Ghent University Academic Bibliography

Journal Article
A2
open access

The role of trustworthy and reliable AI for multiple sclerosis

Lorin Werthen-Brabants (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) FRONTIERS IN DIGITAL HEALTH. 7.

Journal Article
A1
open access

Deep learning-based event counting for apnea-hypopnea index estimation using recursive spiking neural networks

Lorin Werthen-Brabants (UGent) , Yolanda Castillo-Escario, Willemijn Groenendaal, Raimon Jane, Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING. 72(4). p.1306-1315

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Interpretable machine learning models for COPD ease of breathing estimation

Thomas Kok (UGent) , John Morales, Dirk Deschrijver (UGent) , Dolores Blanco-Almazan, Willemijn Groenendaal, David Ruttens, Christophe Smeets, Vojkan Mihajlovic, Femke Ongenae (UGent) and Sofie Van Hoecke (UGent)

(2025) MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING. 63(5). p.1481-1495

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Journal Article
A1
open access

KARMA : kernel-aided rational macromodeling of noisy electrical frequency response data

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2025) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES.

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Conference Paper
P1
open access

Bayesian optimization of microwave filters : a physics-informed approach using the Szegö kernel

Yens Lindemans (UGent) , Thijs Ullrick (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2025) 2025 IEEE 29TH WORKSHOP ON SIGNAL AND POWER INTEGRITY, SPI. In IEEE Workshop on Signal and Power Integrity p.1-4

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Augmentation-free longitudinal modeling through structuring whitened embeddings

Karel Fonteyn (UGent) , Lennert Bontinck (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) IEEE ACCESS. 13. p.159950-159960

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Journal Article
A1
open access

Spectral bayesian optimization using a physics-informed rational Szego kernel for microwave design

Yens Lindemans (UGent) , Thijs Ullrick (UGent) , Ivo Couckuyt (UGent) , Tim Pattyn (UGent) , Dirk Deschrijver (UGent) , Dries Vande Ginste (UGent) and Tom Dhaene (UGent)

(2025) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 15(9). p.1836-1846

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Wavelength-tunable equivalent circuit models for SPICE-based photonic-electronic co-simulation

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2025) JOURNAL OF COMPUTATIONAL ELECTRONICS. 25(1).

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Conference Paper
C1
open access

CSD-AFNet : computationally efficient atrial fibrillation classification from ECGs using 2D causal strided dilated convolutions

Lennert Bontinck (UGent) , Aranka Steyaert (UGent) , Hongbing Chen (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2025) 2025 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI). p.1-7

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Journal Article
A2
open access

Machine-learning-based prediction of disability progression in multiple sclerosis : an observational, international, multi-center study

Edward De Brouwer, Thijs Becker, Lorin Werthen-Brabants (UGent) , Pieter Dewulf, Dimitrios Iliadis (UGent) , Cathérine Dekeyser (UGent) , Guy Laureys (UGent) , Bart Van Wijmeersch, Veronica Popescu, Tom Dhaene (UGent) , et al.

(2024) PLOS DIGITAL HEALTH. 3(7).

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Journal Article
A1
open access

Unsupervised transfer learning across different data modalities for bearing's speed identification

Diego Nieves Avendano (UGent) , Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2024) INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION. 29(2). p.175-186

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Conference Paper
P1
open access

Improving features for multiple sclerosis disability progression prediction through temporal alignment of hospital visits

Karel Fonteyn (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2024) 2024 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, ICMLA. In IEEE International Conference on Emerging Technologies and Factory Automation-ETFA p.1121-1124

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Conference Paper
P1
open access

Modeling microwave S-parameters using frequency-scaled rational Gaussian process kernels

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2024) 2024 IEEE 33RD CONFERENCE ON ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING AND SYSTEMS, EPEPS 2024. In IEEE Conference on Electrical Performance of Electronic Packaging and Systems

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Journal Article
A1
open access

ECGencode : compact and computationally efficient deep learning feature encoder for ECG signals

Lennert Bontinck (UGent) , Karel Fonteyn (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2024) EXPERT SYSTEMS WITH APPLICATIONS. 255(Part C).

