reservation systems.
    Performance Evaluation, 68(5):414-428, 2011.
  110. Optimal concurrent access strategies in mobile communication networks.
    Proceedings of the 22nd International Teletraffic Congres, 1-7, 2010.
  111. Approximate Dynamic Programming techniques for the control of time-varying queueing systems applied to call centers with abandonments and retrials.
    Probability in the Engineering and Informational Sciences, 24:27-45, 2010.
  112. Session-level load balancing for high-dimensional systems.
    IEEE Transactions on Automatic Control, 54(8):2018-2023, 2009.
  113. Dynamic thread assignment in web server performance optimization.
    Performance Evaluation, 66(6):301-310, 2009.
  114. Dynamic routing policies for multi-skill call centers.
    Probability in the Engineering and Informational Sciences, 23(1):75-99, 2009.
  115. Gamma frailty model for linkage analysis with application to interval censored migraine data.
    Biostatistics, 10:187-200, 2009.
  116. A method for approximating the variance of the sojourn times in star-shaped queueing networks.
    Stochastic Models, 24(3):487-501, 2008.
  117. A simple staffing method for multi-skill call centers.
    Manufacturing and Service Operations Management (MSOM), 10(3):421-428, 2008.
  118. Simple methods for shift scheduling in multi-skill call centers.
    Manufacturing and Service Operations Management (MSOM), 10(3):411-420, 2008.
  119. Heuristics for the design and optimization of streaming content distribution networks.
    Proceedings of IEEE GLOBECOM, Washington DC, November 2007.
  120. A multiphased approach for modeling and analysis of the BitTorrent protocol.
    Proceedings of the 27th IEEE International Conference on Distributed Computing Systems (ICDCS), Toronto, Canada, June 2007.
  121. Modeling and predicting end-to-end response times in multi-tier Internet applications.
    In: Managing Traffic Performance in Converged Networks - the Interplay between Convergent and Divergent Forces,
    The 20th International Teletraffic Congres, Lecture Notes in Computer Science, 4516:556-567, 2007.
  122. Modelling the impact of user mobility on the throughput in networks of wireless 802.11 LANs.
    Proceedings of IEEE GLOBECOM, San Francisco, December 2006.
  123. On the value function of the M/Cox(r)/1 queue.
    Journal of Applied Probability, 43(2):363-376, 2006.
  124. On the uniqueness of solutions to the Poisson equations for average cost Markov chains with unbounded cost functions.
    Mathematical Methods of Operations Research, 58:221-236, 2003.
  125. A queueing model for call blending in call centers.
    IEEE Transactions on Automatic Control, 48:1434-1438, 2003.
  126. On the structure of value functions for threshold policies in queueing models.
    Journal of Applied Probability, 40:613-622, 2003.
  127. On the value of learning for Bernoulli bandits with unknown parameters.
    IEEE Transactions on Automatic Control, 45:2135-2140, 2000.
  128. Open-loop routeing to M parallel servers with no buffers.
    Journal of Applied Probability, 37:668-684, 2000.

Other scientific papers

  • On the value of learning for Bernoulli bandits with unknown parameters.
    Proceeding of the 39th IEEE Conference on Decision and Control, 736-741, 2000.
  • Scheduling time-constrained jobs in the presence of background traffic.
    Proceeding of the 39th IEEE Conference on Decision and Control, 1421-1426, 2000.
  • Optimal routing to M parallel queues with no buffers.
    Proceedings of 37th Allerton Conference on Communication, Control and Computing, 1132-1141, 1999.
  • Optimal routing problems and multimodularity.
    Technical Report RR-3727, INRIA (Sophia-Antipolis), 1999.

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Editorial work