Trade-offs in Bayesian active learning for feasible region identification.

Tom Dhaene Tom D'haene

Ioana Nikova Sebastian Rojas-Gonzalez Tom Dhaene Ivo Couckuyt Trade-offs in Bayesian active learning for feasible region identification. 2026 May 2017-2040 37 J. Intell. Manuf. 5 https://doi.org/10.1007/s10845-025-02632-2 db/journals/jim/jim37.html#NikovaRDC26 streams/journals/jim

Bartosz Czaplewski Tom Dhaene Automated Machine Learning Framework for Generating Pseudorandom Antenna Designs Conditioned on Operational Frequency Range. ICCS (1) 2026 110-125 conf/iccS/2026-1 https://doi.org/10.1007/978-3-032-29921-5_8 db/conf/iccS/iccS2026-1.html#CzaplewskiD26 streams/conf/iccS

Sophia Taddei Wouter Koppen Eligia Alfio Stefano Nuzzo Louis L. Flynn María Alejandra Díaz Sebastian Rojas-Gonzalez Tom Dhaene Kevin De Pauw Ivo Couckuyt Tom Verstraten Bayesian Preference Elicitation: Human-In-The-Loop Optimization of An Active Prosthesis. 2026 February abs/2602.22922 CoRR https://doi.org/10.48550/arXiv.2602.22922 db/journals/corr/corr2602.html#abs-2602-22922 streams/journals/corr

Karel Fonteyn Lennert Bontinck Tom Dhaene Dirk Deschrijver Augmentation-Free Longitudinal Modeling Through Structuring Whitened Embeddings. 159950-159960 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3608901 db/journals/access/access13.html#FonteynBDD25 streams/journals/access

Lorin Werthen-Brabants Tom Dhaene Dirk Deschrijver The role of trustworthy and reliable AI for multiple sclerosis. 2025 7 Frontiers Digit. Health https://doi.org/10.3389/fdgth.2025.1507159 db/journals/fdgth/fdgth7.html#WerthenBrabantsDD25 streams/journals/fdgth

Adrian Bekasiewicz Khadijeh Askaripour Mariusz Dzwonkowski Tom Dhaene Ivo Couckuyt Strategies for feature-assisted development of topology agnostic planar antennas using variable-fidelity models. 102521 2025 85 J. Comput. Sci. https://doi.org/10.1016/j.jocs.2024.102521 db/journals/jocs/jocs85.html#BekasiewiczADDC25 streams/journals/jocs

Lorin Werthen-Brabants Yolanda Castillo-Escario Willemijn Groenendaal Raimon Jané Tom Dhaene Dirk Deschrijver Deep Learning-Based Event Counting for Apnea-Hypopnea Index Estimation Using Recursive Spiking Neural Networks. 1306-1315 2025 April 72 IEEE Trans. Biomed. Eng. 4 https://doi.org/10.1109/TBME.2024.3498097 db/journals/tbe/tbe72.html#WerthenBrabantsCGJDD25 streams/journals/tbe

Arash Heidari Jixiang Qing Sebastian Rojas-Gonzalez Juergen Branke Tom Dhaene Ivo Couckuyt Knee Detection in Bayesian Multiobjective Optimization Using Thompson Sampling. 1903-1912 2025 October 29 IEEE Trans. Evol. Comput. 5 https://doi.org/10.1109/TEVC.2024.3455420 db/journals/tec/tec29.html#HeidariQRBDC25 streams/journals/tec

Adrian Bekasiewicz Khadijeh Askaripour Mariusz Dzwonkowski Tom Dhaene Ivo Couckuyt Strategies for Feature-Assisted Development of Topology Agnostic Planar Antennas Using Variable-Fidelity Models. 2025 February abs/2502.18275 CoRR https://doi.org/10.48550/arXiv.2502.18275 db/journals/corr/corr2502.html#abs-2502-18275 streams/journals/corr

Adrian Bekasiewicz Slawomir Koziel Tom Dhaene Marcin Narloch TR-Based Antenna Design with Forward FD: the Effects of Step Size on the Optimization Performance. 2025 March abs/2503.13019 CoRR https://doi.org/10.48550/arXiv.2503.13019 db/journals/corr/corr2503.html#abs-2503-13019 streams/journals/corr

Adrian Bekasiewicz Mariusz Dzwonkowski Tom Dhaene Ivo Couckuyt Specification-Oriented Automatic Design of Topologically Agnostic Antenna Structure. 2025 March abs/2503.13029 CoRR https://doi.org/10.48550/arXiv.2503.13029 db/journals/corr/corr2503.html#abs-2503-13029 streams/journals/corr

Adrian Bekasiewicz Tom Dhaene Ivo Couckuyt Jacek Andrzej Litka Miniaturization-Oriented Design of Spline-Parameterized UWB Antenna for In-Door Positioning Applications. 2025 March abs/2503.13032 CoRR https://doi.org/10.48550/arXiv.2503.13032 db/journals/corr/corr2503.html#abs-2503-13032 streams/journals/corr

Lennert Bontinck Karel Fonteyn Tom Dhaene Dirk Deschrijver ECGencode: Compact and computationally efficient deep learning feature encoder for ECG signals. 124775 2024 255 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2024.124775 db/journals/eswa/eswa255.html#BontinckFDD24 streams/journals/eswa

Nasrulloh R. B. S. Loka Mohamed Ibrahim Ivo Couckuyt Inneke Van Nieuwenhuyse Tom Dhaene Cheap-expensive multi-objective Bayesian optimization for permanent magnet synchronous motor design. 2143-2159 2024 August 40 Eng. Comput. 4 https://doi.org/10.1007/s00366-023-01900-0 db/journals/ewc/ewc40.html#LokaICND24 streams/journals/ewc

Jorik De Bruycker Michiel De Wilde Federico Garbuglia Ioana Nikova Ivo Couckuyt Tom Dhaene Nobby Stevens Evaluation of Machine Learning Models for Received Signal Strength Based Visible Light Positioning with Obstacles. 318-323 2024 CSNDSP https://doi.org/10.1109/CSNDSP60683.2024.10636400 conf/csndsp/2024 db/conf/csndsp/csndsp2024.html#BruyckerWGNCDS24 Arash Heidari Sebastian Rojas-Gonzalez Tom Dhaene Ivo Couckuyt Lower Confidence Bound for Preference Selection in Interactive Multi-Objective Optimization. 2024 GECCO Companion https://doi.org/10.1145/3638530.3654317 conf/gecco/2024c db/conf/gecco/gecco2024c.html#HeidariRDC24 339-342 Adrian Bekasiewicz Mariusz Dzwonkowski Tom Dhaene Ivo Couckuyt Specification-Oriented Automatic Design of Topologically Agnostic Antenna Structure. 11-18 2024 ICCS (3) https://doi.org/10.1007/978-3-031-63759-9_2 conf/iccS/2024-3 db/conf/iccS/iccS2024-3.html#BekasiewiczDDC24 streams/conf/iccS Adrian Bekasiewicz Vorya Waladi Tom Dhaene Bartosz Czaplewski Accurate Post-processing of Spatially-Separated Antenna Measurements Realized in Non-Anechoic Environments. 19-27 2024 ICCS (3) https://doi.org/10.1007/978-3-031-63759-9_3 conf/iccS/2024-3 db/conf/iccS/iccS2024-3.html#BekasiewiczWDC24 streams/conf/iccS Adrian Bekasiewicz Slawomir Koziel Tom Dhaene Marcin Narloch TR-Based Antenna Design with Forward FD: The Effects of Step Size on the Optimization Performance. 28-36 2024 ICCS (3) https://doi.org/10.1007/978-3-031-63759-9_4 conf/iccS/2024-3 db/conf/iccS/iccS2024-3.html#BekasiewiczKDN24 streams/conf/iccS Adrian Bekasiewicz Tom Dhaene Ivo Couckuyt Jacek Andrzej Litka Miniaturization-Oriented Design of Spline-Parameterized UWB Antenna for In-Door Positioning Applications. 37-45 2024 ICCS (3) https://doi.org/10.1007/978-3-031-63759-9_5 conf/iccS/2024-3 db/conf/iccS/iccS2024-3.html#BekasiewiczDCL24 streams/conf/iccS Karel Fonteyn Tom Dhaene Dirk Deschrijver Improving Features for Multiple Sclerosis Disability Progression Prediction Through Temporal Alignment of Hospital Visits. 1121-1124 2024 ICMLA https://doi.org/10.1109/ICMLA61862.2024.00171 conf/icmla/2024 db/conf/icmla/icmla2024.html#FonteynDD24 streams/conf/icmla

Arash Heidari Sebastian Rojas-Gonzalez Tom Dhaene Ivo Couckuyt Data-Efficient Interactive Multi-Objective Optimization Using ParEGO. 2024 abs/2401.06649 CoRR https://doi.org/10.48550/arXiv.2401.06649 db/journals/corr/corr2401.html#abs-2401-06649