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Conference Paper
P1
open access

Modeling S-parameters of interconnects using periodic Gaussian process kernels

Federico Garbuglia, Domenico Spina (UGent) , Torsten Reuschel, Christian Schuster, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2023) 2023 IEEE 27th Workshop on Signal and Power Integrity (SPI). In IEEE Workshop on Signal and Power Integrity

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Journal Article
A1
open access

Reliable assessment of uncertainty for appliance recognition in NILM using conformal prediction

Lorin Werthen-Brabants (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2023) ELECTRONICS LETTERS. 59(18).

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Wideband complex vector fitting for modeling time delay variations in passive photonic filters

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2023) 2023 IEEE 32nd Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS). In IEEE Conference on Electrical Performance of Electronic Packaging and Systems-EPEPS

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Journal Article
A2
open access

On the role of Bayesian learning for electronic design automation : a survey

Federico Garbuglia, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2023) IEEE ELECTROMAGNETIC COMPATIBILITY MAGAZINE. 12(4). p.77-84

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Journal Article
A1
open access

Transfer learning for anomaly detection using bearings' vibration signals

Diego Nieves Avendano (UGent) , Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2023) INTERNATIONAL JOURNAL OF ACOUSTICS AND VIBRATION. 28(4). p.420-434

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Conference Paper
C1
open access

Comparator model for detecting changes in the ease of breathing of COPD patients

Thomas Kok (UGent) , W. Groenendaal, S. Blanco-Almazan, L. Lijnen, C. Smeets, D. Ruttens, J. Morales, Tom Dhaene (UGent) , Femke Ongenae (UGent) , Sofie Van Hoecke (UGent) , et al.

(2023) KDH@IJCAI 2023 : Knowledge Discovery from Healthcare Data 2023 : proceedings of the 6th International Workshop on Knowledge Discovery from Healthcare Data. In CEUR workshop proceedings 3479.

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Journal Article
A1
open access

Modeling electrically long interconnects using physics-informed delayed gaussian processes

Federico Garbuglia, Torsten Reuschel, Christian Schuster, Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Domenico Spina (UGent)

(2023) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 65(6). p.1715-1723

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Journal Article
A1
open access

Bayesian optimization for microwave devices using deep GP spectral surrogate models

Federico Garbuglia, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2023) IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. 71(6). p.2311-2318

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Conference Paper
C1
open access

Modeling and co-simulation framework for multi-wavelength photonic integrated circuits : a wideband complex vector fitting approach

Thijs Ullrick (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2023) IEEE Photonics Benelux Chapter : Annual Symposium 2023, Proceedings.

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Journal Article
A1
open access

Split BiRNN for real-time activity recognition using radar and deep learning

Lorin Werthen-Brabants (UGent) , Geethika Bhavanasi, Ivo Couckuyt (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2022) SCIENTIFIC REPORTS. 12(1).

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Bayesian active learning for radiation pattern sampling over cylindrical surfaces

Federico Garbuglia, Tim Claeys, Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2022) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 64(5). p.1391-1398

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S-parameter modeling and optimization using deep Gaussian processes

Federico Garbuglia, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2022) 2022 24TH INTERNATIONAL MICROWAVE AND RADAR CONFERENCE (MIKON).

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Conference Paper
P1
open access

Quantifying uncertainty in real time with split BiRNN for radar human activity recognition

Lorin Werthen-Brabants (UGent) , Geethika Bhavanasi, Ivo Couckuyt (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2022) 2022 19TH EUROPEAN RADAR CONFERENCE (EURAD). In European Radar Conference EuRAD p.173-176

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Conference Paper
C1
open access

Convolutional neural networks for apnea detection from smartphone audio signals : effect of window size

Yolanda Castillo-Escario, Lorin Werthen-Brabants (UGent) , Willemijn Groenendaal, Dirk Deschrijver (UGent) and Raimon Jane

(2022) 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). p.666-669

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Journal Article
A1
open access

Bayesian active learning for received signal strength-based visible light positioning

Federico Garbuglia, Willem Raes, Jorik De Bruycker, Nobby Stevens, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2022) IEEE PHOTONICS JOURNAL. 14(6).