Nasrulloh R. B. S. Loka Ivo Couckuyt Federico Garbuglia Domenico Spina Inneke Van Nieuwenhuyse Tom Dhaene Bi-objective Bayesian optimization of engineering problems with cheap and expensive cost functions. 1923-1933 2023 39 Eng. Comput. 3 https://doi.org/10.1007/s00366-021-01573-7 db/journals/ewc/ewc39.html#LokaCGSND23

Jixiang Qing Ivo Couckuyt Tom Dhaene A robust multi-objective Bayesian optimization framework considering input uncertainty. 693-711 2023 July 86 J. Glob. Optim. 3 https://doi.org/10.1007/s10898-022-01262-9 db/journals/jgo/jgo86.html#QingCD23

Geethika Bhavanasi Lorin Werthen-Brabants Tom Dhaene Ivo Couckuyt Open-Set Patient Activity Recognition With Radar Sensors and Deep Learning. 1-5 2023 20 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/lgrs.2023.3235243 db/journals/lgrs/lgrs20.html#BhavanasiWDC23

Jixiang Qing Henry B. Moss Tom Dhaene Ivo Couckuyt PF<sup>2</sup>ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization. 2565-2588 2023 AISTATS https://proceedings.mlr.press/v206/qing23a.html conf/aistats/2023 db/conf/aistats/aistats2023.html#QingMDC23 Ioana Nikova Tom Dhaene Ivo Couckuyt Cost-Aware Active Learning for Feasible Region Identification. 2286-2288 2023 GECCO Companion https://doi.org/10.1145/3583133.3596323 conf/gecco/2023c db/conf/gecco/gecco2023c.html#NikovaDC23 Jorik De Bruycker Tom Dhaene Nobby Stevens The Performance of RSS Based Visible Light Positioning Techniques under Different Uniformity Conditions. 1-5 2023 IPIN https://doi.org/10.1109/IPIN57070.2023.10332529 conf/ipin/2023 db/conf/ipin/ipin2023.html#BruyckerDS23 Thomas T. Kok Willemijn Groenendaal Dolores Blanco-Almazán Lien Lijnen Christophe Smeets David Ruttens John F. Morales Tom Dhaene Femke Ongenae Sofie Van Hoecke Dirk Deschrijver Comparator Model for Detecting Changes in the Ease of Breathing of COPD Patients. 2023 KDH@IJCAI https://ceur-ws.org/Vol-3479/paper5.pdf conf/kdh/2023 db/conf/kdh/kdh2023.html#KokGBLSRMDOHD23 Arash Heidari Sebastian Rojas-Gonzalez Tom Dhaene Ivo Couckuyt Data-Efficient Interactive Multi-objective Optimization Using ParEGO. 519-526 2023 PKDD/ECML Workshops (3) https://doi.org/10.1007/978-3-031-74633-8_39 conf/pkdd/2023-w3 db/conf/pkdd/pkdd2023-w3.html#HeidariRDC23

Geethika Bhavanasi Lorin Werthen-Brabants Tom Dhaene Ivo Couckuyt Patient activity recognition using radar sensors and machine learning. 16033-16048 2022 34 Neural Comput. Appl. 18 https://doi.org/10.1007/s00521-022-07229-x https://www.wikidata.org/entity/Q114960116 db/journals/nca/nca34.html#BhavanasiWDC22

Jixiang Qing Tom Dhaene Ivo Couckuyt Spectral Representation of Robustness Measures for Optimization Under Input Uncertainty. 18096-18121 2022 ICML https://proceedings.mlr.press/v162/qing22a.html conf/icml/2022 db/conf/icml/icml2022.html#QingDC22 Nasrulloh Ratu Bagus Satrio Loka Sriram Karthik Gurumurthy Bernard S. Amevor Antonello Monti Tom Dhaene Ivo Couckuyt Surrogate Modelling of Dynamic Phasor Simulations of Electrical Drives. 1-6 2022 IECON https://doi.org/10.1109/IECON49645.2022.9968552 conf/iecon/2022 db/conf/iecon/iecon2022.html#LokaGAMDC22 Arash Heidari Jixiang Qing Sebastian Rojas-Gonzalez Jürgen Branke Tom Dhaene Ivo Couckuyt Finding Knees in Bayesian Multi-objective Optimization. 104-117 2022 PPSN (1) https://doi.org/10.1007/978-3-031-14714-2_8 conf/ppsn/2022-1 db/conf/ppsn/ppsn2022-1.html#HeidariQRBDC22 Willem Raes Jorik De Bruycker Nicolas Knudde Tom Dhaene Nobby Stevens Machine Learning for RSS-Based Visible Light Positioning. 2022 May https://doi.org/10.21227/f28n-6292 IEEE DataPort streams/repo/ieeedataport

Jixiang Qing Ivo Couckuyt Tom Dhaene A Robust Multi-Objective Bayesian Optimization Framework Considering Input Uncertainty. 2022 abs/2202.12848 CoRR https://arxiv.org/abs/2202.12848 db/journals/corr/corr2202.html#abs-2202-12848

Jixiang Qing Henry B. Moss Tom Dhaene Ivo Couckuyt PF<sup>2</sup>ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization Under Unknown Constraints. 2022 abs/2204.05411 CoRR https://doi.org/10.48550/arXiv.2204.05411 db/journals/corr/corr2204.html#abs-2204-05411

Roberto Medico Joeri Ruyssinck Dirk Deschrijver Tom Dhaene Learning multivariate shapelets with multi-layer neural networks for interpretable time-series classification. 911-936 2021 15 Adv. Data Anal. Classif. 4 https://doi.org/10.1007/s11634-021-00437-8 db/journals/adac/adac15.html#MedicoRDD21

Quan Lin Jiexiang Hu Qi Zhou 0006 Yuansheng Cheng Zhen Hu Ivo Couckuyt Tom Dhaene Multi-output Gaussian process prediction for computationally expensive problems with multiple levels of fidelity. 107151 2021 227 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2021.107151 db/journals/kbs/kbs227.html#LinHZCHCD21

Willem Raes Tom Dhaene Nobby Stevens On The Usage of Gaussian Processes for Visible Light Positioning With Real Radiation Patterns. 1-6 2021 ISWCS https://doi.org/10.1109/ISWCS49558.2021.9562197 conf/iswcs/2021 db/conf/iswcs/iswcs2021.html#RaesDS21

Nicolas Knudde Willem Raes Jorik De Bruycker Tom Dhaene Nobby Stevens Data-Efficient Gaussian Process Regression for Accurate Visible Light Positioning. 1705-1709 2020 24 IEEE Commun. Lett. 8 https://doi.org/10.1109/LCOMM.2020.2990950 db/journals/icl/icl24.html#KnuddeRBDS20

Baptist Vandersmissen Nicolas Knudde Azarakhsh Jalalvand Ivo Couckuyt Tom Dhaene Wesley De Neve Indoor human activity recognition using high-dimensional sensors and deep neural networks. 12295-12309 2020 32 Neural Comput. Appl. 16 https://doi.org/10.1007/s00521-019-04408-1 https://www.wikidata.org/entity/Q127392298 db/journals/nca/nca32.html#VandersmissenKJ20

Willem Raes Nicolas Knudde Jorik De Bruycker Tom Dhaene Nobby Stevens Experimental Evaluation of Machine Learning Methods for Robust Received Signal Strength-Based Visible Light Positioning. 6109 2020 20 Sensors 21 https://doi.org/10.3390/s20216109 https://www.wikidata.org/entity/Q101117734 db/journals/sensors/sensors20.html#RaesKBDS20

Piero Belforte Domenico Spina Luigi Lombardi Giulio Antonini Tom Dhaene Automated Framework for Time-Domain Piecewise-Linear Fitting Method Based on Digital Wave Processing of S-Parameters. 235-248 2020 67-I IEEE Trans. Circuits Syst. I Regul. Pap. 1 https://doi.org/10.1109/TCSI.2019.2944198 db/journals/tcas/tcasI67.html#BelforteSLAD20

Tom Van Steenkiste Willemijn Groenendaal Pauline Dreesen Seulki Lee Susie Klerkx Ruben de Francisco Dirk Deschrijver Tom Dhaene Portable Detection of Apnea and Hypopnea Events Using Bio-Impedance of the Chest and Deep Learning. 2589-2598 2020 24 IEEE J. Biomed. Health Informatics 9 https://doi.org/10.1109/JBHI.2020.2967872 https://www.wikidata.org/entity/Q92906890 db/journals/titb/titb24.html#SteenkisteGDLKF20

Nicolas Knudde Vincent Dutordoir Joachim van der Herten Ivo Couckuyt Tom Dhaene Hierarchical Gaussian Process Models for Improved Metamodeling. 23:1-23:17 2020 30 ACM Trans. Model. Comput. Simul. 4 https://doi.org/10.1145/3384470 db/journals/tomacs/tomacs30.html#KnuddeDHCD20

Thomas Uyttenhove Aren Maes Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Interpretable Epilepsy Detection in Routine, Interictal EEG Data using Deep Learning. 355-366 2020 ML4H@NeurIPS http://proceedings.mlr.press/v136/uyttenhove20a.html conf/nips/2020ml4h db/conf/nips/ml4h2020.html#UyttenhoveMSDD20 Jixiang Qing Nicolas Knudde Ivo Couckuyt Tom Dhaene Kohei Shintani Batch Bayesian Active Learning For Feasible Region Identification by Local Penalization. 2779-2790 2020 WSC https://doi.org/10.1109/WSC48552.2020.9383951 conf/wsc/2020 db/conf/wsc/wsc2020.html#QingKCDS20 Joachim van der Herten Nicolas Knudde Ivo Couckuyt Tom Dhaene Multi-objective Bayesian Optimization for Engineering Simulation. 47-68 2020 High-Performance Simulation-Based Optimization https://doi.org/10.1007/978-3-030-18764-4_3 series/sci/833 db/series/sci/sci833.html#HertenKCD20

Tom Van Steenkiste Joeri Ruyssinck Leen De Baets Johan Decruyenaere Filip De Turck Femke Ongenae Tom Dhaene Accurate prediction of blood culture outcome in the intensive care unit using long short-term memory neural networks. 38-43 2019 97 Artif. Intell. Medicine https://doi.org/10.1016/j.artmed.2018.10.008 https://www.wikidata.org/entity/Q93014390 db/journals/artmed/artmed97.html#SteenkisteRBDTO19

Tom Van Steenkiste Joachim van der Herten Dirk Deschrijver Tom Dhaene ALBATROS: adaptive line-based sampling trajectories for sequential measurements. 537-550 2019 35 Eng. Comput. 2 https://doi.org/10.1007/s00366-018-0614-6 https://www.wikidata.org/entity/Q129814752 db/journals/ewc/ewc35.html#SteenkisteHDD19

Tom Van Steenkiste Willemijn Groenendaal Dirk Deschrijver Tom Dhaene Automated Sleep Apnea Detection in Raw Respiratory Signals Using Long Short-Term Memory Neural Networks. 2354-2364 2019 23 IEEE J. Biomed. Health Informatics 6 https://doi.org/10.1109/JBHI.2018.2886064 https://www.wikidata.org/entity/Q90362986 db/journals/titb/titb23.html#SteenkisteGDD19

Rémi Delanghe Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Continuous Exploitative Measurement Trajectories Using Bayesian Optimisation. 2019 BNAIC/BENELEARN https://ceur-ws.org/Vol-2491/abstract74.pdf conf/bnaic/2019 db/conf/bnaic/bnaic2019.html#DelangheSDD19 Aren Maes Tom Van Steenkiste Tom Dhaene Dirk Deschrijver A Study of Early Sepsis Detection Models Based on Multivariate Medical Time Series. 2019 BNAIC/BENELEARN https://ceur-ws.org/Vol-2491/abstract73.pdf conf/bnaic/2019 db/conf/bnaic/bnaic2019.html#MaesSDD19 Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Disentangled Variational Auto-Encoders for Explaining ECG Beat Embeddings. 2019 BNAIC/BENELEARN https://ceur-ws.org/Vol-2491/abstract76.pdf conf/bnaic/2019 db/conf/bnaic/bnaic2019.html#SteenkisteDD19 Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Interpretable ECG Beat Embedding using Disentangled Variational Auto-Encoders. 373-378 2019 CBMS https://doi.org/10.1109/CBMS.2019.00081 conf/cbms/2019 db/conf/cbms/cbms2019.html#SteenkisteDD19 Nicolas Knudde Ivo Couckuyt Kohei Shintani Tom Dhaene Active Learning for Feasible Region Discovery. 567-572 2019 ICMLA https://doi.org/10.1109/ICMLA.2019.00106 conf/icmla/2019 db/conf/icmla/icmla2019.html#KnuddeCSD19 Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Sensor Fusion using Backward Shortcut Connections for Sleep Apnea Detection in Multi-Modal Data. 112-125 2019 ML4H@NeurIPS http://proceedings.mlr.press/v116/van-steenkiste20a.html conf/nips/2019ml4h db/conf/nips/ml4h2019.html#SteenkisteDD19 Jens Jocqué Tom Van Steenkiste Pieter Stroobant Rémi Delanghe Dirk Deschrijver Tom Dhaene Learning To Forget: Design of Experiments for Line-Based Bayesian Optimization in Dynamic Environments. 656-667 2019 WSC https://doi.org/10.1109/WSC40007.2019.9004673 conf/wsc/2019 db/conf/wsc/wsc2019.html#JocqueSSDDD19

Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Generating an Explainable ECG Beat Space With Variational Auto-Encoders. 2019 abs/1911.04898 CoRR http://arxiv.org/abs/1911.04898 db/journals/corr/corr1911.html#abs-1911-04898

Tom Van Steenkiste Dirk Deschrijver Tom Dhaene Sensor Fusion using Backward Shortcut Connections for Sleep Apnea Detection in Multi-Modal Data. 2019 abs/1912.06879 CoRR http://arxiv.org/abs/1912.06879 db/journals/corr/corr1912.html#abs-1912-06879

Baptist Vandersmissen Nicolas Knudde Azarakhsh Jalalvand Ivo Couckuyt André Bourdoux Wesley De Neve Tom Dhaene Indoor Person Identification Using a Low-Power FMCW Radar. 3941-3952 2018 56 IEEE Trans. Geosci. Remote. Sens. 7 https://doi.org/10.1109/TGRS.2018.2816812 https://www.wikidata.org/entity/Q130009407 db/journals/tgrs/tgrs56.html#VandersmissenKJ18

Vincent Polfliet Nicolas Knudde Baptist Vandersmissen Ivo Couckuyt Tom Dhaene Structured Inference Networks Using High-Dimensional Sensors for Surveillance Purposes. 16-27 2018 EANN https://doi.org/10.1007/978-3-319-98204-5_2 conf/eann/2018 db/conf/eann/eann2018.html#PolflietKVCD18 Tom Van Steenkiste Willemijn Groenendaal Joeri Ruyssinck Pauline Dreesen Susie Klerkx Christophe Smeets Ruben de Francisco Dirk Deschrijver Tom Dhaene Systematic Comparison of Respiratory Signals for the Automated Detection of Sleep Apnea. 449-452 2018 EMBC https://doi.org/10.1109/EMBC.2018.8512307 https://www.wikidata.org/entity/Q93145294 conf/embc/2018 db/conf/embc/embc2018.html#SteenkisteGRDKS18 Tom Van Steenkiste Joeri Ruyssinck Olivier Janssens Baptist Vandersmissen Florian Vandecasteele Pieter Devolder Eric Achten Sofie Van Hoecke Dirk Deschrijver Tom Dhaene Automated Assessment of Bone Age Using Deep Learning and Gaussian Process Regression. 674-677 2018 EMBC https://doi.org/10.1109/EMBC.2018.8512334 https://www.wikidata.org/entity/Q93145617 conf/embc/2018 db/conf/embc/embc2018.html#SteenkisteRJVVD18 Leen De Baets Tom Dhaene Dirk Deschrijver Mario Berges Chris Develder VI-Based Appliance Classification Using Aggregated Power Consumption Data. 179-186 2018 SMARTCOMP https://doi.org/10.1109/SMARTCOMP.2018.00089 https://doi.ieeecomputersociety.org/10.1109/SMARTCOMP.2018.00089 conf/smartcomp/2018 db/conf/smartcomp/smartcomp2018.html#BaetsDDBD18

Arun Kaintura Domenico Spina Ivo Couckuyt Luc Knockaert Wim Bogaerts Tom Dhaene A Kriging and Stochastic Collocation ensemble for uncertainty quantification in engineering applications. 935-949 2017 33 Eng. Comput. 4 https://doi.org/10.1007/s00366-017-0507-0 db/journals/ewc/ewc33.html#KainturaSCKBD17

Prashant Singh Ivo Couckuyt Khairy Elsayed Dirk Deschrijver Tom Dhaene Multi-objective Geometry Optimization of a Gas Cyclone Using Triple-Fidelity Co-Kriging Surrogate Models. 172-193 2017 175 J. Optim. Theory Appl. 1 https://doi.org/10.1007/s10957-017-1114-3 https://www.wikidata.org/entity/Q59612294 db/journals/jota/jota175.html#SinghCEDD17