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Journal Article
A1
open access

Uncertainty quantification for appliance recognition in non-intrusive load monitoring using Bayesian deep learning

Lorin Werthen-Brabants (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2022) ENERGY AND BUILDINGS. 270.

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Miscellaneous

Machine-learning-based prediction of disability progression in multiple sclerosis : an observational, international, multi-center study

Edward De Brouwer, Thijs Becker, Lorin Werthen-Brabants (UGent) , Pieter Dewulf, Dimitrios Iliadis (UGent) , Cathérine Dekeyser (UGent) , Guy Laureys (UGent) , Bart Van Wijmeersch, Veronica Popescu, Tom Dhaene (UGent) , et al.

(2022) MedRXiv.

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Journal Article
A1
open access

A semi-supervised approach with monotonic constraints for improved remaining useful life estimation

Diego Nieves Avendano (UGent) , Nathan Vandemoortele (UGent) , Colin Soete (UGent) , Pieter Moens (UGent) , Agusmian Partogi Ompusunggu, Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2022) SENSORS. 22(4).

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Journal Article
A1
open access

Anomaly detection and event mining in cold forming manufacturing processes

Diego Nieves Avendano (UGent) , Daniel Caljouw, Dirk Deschrijver (UGent) and Sofie Van Hoecke (UGent)

(2021) INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY. 115(3). p.837-852

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Miscellaneous
open access

Special issue : 'improving energy efficiency through data-driven modeling, simulation and optimization'

Dirk Deschrijver (UGent)

(2021) ENERGIES. 14(6).

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Learning multivariate shapelets with multi-layer neural networks for interpretable time-series classification

Roberto Medico, Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2021) ADVANCES IN DATA ANALYSIS AND CLASSIFICATION. 15(4). p.911-936

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Journal Article
A1
open access

Bayesian active learning for multi-objective feasible region identification in microwave devices

Federico Garbuglia, Jixiang Qing, Nicolas Knudde, Domenico Spina (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2021) ELECTRONICS LETTERS. 57(10). p.400-403

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Journal Article
A1
open access

Complex vector fitting toolbox : a software package for the modelling and simulation of general linear and passive baseband systems

Domenico Spina (UGent) , Yinghao Ye, Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2021) ELECTRONICS LETTERS. 57(10). p.404-406

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Conference Paper
C1
open access

A Bayesian optimisation procedure for estimating optimal trajectories in electromagnetic compliance testing

Rémi Delanghe, Tom Van Steenkiste, Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) ENGINEERING PROCEEDINGS. 3(1).

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Journal Article
A1
open access

Portable detection of apnea and hypopnea events using bio-impedance of the chest and deep learning

Tom Van Steenkiste, Willemijn Groenendaal, Pauline Dreesen, Seulki Lee, Susie Klerkx, Ruben de Francisco, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS. 24(9). p.2589-2598

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Journal Article
A1
open access

Statistical modeling of frequency responses using linear Bayesian vector fitting

Simon De Ridder, Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Dries Vande Ginste (UGent) and Tom Dhaene (UGent)

(2020) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 33(6).

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Journal Article
A1
open access

A voltage and current measurement dataset for plug load appliance identification in households

Roberto Medico, Leen De Baets (UGent) , Jingkun Gao, Suman Giri, Emre Kara, Tom Dhaene (UGent) , Chris Develder (UGent) , Mario Berges and Dirk Deschrijver (UGent)

(2020) SCIENTIFIC DATA. 7(1).