David Plets Krishnan Chemmangat Dirk Deschrijver Michael T. Mehari Selvakumar Ulaganathan Mostafa Pakparvar Tom Dhaene Jeroen Hoebeke Ingrid Moerman Emmeric Tanghe Surrogate modeling based cognitive decision engine for optimization of WLAN performance. 2347-2359 2017 23 Wirel. Networks 8 https://doi.org/10.1007/s11276-016-1293-0 db/journals/winet/winet23.html#PletsCDMUPDHMT17

Leen De Baets Chris Develder Tom Dhaene Dirk Deschrijver Jingkun Gao Mario Berges Handling imbalance in an extended PLAID. 32-36 2017 SustainIT https://doi.org/10.23919/SustainIT.2017.8379795 conf/ifip6-3/2017 db/conf/ifip6-3/sustainit2017.html#BaetsDDDGB17 Leen De Baets Chris Develder Tom Dhaene Dirk Deschrijver Automated classification of appliances using elliptical fourier descriptors. 153-158 2017 SmartGridComm https://doi.org/10.1109/SmartGridComm.2017.8340669 conf/smartgridcomm/2017 db/conf/smartgridcomm/smartgridcomm2017.html#BaetsDDD17 Vincent Dutordoir Nicolas Knudde Joachim van der Herten Ivo Couckuyt Tom Dhaene Deep Gaussian Process metamodeling of sequentially sampled non-stationary response surfaces. 1728-1739 2017 WSC https://doi.org/10.1109/WSC.2017.8247911 http://dl.acm.org/citation.cfm?id=3242324 conf/wsc/2017 db/conf/wsc/wsc2017.html#DutordoirKHCD17

Tom Van Steenkiste Joachim van der Herten Ivo Couckuyt Tom Dhaene Sensitivity Analysis of Expensive Black-Box Systems Using Metamodeling. 2017 abs/1702.00650 CoRR http://arxiv.org/abs/1702.00650 db/journals/corr/corr1702.html#SteenkisteHCD17

Joachim van der Herten Ivo Couckuyt Dirk Deschrijver Tom Dhaene Adaptive classification under computational budget constraints using sequential data gathering. 137-146 2016 99 Adv. Eng. Softw. https://doi.org/10.1016/j.advengsoft.2016.05.016 db/journals/aes/aes99.html#HertenCDD16

Keiichi Ito Ivo Couckuyt Roberto D'Ippolito Tom Dhaene Design space exploration using Self-Organizing Map based adaptive sampling. 337-346 2016 43 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2016.02.036 db/journals/asc/asc43.html#ItoCDD16

Joeri Ruyssinck Piet Demeester Tom Dhaene Yvan Saeys Netter: re-ranking gene network inference predictions using structural network properties. 76 2016 17 BMC Bioinform. https://doi.org/10.1186/s12859-016-0913-0 https://www.wikidata.org/entity/Q35919208 db/journals/bmcbi/bmcbi17.html#RuyssinckDDS16

Joeri Ruyssinck Joachim van der Herten Rein Houthooft Femke Ongenae Ivo Couckuyt Bram Gadeyne Kirsten Colpaert Johan Decruyenaere Filip De Turck Tom Dhaene Random Survival Forests for Predicting the Bed Occupancy in the Intensive Care Unit. 7087053:1-7087053:7 2016 2016 Comput. Math. Methods Medicine https://doi.org/10.1155/2016/7087053 https://www.wikidata.org/entity/Q39210607 db/journals/cmmm/cmmm2016.html#RuyssinckHHOCGC16

Keiichi Ito Ivo Couckuyt Silvia Poles Tom Dhaene Variance-based interaction index measuring heteroscedasticity. 152-161 2016 203 Comput. Phys. Commun. https://doi.org/10.1016/j.cpc.2016.02.032 db/journals/cphysics/cphysics203.html#ItoCPD16

Selvakumar Ulaganathan Ivo Couckuyt Tom Dhaene Joris Degroote Eric Laermans Performance study of gradient-enhanced Kriging. 15-34 2016 32 Eng. Comput. 1 https://doi.org/10.1007/s00366-015-0397-y db/journals/ewc/ewc32.html#UlaganathanCDDL16

Sayed Ahmed Imran Bellary Abdus Samad Ivo Couckuyt Tom Dhaene A comparative study of kriging variants for the optimization of a turbomachinery system. 49-59 2016 32 Eng. Comput. 1 https://doi.org/10.1007/s00366-015-0398-x db/journals/ewc/ewc32.html#BellarySCD16

Michael Tetemke Mehari Eli De Poorter Ivo Couckuyt Dirk Deschrijver Günter Vermeeren David Plets Wout Joseph Luc Martens Tom Dhaene Ingrid Moerman Efficient Identification of a Multi-Objective Pareto Front on a Wireless Experimentation Facility. 6662-6675 2016 15 IEEE Trans. Wirel. Commun. 10 https://doi.org/10.1109/TWC.2016.2587261 db/journals/twc/twc15.html#MehariPCDVPJMDM16

Selvakumar Ulaganathan Dirk Deschrijver Mostafa Pakparvar Ivo Couckuyt Wei Liu 0019 David Plets Wout Joseph Tom Dhaene Luc Martens Ingrid Moerman Building accurate radio environment maps from multi-fidelity spectrum sensing data. 2551-2562 2016 22 Wirel. Networks 8 https://doi.org/10.1007/s11276-015-1111-0 db/journals/winet/winet22.html#UlaganathanDPC016

Joachim van der Herten Ivo Couckuyt Dirk Deschrijver Tom Dhaene Multi-objective variable subset selection using heterogeneous surrogate modeling and sequential design. 1634-1641 2016 CEC https://doi.org/10.1109/CEC.2016.7743984 conf/cec/2016 db/conf/cec/cec2016.html#HertenCDD16 Selvakumar Ulaganathan Ivo Couckuyt Tom Dhaene Eric Laermans Joris Degroote A hybrid sequential sampling based metamodelling approach for high dimensional problems. 1917-1923 2016 CEC https://doi.org/10.1109/CEC.2016.7744022 conf/cec/2016 db/conf/cec/cec2016.html#UlaganathanCDLD16 Sofie Van Gassen Tom Dhaene Yvan Saeys Machine Learning Challenges for Single Cell Data. 275-279 2016 ECML/PKDD (3) https://doi.org/10.1007/978-3-319-46131-1_34 conf/pkdd/2016-3 db/conf/pkdd/pkdd2016-3.html#GassenDS16 Fábio Passos Elisenda Roca Rafael Castro-López Francisco V. Fernández 0001 Y. Ye Domenico Spina Tom Dhaene Frequency-dependent parameterized macromodeling of integrated inductors. 1-4 2016 SMACD https://doi.org/10.1109/SMACD.2016.7520750 conf/smacd/2016 db/conf/smacd/smacd2016.html#PassosRCFYSD16 Tom Van Steenkiste Joachim van der Herten Ivo Couckuyt Tom Dhaene Sensitivity analysis of expensive black-box systems using metamodeling. 578-589 2016 WSC https://doi.org/10.1109/WSC.2016.7822123 http://dl.acm.org/citation.cfm?id=3042179 conf/wsc/2016 db/conf/wsc/wsc2016.html#SteenkisteHCD16

Joachim van der Herten Ivo Couckuyt Dirk Deschrijver Tom Dhaene Fast Calculation of the Knowledge Gradient for Optimization of Deterministic Engineering Simulations. 2016 abs/1608.04550 CoRR http://arxiv.org/abs/1608.04550 db/journals/corr/corr1608.html#HertenCDD16

Joachim van der Herten Ivo Couckuyt Dirk Deschrijver Tom Dhaene Active Learning for Approximation of Expensive Functions with Normal Distributed Output Uncertainty. 2016 abs/1608.05225 CoRR http://arxiv.org/abs/1608.05225 db/journals/corr/corr1608.html#HertenCDD16a

Joachim van der Herten Ivo Couckuyt Tom Dhaene Hypervolume-based Multi-objective Bayesian Optimization with Student-t Processes. 2016 abs/1612.00393 CoRR http://arxiv.org/abs/1612.00393 db/journals/corr/corr1612.html#HertenCD16

Leen De Baets Joeri Ruyssinck Thomas Peiffer Johan Decruyenaere Filip De Turck Femke Ongenae Tom Dhaene Positive blood culture detection in time series data using a BiLSTM network. 2016 abs/1612.00962 CoRR http://arxiv.org/abs/1612.00962 db/journals/corr/corr1612.html#BaetsRPDTOD16

Michael T. Mehari Eli De Poorter Ivo Couckuyt Dirk Deschrijver Jono Vanhie-Van Gerwen Daan Pareit Tom Dhaene Ingrid Moerman Efficient global optimization of multi-parameter network problems on wireless testbeds. 15-31 2015 29 Ad Hoc Networks https://doi.org/10.1016/j.adhoc.2015.01.014 db/journals/adhoc/adhoc29.html#MehariPCDGPDM15

Rein Houthooft Joeri Ruyssinck Joachim van der Herten Sean Stijven Ivo Couckuyt Bram Gadeyne Femke Ongenae Kirsten Colpaert Johan Decruyenaere Tom Dhaene Filip De Turck Predictive modelling of survival and length of stay in critically ill patients using sequential organ failure scores. 191-207 2015 63 Artif. Intell. Medicine 3 https://doi.org/10.1016/j.artmed.2014.12.009 https://www.wikidata.org/entity/Q41595128 db/journals/artmed/artmed63.html#HouthooftRHSCGO15

Alexander Decruyenaere Philippe Decruyenaere Patrick Peeters Frank Vermassen Tom Dhaene Ivo Couckuyt Prediction of delayed graft function after kidney transplantation: comparison between logistic regression and machine learning methods. 83 2015 15 BMC Medical Informatics Decis. Mak. https://doi.org/10.1186/s12911-015-0206-y https://www.wikidata.org/entity/Q35807223 db/journals/midm/midm15.html#DecruyenaereDPV15

Joachim van der Herten Ivo Couckuyt Dirk Deschrijver Tom Dhaene A Fuzzy Hybrid Sequential Design Strategy for Global Surrogate Modeling of High-Dimensional Computer Experiments. 2015 37 SIAM J. Sci. Comput. 2 https://doi.org/10.1137/140962437 db/journals/siamsc/siamsc37.html#HertenCDD15

Elizabeth Rita Samuel Luc Knockaert Tom Dhaene Matrix-Interpolation-Based Parametric Model Order Reduction for Multiconductor Transmission Lines With Delays. 276-280 2015 62-II IEEE Trans. Circuits Syst. II Express Briefs 3 https://doi.org/10.1109/TCSII.2014.2368611 db/journals/tcas/tcasII62.html#SamuelKD15

Mostafa Pakparvar David Plets Jeroen Hoebeke Dirk Deschrijver Michael T. Mehari Tom Dhaene Ingrid Moerman Luc Martens Wout Joseph Throughput optimization strategies for large-scale wireless LANs. 1-6 2015 BMSB https://doi.org/10.1109/BMSB.2015.7177237 conf/bmsb/2015 db/conf/bmsb/bmsb2015.html#PakparvarPHDMDM15 Leen De Baets Sofie Van Gassen Tom Dhaene Yvan Saeys Unsupervised Trajectory Inference Using Graph Mining. 84-97 2015 CIBB https://doi.org/10.1007/978-3-319-44332-4_7 conf/cibb/2015 db/conf/cibb/cibb2015.html#BaetsGDS15 Selvakumar Ulaganathan Ivo Couckuyt Dirk Deschrijver Eric Laermans Tom Dhaene A Matlab Toolbox for Kriging Metamodelling. 2708-2713 2015 ICCS https://doi.org/10.1016/j.procs.2015.05.395 conf/iccS/2015 db/conf/iccS/iccS2015.html#UlaganathanCDLD15 Mostafa Pakparvar Krishnan Chemmangat Dirk Deschrijver Michael T. Mehari David Plets Tom Dhaene Jeroen Hoebeke Ingrid Moerman Luc Martens Wout Joseph Throughput optimization of wireless LANs by surrogate model based cognitive decision making. 188-193 2015 WCNC Workshops https://doi.org/10.1109/WCNCW.2015.7122552 conf/wcnc/2015w db/conf/wcnc/wcncw2015.html#PakparvarCDMPDH15 Joachim van der Herten Ivo Couckuyt Dirk Deschrijver Tom Dhaene Constructing classifiers of expensive simulation-based data by sequential experimental design. 3166-3167 2015 WSC https://doi.org/10.1109/WSC.2015.7408452 http://dl.acm.org/citation.cfm?id=2889021 conf/wsc/2015 db/conf/wsc/wsc2015.html#HertenCDD15

Mostafa Pakparvar David Plets Emmeric Tanghe Dirk Deschrijver Wei Liu 0019 Krishnan Chemmangat Ingrid Moerman Tom Dhaene Luc Martens Wout Joseph A cognitive QoS management framework for WLANs. 191 2014 2014 EURASIP J. Wirel. Commun. Netw. https://doi.org/10.1186/1687-1499-2014-191 https://www.wikidata.org/entity/Q59319991 db/journals/ejwcn/ejwcn2014.html#PakparvarPTDLCMDMJ14

Ivo Couckuyt Dirk Deschrijver Tom Dhaene Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization. 575-594 2014 60 J. Glob. Optim. 3 https://doi.org/10.1007/s10898-013-0118-2 db/journals/jgo/jgo60.html#CouckuytDD14

Ivo Couckuyt Tom Dhaene Piet Demeester ooDACE toolbox: a flexible object-oriented Kriging implementation. 3183-3186 2014 15 J. Mach. Learn. Res. 1 https://dl.acm.org/doi/10.5555/2627435.2697066 db/journals/jmlr/jmlr15.html#CouckuytDD14

Elizabeth Rita Samuel Luc Knockaert Tom Dhaene Model Order Reduction of Time-Delay Systems Using a Laguerre Expansion Technique. 1815-1823 2014 61-I IEEE Trans. Circuits Syst. I Regul. Pap. 6 https://doi.org/10.1109/TCSI.2013.2295011 db/journals/tcas/tcasI61.html#SamuelKD14

Prashant Singh Ivo Couckuyt Francesco Ferranti Tom Dhaene A constrained multi-objective surrogate-based optimization algorithm. 3080-3087 2014 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2014.6900581 conf/cec/2014 db/conf/cec/cec2014.html#SinghCFD14 Joachim van der Herten Dirk Deschrijver Tom Dhaene Fuzzy local linear approximation-based sequential design. 17-21 2014 CIES https://doi.org/10.1109/CIES.2014.7011825 conf/cies/2014 db/conf/cies/cies2014.html#HertenDD14 Michael T. Mehari Eli De Poorter Ivo Couckuyt Dirk Deschrijver Jono Vanhie-Van Gerwen Tom Dhaene Ingrid Moerman Efficient multi-objective optimization of wireless network problems on wireless testbeds. 212-217 2014 CNSM https://doi.org/10.1109/CNSM.2014.7014161 https://doi.ieeecomputersociety.org/10.1109/CNSM.2014.7014161 conf/cnsm/2014 db/conf/cnsm/cnsm2014.html#MehariPCDGDM14 Elizabeth Rita Samuel Luc Knockaert Tom Dhaene Passivity Preserving Multipoint Model Order Reduction using Reflective Exploration. 483-491 2014 ICINCO (1) https://doi.org/10.5220/0005018804830491 conf/icinco/2014-1 db/conf/icinco/icinco2014-1.html#SamuelKD14 Celine Vens Sofie Van Gassen Tom Dhaene Yvan Saeys Complex Aggregates over Clusters of Elements. 181-193 2014 ILP https://doi.org/10.1007/978-3-319-23708-4_13 conf/ilp/2014 db/conf/ilp/ilp2014.html#VensGDS14 Selvakumar Ulaganathan Ivo Couckuyt Tom Dhaene Eric Laermans Joris Degroote On the use of gradients in kriging surrogate models. 2692-2701 2014 WSC https://doi.org/10.1109/WSC.2014.7020113 http://dl.acm.org/citation.cfm?id=2694191 conf/wsc/2014 db/conf/wsc/wsc2014.html#UlaganathanCDLD14 Prashant Singh Francesco Ferranti Dirk Deschrijver Ivo Couckuyt Tom Dhaene Classification aided domain reduction for high dimensional optimization. 3928-3939 2014 WSC https://doi.org/10.1109/WSC.2014.7020218 http://dl.acm.org/citation.cfm?id=2694336 conf/wsc/2014 db/conf/wsc/wsc2014.html#SinghFDCD14

Femke Ongenae Stijn Van Looy David Verstraeten Thierry Verplancke Dominique Benoit Filip De Turck Tom Dhaene Benjamin Schrauwen Johan Decruyenaere Time series classification for the prediction of dialysis in critically ill patients using echo statenetworks. 984-996 2013 26 Eng. Appl. Artif. Intell. 3 https://doi.org/10.1016/j.engappai.2012.09.019 https://www.wikidata.org/entity/Q57769645 db/journals/eaai/eaai26.html#OngenaeLVVBTDSD13

Femke Ongenae Maxim Claeys Thomas Dupont Wannes Kerckhove Piet Verhoeve Tom Dhaene Filip De Turck A probabilistic ontology-based platform for self-learning context-aware healthcare applications. 7629-7646 2013 40 Expert Syst. Appl. 18 https://doi.org/10.1016/j.eswa.2013.07.038 https://www.wikidata.org/entity/Q57769648 db/journals/eswa/eswa40.html#OngenaeCDKVDT13

Ivo Couckuyt Jef Aernouts Dirk Deschrijver Filip De Turck Tom Dhaene Identification of quasi-optimal regions in the design space using surrogate modeling. 127-138 2013 29 Eng. Comput. 2 https://doi.org/10.1007/s00366-011-0249-3 db/journals/ewc/ewc29.html#CouckuytADTD13