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Conference Paper
C1
open access

Interpretable epilepsy detection in routine, interictal EEG data using deep learning

Thomas Uyttenhove, Aren Maes, Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) PROCEEDINGS OF MACHINE LEARNING RESEARCH. 136. p.355-366

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Conference Paper
C1
open access

Sensor fusion using backward shortcut connections for sleep apnea detection in multi-modal data

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) PROCEEDINGS OF MACHINE LEARNING RESEARCH. 116. p.112-125

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Conference Paper
C1
open access

Evaluation of generative modeling techniques for frequency responses

Federico Garbuglia, Domenico Spina (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2020) ENGINEERING PROCEEDINGS. 3(1).

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Conference Paper
C1
open access

SEGOLS : a line-based sequential sampling strategy for efficient design space exploration and optimization

Rémi Delanghe, Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) WSC 2019, Winter Simulation Conference, Proceedings.

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Journal Article
A1
open access

Adaptive frequency sampling using linear Bayesian vector fitting

Simon De Ridder, Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2019) ELECTRONICS LETTERS. 55(2). p.74-76

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Journal Article
A1
open access

Bayesian cylindrical data modeling using Abe-Ley mixtures

Nasrin Sadeghianpourhamami, Dries Benoit (UGent) , Dirk Deschrijver (UGent) and Chris Develder (UGent)

(2019) APPLIED MATHEMATICAL MODELLING. 68. p.629-642

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Machine learning based error detection in transient susceptibility tests

Roberto Medico, Niels Lambrecht (UGent) , Hugo Pues, Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Domenico Spina (UGent)

(2019) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 61(2). p.352-360

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Journal Article
A1
open access

Generation of stochastic interconnect responses via gaussian process latent variable models

Simon De Ridder, Dirk Deschrijver (UGent) , Paolo Manfredi (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2019) IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. 61(2). p.582-585

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Detection of unidentified appliances in non-intrusive load monitoring using siamese neural networks

Leen De Baets (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2019) INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS. 104. p.645-653

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Journal Article
A1
open access

Automated sleep apnea detection in raw respiratory signals using long short-term memory neural networks

Tom Van Steenkiste, Willemijn Groenendaal, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS. 23(6). p.2354-2364

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Transferability of deep learning based sleep apnea detection models

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019)

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Bayesian optimization of MRI k-Space trajectories

Tom Van Steenkiste, Jan Aelterman (UGent) , Hiep Luong (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019)

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ALBATROS : adaptive line-based sampling trajectories for sequential measurements

Tom Van Steenkiste, Joachim van der Herten (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) ENGINEERING WITH COMPUTERS. 35(2). p.537-550

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Learning to forget : design of experiments for line-based Bayesian optimization in dynamic environments

Jens Jocqué, Tom Van Steenkiste, Pieter Stroobant, Rémi Delanghe, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 2019 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.656-667

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Conference Paper
P1
open access

Interpretable ECG beat embedding using disentangled variational auto-encoders

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 2019 IEEE 32ND INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS). In IEEE International Symposium on Computer-Based Medical Systems p.373-378

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Time-domain compact macromodeling of linear photonic circuits via complex vector fitting

Yinghao Ye, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2019) PHOTONICS RESEARCH. 7(7). p.771-782

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Conference Paper
C3
open access

A study of early sepsis detection models based on multivariate medical time series

Aren Maes, Tom Van Steenkiste, Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2019) 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Abstracts.

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Conference Paper
C3
open access

Disentangled variational auto-encoders for explaining ECG beat embeddings

Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Abstracts.

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Conference Paper
C3
open access

Continuous exploitative measurement trajectories using Bayesian optimisation

Rémi Delanghe, Tom Van Steenkiste, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Abstracts.

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Conference Paper
P1
open access

Efficient time-domain modeling and simulation of passive bandpass systems

Yinghao Ye, Domenico Spina (UGent) , Dirk Deschrijver (UGent) , Wim Bogaerts (UGent) and Tom Dhaene (UGent)

(2019) PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON ELECTROMAGNETICS IN ADVANCED APPLICATIONS (ICEAA). p.992-996

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Gaining insight in wind turbine drivetrain dynamics by means of automatic operational modal analysis combined with machine learning algorithms

Nicoletta Gioia, P. J. Daems, C. Peeters, P. Guillaume, J. Helsen, Roberto Medico, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) PROCEEDINGS OF THE ASME 38TH INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING, 2019, VOL 10. In Proceedings of the ASME International Conference on Ocean Offshore and Arctic Engineering

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Machine-learning-based error detection and design optimization in signal integrity applications

Roberto Medico, Domenico Spina (UGent) , Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2019) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 9(9). p.1712-1720

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Conference Paper
P1
open access

A Bayesian approach to adaptive frequency sampling

Simon De Ridder, Dirk Deschrijver (UGent) , Domenico Spina (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2019) 2019 23RD IEEE WORKSHOP ON SIGNAL AND POWER INTEGRITY (SPI 2019). In IEEE Workshop on Signal and Power Integrity p.1-4

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Conference Paper
P1
open access

Automated assessment of bone age using deep learning and Gaussian process regression

Tom Van Steenkiste, Joeri Ruyssinck (UGent) , Olivier Janssens (UGent) , Baptist Vandersmissen, Florian Vandecasteele, Pieter Devolder (UGent) , Eric Achten (UGent) , Sofie Van Hoecke (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC). p.674-677

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Journal Article
A1
open access

A generative modeling framework for statistical link analysis based on sparse data

Simon De Ridder, Paolo Manfredi (UGent) , Jan De Geest, Dirk Deschrijver (UGent) , Daniël De Zutter (UGent) , Tom Dhaene (UGent) and Dries Vande Ginste (UGent)

(2018) IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY. 8(1). p.21-31

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Conference Paper
P1
open access

Systematic comparison of respiratory signals for the automated detection of sleep apnea

Tom Van Steenkiste, W. Groenendaal, Joeri Ruyssinck (UGent) , P. Dreesen, S. Klerkx, C. Smeets, R. de Francisco, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC). In IEEE Engineering in Medicine and Biology Society Conference Proceedings p.449-452

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Conference Paper
P1
open access

VI-based appliance classification using aggregated power consumption data

Leen De Baets (UGent) , Tom Dhaene (UGent) , Dirk Deschrijver (UGent) , Mario Berges and Chris Develder (UGent)

(2018) 2018 IEEE INTERNATIONAL CONFERENCE ON SMART COMPUTING (SMARTCOMP 2018). p.179-186

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Conference Paper
P1
open access

Modeling real-world flexibility of residential power consumption : exploring the cylindrical WeiSSVM distribution

Nasrin Sadeghianpourhamami, Dries F. Benoit, Dirk Deschrijver (UGent) and Chris Develder (UGent)

(2018) E-ENERGY'18: PROCEEDINGS OF THE 9TH ACM INTERNATIONAL CONFERENCE ON FUTURE ENERGY SYSTEMS. p.408-410

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Conference Paper
C3
open access

Learning Multivariate Shapelets with Multi-Layer Neural Networks

Roberto Medico, Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) ACDL - Advanced Course on Data Science & Machine Learning.

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Journal Article
A1
open access

Appliance classification using VI trajectories and convolutional neural networks

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2018) ENERGY AND BUILDINGS. 158. p.32-36

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Conference Paper
P1
open access

Autoencoding density-based anomaly detection for signal integrity applications

Roberto Medico, Domenico Spina (UGent) , Dries Vande Ginste (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2018) 2018 IEEE 27TH CONFERENCE ON ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING AND SYSTEMS (EPEPS). In IEEE Conference on Electrical Performance of Electronic Packaging and Systems-EPEPS p.47-49

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Conference Paper
P1
open access

Data-driven optimization of energy efficiency and comfort in an apartment

Diego Nieves Avendano (UGent) , Joeri Ruyssinck (UGent) , Steven Vandekerckhove, Sofie Van Hoecke (UGent) and Dirk Deschrijver (UGent)

(2018) 2018 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS (IS). p.174-182

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Journal Article
A1
open access

On the Bayesian optimization and robustness of event detection methods in NILM

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2017) ENERGY AND BUILDINGS. 145. p.57-66