Steven Latré Wim Van de Meerssche Dirk Deschrijver Dimitri Papadimitriou Tom Dhaene Filip De Turck A cognitive accountability mechanism for penalizing misbehaving ECN-based TCP stacks. 16-40 2013 23 Int. J. Netw. Manag. 1 https://doi.org/10.1002/nem.1806 db/journals/ijnm/ijnm23.html#LatreMDPDT13

Nicolas Staelens Dirk Deschrijver Ekaterina Vladislavleva Brecht Vermeulen Tom Dhaene Piet Demeester Constructing a No-Reference H.264/AVC Bitstream-Based Video Quality Metric Using Genetic Programming-Based Symbolic Regression. 1322-1333 2013 23 IEEE Trans. Circuits Syst. Video Technol. 8 https://doi.org/10.1109/TCSVT.2013.2243052 db/journals/tcsv/tcsv23.html#StaelensDVVDD13

Ivo Couckuyt Dirk Gorissen Karel Crombecq Dirk Deschrijver Tom Dhaene The SUMO toolbox: A tool for automatic regression modeling and active learning. 1-4 2013 AFRICON https://doi.org/10.1109/AFRCON.2013.6757594 conf/africon/2013 db/conf/africon/africon2013.html#CouckuytGCDD13 Dimitri de Jonghe Dirk Deschrijver Tom Dhaene Georges G. E. Gielen Extracting analytical nonlinear models from analog circuits by recursive vector fitting of transfer function trajectories. 1448-1453 2013 DATE https://doi.org/10.7873/DATE.2013.295 http://dl.acm.org/citation.cfm?id=2485632 conf/date/2013 db/conf/date/date2013.html#JongheDDG13 Elizabeth Rita Samuel Luc Knockaert Tom Dhaene Parametric Macromodeling using Interpolation of Sylvester based State-space Realizations. 319-325 2013 ICINCO (1) https://doi.org/10.5220/0004401603190325 conf/icinco/2013-1 db/conf/icinco/icinco2013-1.html#SamuelKD13 Prashant Singh Dirk Deschrijver Tom Dhaene A balanced sequential design strategy for global surrogate modeling. 2172-2179 2013 WSC https://doi.org/10.1109/WSC.2013.6721594 http://dl.acm.org/citation.cfm?id=2676253 conf/wsc/2013 db/conf/wsc/wsc2013.html#SinghDD13

Ivo Couckuyt A. Forrester Dirk Gorissen Filip De Turck Tom Dhaene Blind Kriging: Implementation and performance analysis. 1-13 2012 49 Adv. Eng. Softw. https://doi.org/10.1016/j.advengsoft.2012.03.002 https://www.wikidata.org/entity/Q125659524 db/journals/aes/aes49.html#CouckuytFGTD12

Guillaume Crevecoeur Ahmed Abou-Elyazied Abdallh Ivo Couckuyt Luc Dupré Tom Dhaene Two-level refined direct optimization scheme using intermediate surrogate models for electromagnetic optimization of a switched reluctance motor. 199-207 2012 28 Eng. Comput. 2 https://doi.org/10.1007/s00366-011-0239-5 db/journals/ewc/ewc28.html#CrevecoeurACDD12

Nicolas Staelens Glenn Van Wallendael Karel Crombecq Nick Vercammen Jan De Cock Brecht Vermeulen Rik Van de Walle Tom Dhaene Piet Demeester No-Reference Bitstream-Based Visual Quality Impairment Detection for High Definition H.264/AVC Encoded Video Sequences. 187-199 2012 58 IEEE Trans. Broadcast. 2 https://doi.org/10.1109/TBC.2012.2189334 db/journals/tbc/tbc58.html#StaelensWCVCVWDD12

Ivo Couckuyt Dirk Deschrijver Tom Dhaene Towards Efficient Multiobjective Optimization: Multiobjective statistical criterions. 1-8 2012 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2012.6256586 conf/cec/2012 db/conf/cec/cec2012.html#CouckuytDD12 Elizabeth Rita Samuel Francesco Ferranti Luc Knockaert Tom Dhaene Robust Passivity Preserving Parametric Model Order Reduction Using Matrix Interpolation. 717-722 2012 ROCOND https://doi.org/10.3182/20120620-3-DK-2025.00119 conf/rocond/2012 db/conf/rocond/rocond2012.html#SamuelFKD12

Karel Crombecq Eric Laermans Tom Dhaene Efficient space-filling and non-collapsing sequential design strategies for simulation-based modeling. 683-696 2011 214 Eur. J. Oper. Res. 3 https://doi.org/10.1016/j.ejor.2011.05.032 db/journals/eor/eor214.html#CrombecqLD11

Stijn Verstichel Femke Ongenae Bruno Volckaert Filip De Turck Bart Dhoedt Tom Dhaene Piet Demeester An autonomous service-platform to support distributed ontology-based context-aware agents. 437-460 2011 28 Expert Syst. J. Knowl. Eng. 5 https://doi.org/10.1111/j.1468-0394.2011.00587.x https://www.wikidata.org/entity/Q57769669 db/journals/es/es28.html#VerstichelOVTDDD11

Luc Knockaert Tom Dhaene Francesco Ferranti Daniel De Zutter Model order reduction with preservation of passivity, non-expansivity and Markov moments. 53-61 2011 60 Syst. Control. Lett. 1 https://doi.org/10.1016/j.sysconle.2010.10.006 db/journals/scl/scl60.html#KnockaertDFZ11

Karel Crombecq Dirk Gorissen Dirk Deschrijver Tom Dhaene A Novel Hybrid Sequential Design Strategy for Global Surrogate Modeling of Computer Experiments. 1948-1974 2011 33 SIAM J. Sci. Comput. 4 https://doi.org/10.1137/090761811 db/journals/siamsc/siamsc33.html#CrombecqGDD11

Huu Minh Nguyen Ivo Couckuyt Luc Knockaert Tom Dhaene Dirk Gorissen Yvan Saeys An alternative approach to avoid overfitting for surrogate models. 2765-2776 2011 WSC https://doi.org/10.1109/WSC.2011.6147981 http://dl.acm.org/citation.cfm?id=2431848 conf/wsc/2011 db/conf/wsc/wsc2011.html#NguyenCKDGS11 Ivo Couckuyt Filip De Turck Tom Dhaene Dirk Gorissen Automatic surrogate model type selection during the optimization of expensive black-box problems. 4274-4284 2011 WSC https://doi.org/10.1109/WSC.2011.6148114 http://dl.acm.org/citation.cfm?id=2432028 conf/wsc/2011 db/conf/wsc/wsc2011.html#CouckuytTDG11

Dirk Gorissen Ivo Couckuyt Eric Laermans Tom Dhaene Multiobjective global surrogate modeling, dealing with the 5-percent problem. 81-98 2010 26 Eng. Comput. 1 https://doi.org/10.1007/s00366-009-0138-1 db/journals/ewc/ewc26.html#GorissenCLD10

Dirk Gorissen Ivo Couckuyt Piet Demeester Tom Dhaene Karel Crombecq A Surrogate Modeling and Adaptive Sampling Toolbox for Computer Based Design. 2051-2055 2010 11 J. Mach. Learn. Res. https://dl.acm.org/doi/10.5555/1756006.1859919 db/journals/jmlr/jmlr11.html#GorissenCDDC10

Femke Ongenae Tom Dhaene Filip De Turck Dominique Benoit Johan Decruyenaere Design of a probabilistic ontology-based clinical decision support system for classifying temporal patterns in the ICU: A sepsis case study. 389-394 2010 CBMS https://doi.org/10.1109/CBMS.2010.6042676 https://doi.ieeecomputersociety.org/10.1109/CBMS.2010.6042676 https://www.wikidata.org/entity/Q57769678 conf/cbms/2010 db/conf/cbms/cbms2010.html#OngenaeDTBD10 Alessandro Chinea Stefano Grivet-Talocia Dirk Deschrijver Tom Dhaene Luc Knockaert On the construction of guaranteed passive macromodels for high-speed channels. 1142-1147 2010 DATE https://doi.org/10.1109/DATE.2010.5456980 http://dl.acm.org/citation.cfm?id=1871203 conf/date/2010 db/conf/date/date2010.html#ChineaGDDK10 Goutam Das Dimitri Papadimitriou Wouter Tavernier Didier Colle Tom Dhaene Mario Pickavet Piet Demeester Link State Protocol Data Mining for Shared Risk Link Group Detection. 1-8 2010 ICCCN https://doi.org/10.1109/ICCCN.2010.5560151 conf/icccn/2010 db/conf/icccn/icccn2010.html#DasPTCDPD10 Karel Crombecq Tom Dhaene Generating Sequential Space-Filling Designs Using Genetic Algorithms and Monte Carlo Methods. 80-84 2010 SEAL https://doi.org/10.1007/978-3-642-17298-4_8 conf/seal/2010 db/conf/seal/seal2010.html#CrombecqD10

Dirk Gorissen Tom Dhaene Filip De Turck Evolutionary Model Type Selection for Global Surrogate Modeling. 2039-2078 2009 10 J. Mach. Learn. Res. https://dl.acm.org/doi/10.5555/1577069.1755854 db/journals/jmlr/jmlr10.html#GorissenDT09

Wouter Hendrickx Dirk Deschrijver Luc Knockaert Tom Dhaene Magnitude Vector Fitting to interval data. 572-580 2009 80 Math. Comput. Simul. 3 https://doi.org/10.1016/j.matcom.2009.09.009 db/journals/mcs/mcs80.html#HendrickxDKD09

Dirk Gorissen Luciano De Tommasi Karel Crombecq Tom Dhaene Sequential modeling of a low noise amplifier with neural networks and active learning. 485-494 2009 18 Neural Comput. Appl. 5 https://doi.org/10.1007/s00521-008-0223-1 db/journals/nca/nca18.html#GorissenTCD09

Dirk Gorissen Ivo Couckuyt Eric Laermans Tom Dhaene Pareto-Based Multi-output Metamodeling with Active Learning. 389-400 2009 EANN https://doi.org/10.1007/978-3-642-03969-0_36 conf/eann/2009 db/conf/eann/eann2009.html#GorissenCLD09 Dirk Gorissen Ivo Couckuyt Karel Crombecq Tom Dhaene Pareto-Based Multi-output Model Type Selection. 442-449 2009 HAIS https://doi.org/10.1007/978-3-642-02319-4_53 conf/hais/2009 db/conf/hais/hais2009.html#GorissenCCD09 Ivo Couckuyt Dirk Gorissen Hamed Rouhani Eric Laermans Tom Dhaene Evolutionary Regression Modeling with Active Learning: An Application to Rainfall Runoff Modeling. 548-558 2009 ICANNGA https://doi.org/10.1007/978-3-642-04921-7_56 conf/icannga/2009 db/conf/icannga/icannga2009.html#CouckuytGRLD09 Karel Crombecq Dirk Gorissen Luciano De Tommasi Tom Dhaene A Novel Sequential Design Strategy for Global Surrogate Modeling. 731-742 2009 WSC https://doi.org/10.1109/WSC.2009.5429687 http://dl.acm.org/citation.cfm?id=1995566 conf/wsc/2009 db/conf/wsc/wsc2009.html#CrombecqGTD09 Dirk Gorissen Karel Crombecq Ivo Couckuyt Tom Dhaene Automatic Approximation of Expensive Functions with Active Learning. 35-62 2009 Foundations of Computational Intelligence (1) https://doi.org/10.1007/978-3-642-01082-8_2 series/sci/2009-201 db/series/sci/sci201.html#GorissenCCD09

Femke Ongenae Matthias Strobbe Jan Hollez Gregory De Jans Filip De Turck Tom Dhaene Piet Demeester Piet Verhoeve Design of a semantic person-oriented nurse call management system. 267-283 2008 4 Int. J. Web Grid Serv. 3 https://doi.org/10.1504/IJWGS.2008.021493 https://www.wikidata.org/entity/Q57769693 db/journals/ijwgs/ijwgs4.html#OngenaeSHJTDDV08

Yves Rolain Wendy Van Moer Johan Schoukens Tom Dhaene Estimation and Validation of Semiparametric Dynamic Nonlinear Models. 395-400 2008 57 IEEE Trans. Instrum. Meas. 2 https://doi.org/10.1109/TIM.2007.909959 db/journals/tim/tim57.html#RolainMSD08

Tom D'haene Rik Pintelon Passivity Enforcement of Transfer Functions. 2181-2187 2008 57 IEEE Trans. Instrum. Meas. 10 https://doi.org/10.1109/TIM.2008.920036 db/journals/tim/tim57.html#DhaeneP08

Luc Knockaert Daniel De Zutter Tom Dhaene Adaptive Interpolation Based on PÓlya Frequency Functions. 4683-4691 2008 56 IEEE Trans. Signal Process. 10-1 https://doi.org/10.1109/TSP.2008.923200 db/journals/tsp/tsp56.html#KnockaertZD08

Dirk Gorissen Luciano De Tommasi Jeroen Croon Tom Dhaene Automatic model type selection with heterogeneous evolution: An application to RF circuit block modeling. 989-996 2008 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2008.4630917 conf/cec/2008 db/conf/cec/cec2008.html#GorissenTCD08 Femke Ongenae Matthias Strobbe Jan Hollez Gregory De Jans Filip De Turck Tom Dhaene Piet Demeester Piet Verhoeve Ontology Based and Context-Aware Hospital Nurse Call Optimization. 985-990 2008 conf/cisis/2008 CISIS https://doi.org/10.1109/CISIS.2008.80 https://doi.ieeecomputersociety.org/10.1109/CISIS.2008.80 https://www.wikidata.org/entity/Q57769710 db/conf/cisis/cisis2008.html#OngenaeSHJTDDV08 Femke Ongenae Stijn Verstichel Filip De Turck Tom Dhaene Bart Dhoedt Piet Demeester OTAGen: A Tunable Ontology Generator for Benchmarking Ontology-Based Agent Collaboration. 529-530 2008 COMPSAC https://doi.org/10.1109/COMPSAC.2008.134 https://doi.ieeecomputersociety.org/10.1109/COMPSAC.2008.134 https://www.wikidata.org/entity/Q57769697 conf/compsac/2008 db/conf/compsac/compsac2008.html#OngenaeVTDDD08 Karel Crombecq Luciano De Tommasi Dirk Gorissen Tom Dhaene A comparison of sequential design methods for RF circuit block modeling. 2942 2008 WSC https://doi.org/10.1109/WSC.2008.4736432 http://dl.acm.org/citation.cfm?id=1517279 conf/wsc/2008 db/conf/wsc/wsc2008.html#CrombecqTGD08

Marijn Temmerman Edgar G. Daylight Francky Catthoor Serge Demeyer Tom Dhaene Optimizing data structures at the modeling level in embedded multimedia. 539-549 2007 53 J. Syst. Archit. 8 https://doi.org/10.1016/j.sysarc.2006.11.008 db/journals/jsa/jsa53.html#TemmermanDCDD07

Dirk Gorissen Wouter Hendrickx Tom Dhaene Adaptive Global Metamodeling with Neural Networks. 187-192 2007 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2007-37.pdf conf/esann/2007 db/conf/esann/esann2007.html#GorissenHD07

Luc Knockaert Tom Dhaene Orthonormal bandlimited Kautz sequences for global system modeling from piecewise rational models. 1377-1381 2006 25 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 7 https://doi.org/10.1109/TCAD.2005.855888 db/journals/tcad/tcad25.html#KnockaertD06

Tom D'haene Rik Pintelon Gerd Vandersteen An Iterative Method to Stabilize a Transfer Function in the s - and z -Domains. 1192-1196 2006 55 IEEE Trans. Instrum. Meas. 4 https://doi.org/10.1109/TIM.2006.876567 db/journals/tim/tim55.html#DhaenePV06

Dirk Gorissen Wouter Hendrickx Karel Crombecq Tom Dhaene Integrating Gridcomputing and Metamodeling. 185-192 2006 conf/ccgrid/2006 CCGRID https://doi.org/10.1109/CCGRID.2006.61 https://doi.ieeecomputersociety.org/10.1109/CCGRID.2006.61 db/conf/ccgrid/ccgrid2006.html#GorissenHCD06 Dirk Gorissen Karel Crombecq Wouter Hendrickx Tom Dhaene Adaptive Distributed Metamodeling. 579-588 2006 conf/vecpar/2006 VECPAR https://doi.org/10.1007/978-3-540-71351-7_45 db/conf/vecpar/vecpar2006.html#GorissenCHD06 Wouter Hendrickx Dirk Gorissen Tom Dhaene Grid enabled sequential design and adaptive metamodeling. 872-881 2006 conf/wsc/2006 WSC https://doi.org/10.1109/WSC.2006.323170 https://doi.ieeecomputersociety.org/10.1109/WSC.2006.323170 http://dl.acm.org/citation.cfm?id=1218273 db/conf/wsc/wsc2006.html#HendrickxGD06

Tom Dhaene Jan De Geest Self-organizing multivariate constrained meta-modeling technique for passive microwave and RF components. 1040-1046 2005 21 Future Gener. Comput. Syst. 7 https://doi.org/10.1016/j.future.2004.03.004 https://www.wikidata.org/entity/Q124795876 db/journals/fgcs/fgcs21.html#DhaeneG05