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Journal Article
A1
open access

Surrogate modeling based cognitive decision engine for optimization of WLAN performance

David Plets (UGent) , Krishnan Chemmangat, Dirk Deschrijver (UGent) , Michael Mehari (UGent) , Selvakumar Ulaganathan (UGent) , Mostafa Pakparvar, Tom Dhaene (UGent) , Jeroen Hoebeke (UGent) , Ingrid Moerman (UGent) and Emmeric Tanghe (UGent)

(2017) WIRELESS NETWORKS. 23(8). p.2347-2359

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Journal Article
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Comprehensive feature selection for appliance classification in NILM

Nasrin Sadeghianpourhamami, Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) and Chris Develder (UGent)

(2017) ENERGY AND BUILDINGS. 151. p.98-106

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Optimized statistical test for event detection in non-intrusive load monitoring

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) and Dirk Deschrijver (UGent)

(2017) 2017 1ST IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2017 17TH IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC / I&CPS EUROPE). p.1-5

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Automated classification of appliances using elliptical fourier descriptors

Leen De Baets (UGent) , Chris Develder (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2017) 2017 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM). In International Conference on Smart Grid Communications p.153-158

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Multi-objective geometry optimization of a gas cyclone using triple-fidelity co-kriging surrogate models

Prashant Singh (UGent) , Ivo Couckuyt (UGent) , Khairy Elsayed, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2017) JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS. 175(1). p.172-193

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Constrained multi-objective antenna design optimization using surrogates

Prashant Singh (UGent) , Marco Rossi (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Hendrik Rogier (UGent) and Tom Dhaene (UGent)

(2017) INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS. 30(6).

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Handling imbalance in an extended PLAID

Leen De Baets (UGent) , G. Jingkun, Chris Develder (UGent) , Tom Dhaene (UGent) , M. Berges and Dirk Deschrijver (UGent)

(2017) 2017 FIFTH IFIP CONFERENCE ON SUSTAINABLE INTERNET AND ICT FOR SUSTAINABILITY (SUSTAINIT 2017). In Sustainable Internet and ICT for Sustainability p.32-36

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A sequential sampling strategy for adaptive classification of computationally expensive data

Prashant Singh (UGent) , Joachim van der Herten (UGent) , Dirk Deschrijver (UGent) , Ivo Couckuyt (UGent) and Tom Dhaene (UGent)

(2017) STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION. 55(4). p.1425-1438

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A novel parametric macromodeling technique for electromagnetic structures with propagation delays

M. Sgueglia, A. Sorrentino, M. de Magistris, Domenico Spina (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2017) 2017 IEEE 21ST WORKSHOP ON SIGNAL AND POWER INTEGRITY (SPI). In IEEE Workshop on Signal and Power Integrity

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Multi-objective variable subset selection using heterogeneous surrogate modeling and sequential design

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) 2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC). In IEEE Congress on Evolutionary Computation p.1634-1641

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Active learning for approximation of expensive functions with normal distributed output uncertainty

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) p.1-3

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Efficient identification of a multi-objective pareto front on a wireless experimentation facility

Michael Mehari (UGent) , Eli De Poorter (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Günter Vermeeren (UGent) , David Plets (UGent) , Wout Joseph (UGent) , Luc Martens (UGent) , Tom Dhaene (UGent) and Ingrid Moerman (UGent)

(2016) IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS. 15(10). p.6662-6675

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Adaptive modeling and sampling methodologies for Internet of Things applications

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) , Piet Demeester (UGent) and Tom Dhaene (UGent)

(2016) PROCEEDINGS OF THE 18TH MEDITERRANEAN ELECTROTECHNICAL CONFERENCE MELECON 2016. In IEEE Mediterranean Electrotechnical Conference-MELECON p.1-5

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Cepstrum analysis applied on event detection in NILM

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) BENELEARN 2016 : proceedings of the 25th Belgian-Dutch conference on machine learning.