Tom D'haene Rik Pintelon Johan Schoukens Els Van Gheem Variance analysis of frequency response function measurements using periodic excitations. 1452-1456 2005 54 IEEE Trans. Instrum. Meas. 4 https://doi.org/10.1109/TIM.2005.851075 db/journals/tim/tim54.html#DhaenePSG05

David Dewolfs Dawid Kurzyniec Vaidy S. Sunderam Jan Broeckhove Tom Dhaene Graham E. Fagg Applicability of Generic Naming Services and Fault-Tolerant Metacomputing with FT-MPI. 268-275 2005 conf/pvm/2005 PVM/MPI https://doi.org/10.1007/11557265_36 db/conf/pvm/pvm2005.html#DewolfsKSBDF05 Marijn Temmerman Edgar G. Daylight Francky Catthoor Serge Demeyer Tom Dhaene Moving Up to the Modeling Level for the Transformation of Data Structures in Embedded Multimedia Applications. 445-454 2005 conf/samos/2005 SAMOS https://doi.org/10.1007/11512622_47 db/conf/samos/samos2005.html#TemmermanDCDD05 Wouter Hendrickx Tom Dhaene Sequential design and rational metamodelling. 290-298 2005 conf/wsc/2005 WSC https://doi.org/10.1109/WSC.2005.1574263 http://dl.acm.org/citation.cfm?id=1162763 db/conf/wsc/wsc2005.html#HendrickxD05 Wouter Hendrickx Gunther Stuer Jan Broeckhove Tom Dhaene David Dewolfs A comparison between the java and c++ implementation of RMPP. 511-514 2004 conf/iastedSE/2004 IASTED Conf. on Software Engineering db/conf/iastedSE/se2004.html#HendrickxSBDD04 Dirk Deschrijver Tom Dhaene Jan Broeckhove Adaptive Model Based Parameter Estimation, Based on Sparse Data and Frequency Derivatives. 443-450 https://doi.org/10.1007/978-3-540-24687-9_56 2004 conf/iccS/2004-2 International Conference on Computational Science db/conf/iccS/iccS2004-2.html#DeschrijverDB04 Frederic Hancke Tom Dhaene Jan Broeckhove Performance Characterisation and Verification of JavaSpaces Based on Design of Experiments. 553-559 2004 conf/mascots/2004 MASCOTS https://doi.org/10.1109/MASCOT.2004.1348312 https://doi.ieeecomputersociety.org/10.1109/MASCOT.2004.1348312 db/conf/mascots/mascots2004.html#HanckeDB04 David Dewolfs Gunther Stuer Frederic Hancke Peter Hellinckx Jan Broeckhove Frans Arickx Tom Dhaene A performance analysis framework for reso urce scavenging systems. 520-525 2004 conf/pdcn/2004 Parallel and Distributed Computing and Networks db/conf/pdcn/pdcn2004.html#DewolfsSHHBAD04 Frederic Hancke Tom Dhaene Jan Broeckhove Modelling Overhead of Tuple Spaces with Design of Experiments. 66-77 2004 conf/vecpar/2004 VECPAR https://doi.org/10.1007/11403937_6 db/conf/vecpar/vecpar2004.html#HanckeDB04 Tom Dhaene Self-Organizing Compact Modeling Methodology for High-Speed Passive Electrical Interconnection Structures. 741-747 https://doi.org/10.1007/3-540-44862-4_80 2003 conf/iccS/2003-2 International Conference on Computational Science db/conf/iccS/iccS2003-2.html#Dhaene03 Tom Dhaene Automated Fitting and Rational Modeling Algorithm for EM-Based S-Parameter Data. 99-105 2002 conf/para/2002 PARA https://doi.org/10.1007/3-540-48051-X_11 db/conf/para/para2002.html#Dhaene02 Tom Dhaene Circuitmodellering, transientsimulatie en tijdsdomein-karakterisatie van hoge-snelheids interconnectiestructuren University of Antwerp, Belgium 1993 https://hdl.handle.net/10067/508270151162165141

Tom Dhaene Daniel De Zutter Selection of lumped element models for coupled lossy transmission lines. 805-815 1992 11 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 7 https://doi.org/10.1109/43.144845 db/journals/tcad/tcad11.html#DhaeneZ92

Ahmed Abou-Elyazied Abdallh Eric Achten Jef Aernouts Eligia Alfio Bernard S. Amevor Giulio Antonini Frans Arickx Khadijeh Askaripour Leen De Baets Adrian Bekasiewicz Piero Belforte Sayed Ahmed Imran Bellary Dominique Benoit Mario Berges Geethika Bhavanasi Dolores Blanco-Almazán Wim Bogaerts Lennert Bontinck André Bourdoux Jürgen BrankeJuergen Branke Jan Broeckhove Jorik De Bruycker Yolanda Castillo-Escario Rafael Castro-López Francky Catthoor Krishnan Chemmangat Yuansheng Cheng Alessandro Chinea Maxim Claeys Jan De Cock Didier Colle Kirsten Colpaert Ivo Couckuyt Guillaume Crevecoeur Karel Crombecq Jeroen Croon Bartosz Czaplewski Goutam Das Edgar G. Daylight Alexander Decruyenaere Johan Decruyenaere Philippe Decruyenaere Joris Degroote Rémi Delanghe Piet Demeester Serge Demeyer Dirk Deschrijver Chris Develder Pieter Devolder David Dewolfs Bart Dhoedt María Alejandra Díaz Roberto D'Ippolito Pauline Dreesen Thomas Dupont Luc Dupré Vincent Dutordoir Mariusz Dzwonkowski Khairy Elsayed Graham E. Fagg Francisco V. Fernández 0001 Francesco Ferranti Louis L. Flynn Karel Fonteyn A. Forrester Ruben de Francisco Bram Gadeyne Jingkun Gao Federico Garbuglia Sofie Van Gassen Jan De Geest Jono Vanhie-Van Gerwen Els Van Gheem Georges GielenGeorges G. E. Gielen Dirk Gorissen Stefano Grivet-Talocia Willemijn Groenendaal Sriram Karthik Gurumurthy Frederic Hancke Arash Heidari Peter Hellinckx Wouter Hendrickx Joachim van der Herten Jeroen Hoebeke Sofie Van Hoecke Jan Hollez Rein Houthooft Jiexiang Hu Zhen Hu Mohamed Ibrahim Keiichi Ito Azarakhsh Jalalvand Raimon Jané Gregory De Jans Olivier Janssens Jens Jocqué Dimitri de Jonghe Wout Joseph Arun Kaintura Wannes Kerckhove Susie Klerkx Luc Knockaert Nicolas Knudde Thomas T. Kok Wouter Koppen Slawomir Koziel Dawid Kurzyniec Eric Laermans Steven Latré Seulki Lee Lien Lijnen Quan Lin Jacek Andrzej Litka Wei Liu 0019 Nasrulloh R. B. S. LokaNasrulloh Ratu Bagus Satrio Loka Luigi Lombardi Stijn Van Looy Aren Maes Luc Martens Roberto Medico Wim Van de Meerssche Michael T. MehariMichael Tetemke Mehari Wendy Van Moer Ingrid Moerman Antonello Monti John F. Morales Henry B. Moss Marcin Narloch Wesley De Neve Huu Minh Nguyen Inneke Van Nieuwenhuyse Ioana Nikova Stefano Nuzzo Femke Ongenae Mostafa Pakparvar Dimitri Papadimitriou Daan Pareit Fábio Passos Kevin De Pauw Patrick Peeters Thomas Peiffer Mario Pickavet Rik Pintelon David Plets Silvia Poles Vincent Polfliet Eli De Poorter Jixiang Qing Willem Raes Elisenda Roca Sebastian Rojas-Gonzalez Yves Rolain Hamed Rouhani David Ruttens Joeri Ruyssinck Yvan Saeys Abdus Samad Elizabeth Rita Samuel Johan Schoukens Benjamin Schrauwen Kohei Shintani Prashant Singh Christophe Smeets Domenico Spina Nicolas Staelens Tom Van Steenkiste Nobby Stevens Sean Stijven Matthias Strobbe Pieter Stroobant Gunther Stuer Vaidy S. Sunderam Sophia Taddei Emmeric Tanghe Wouter Tavernier Marijn Temmerman Luciano De Tommasi Filip De Turck Selvakumar Ulaganathan Thomas Uyttenhove Florian Vandecasteele Baptist Vandersmissen Gerd Vandersteen Celine Vens Nick Vercammen Piet Verhoeve Frank Vermassen Günter Vermeeren Brecht Vermeulen Thierry Verplancke Stijn Verstichel David Verstraeten Tom Verstraten Ekaterina Vladislavleva Bruno Volckaert Vorya Waladi Rik Van de Walle Glenn Van Wallendael Lorin Werthen-Brabants Michiel De Wilde Y. Ye Qi Zhou 0006 Daniel De Zutter