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Data-driven design of intelligent wireless networks: an overview and tutorial

Merima Kulin, Carolina Fortuna (UGent) , Eli De Poorter (UGent) , Dirk Deschrijver (UGent) and Ingrid Moerman (UGent)

(2016) SENSORS. 16(6).

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Adaptive classification under computational budget constraints using sequential data gathering

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) ADVANCES IN ENGINEERING SOFTWARE. 99. p.137-146

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Building accurate radio environment maps from multi-fidelity spectrum sensing data

Selvakumar Ulaganathan (UGent) , Dirk Deschrijver (UGent) , Mostafa Pakparvar (UGent) , Ivo Couckuyt (UGent) , Wei Liu (UGent) , David Plets (UGent) , Wout Joseph (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) and Ingrid Moerman (UGent)

(2016) WIRELESS NETWORKS. 22(8). p.2551-2562

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Shape optimization of a cyclone separator using multi-objective surrogate-based optimization

Prashant Singh (UGent) , Ivo Couckuyt (UGent) , Khairy Elsayed, Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) APPLIED MATHEMATICAL MODELLING. 40(5-6). p.4248-4259

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Event detection in NILM using Cepstrum smoothing

Leen De Baets (UGent) , Joeri Ruyssinck (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2016) 3rd International Workshop on Non-Intrusive Load Monitoring. p.1-4

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Energy flexibility assessment of an industrial coldstore process

Joachim van der Herten (UGent) , Frederick Depuydt (UGent) , Leen De Baets (UGent) , Dirk Deschrijver (UGent) , Matthias Strobbe (UGent) , Chris Develder (UGent) , Tom Dhaene (UGent) , R Bruneliere and J-W Rombouts

(2016) 2016 IEEE INTERNATIONAL ENERGY CONFERENCE (ENERGYCON). In IEEE International Energy Conference p.1-6

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Multipoint model order reduction for systems with delays

Elizabeth Rita Samuel (UGent) , Dirk Deschrijver (UGent) , Francesco Ferranti (UGent) , Luc Knockaert (UGent) and Tom Dhaene (UGent)

(2016) 2015 IEEE MTT-S INTERNATIONAL CONFERENCE ON NUMERICAL ELECTROMAGNETIC AND MULTIPHYSICS MODELING AND OPTIMIZATION (NEMO).

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Rational modeling of multivariate multi-fidelity data

Elizabeth Rita Samuel (UGent) , Dirk Deschrijver (UGent) , Luc Knockaert (UGent) , Tom Dhaene (UGent) and A. Cuyt

(2016) p.1-11

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Measurement-based wireless network planning, monitoring, and reconfiguration solution for robust radio communications in indoor factories

Xu Gong (UGent) , Jens Trogh, Quentin Braet (UGent) , Emmeric Tanghe (UGent) , David Plets (UGent) , Prashant Singh (UGent) , Jeroen Hoebeke (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Luc Martens (UGent) , et al.

(2016) IET SCIENCE MEASUREMENT & TECHNOLOGY. 10(4). p.375-382

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A fuzzy hybrid sequential design strategy for global surrogate modeling of high-dimensional computer experiments

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2015) SIAM JOURNAL ON SCIENTIFIC COMPUTING. 37(2). p.A1020-A1039

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Constructing classifiers of expensive simulation-based data by sequential experimental design

Joachim van der Herten (UGent) , Ivo Couckuyt (UGent) , Dirk Deschrijver (UGent) and Tom Dhaene (UGent)

(2015) 2015 WINTER SIMULATION CONFERENCE (WSC). In Winter Simulation Conference Proceedings p.3166-3167

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Surrogate-based fast peak mass-averaged SAR assessment

Günter Vermeeren (UGent) , Prashant Singh (UGent) , Sam Aerts (UGent) , Dirk Deschrijver (UGent) , Tom Dhaene (UGent) , Wout Joseph (UGent) and Luc Martens (UGent)

(2015) Annual Meeting of the Bioelectromagnetics Society and the European BioElectromagnetics Association. p.135-137