Research Explorer

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Project

Research Programme Artificial Intelligence - 2021

Outputs and Outcomes

Publications

Lifting associative operations on subposets of a complete lattice

Yexing DanBernard De Baets

A1 Journal Article in FUZZY SETS AND SYSTEMS

Nullnorms on bounded lattices constructed by means of closure and interior operators

Yexing DanBao Qing HuBernard De Baets

A1 Journal Article in FUZZY SETS AND SYSTEMS

Recent advances in trajectory inference from single-cell omics data

Louise DeconinckRobrecht CannoodtWouter SaelensBart DeplanckeYvan Saeys

A2 Journal Article in CURRENT OPINION IN SYSTEMS BIOLOGY

Explanations for network embedding-based link predictions

Bo KangJefrey LijffijtTijl De Bie

RML2SHACL : RDF generation is shaping up

Thomas DelvaBirte De SmedtSitt Min OoDylan Van AsscheSven LieberAnastasia Dimou

Batch versus sequential active learning for recommender systems

Toon De PessemierSander VanhoveLuc Martens

LatentSLAM : unsupervised multi-sensor representation learning for localization and mapping

Ozan CatalWouter JansenTim VerbelenBart DhoedtJan Steckel

A study on the calibration of fingerprint classifiers

Daniel PeraltaLin TangMaxim LippeveldYvan Saeys

Tighter application-network interfacing to drive innovation in networked systems

Jetmir HaxhibeqiriAmina SeferagicRamyashree Venkatesh BhatIngrid MoermanJeroen Hoebeke

Towards harmonization of DNA metabarcoding for monitoring marine macrobenthos : the effect of technical replicates and pooled DNA extractions on species detection

Laure Van den BulckeAnnelies De BackerBart AmpeSara MaesJan WittoeckWillem WaegemanKris HostensSofie Derycke

A2 Journal Article in METABARCODING AND METAGENOMICS

A distance-constrained semantic autoencoder for zero-shot remote sensing scene classification

Chen WangGuohua PengBernard De Baets

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING

Dealing with data veracity in multiple criteria handling : an LSP-based sibling approach

Guy De TréJozo J. Dujmovic

Optimal multi-objective resource allocation for D2D underlaying cellular networks in uplink communications

Siavash BayatJalal JalaliAta KhaliliMohammad Robat MiliSabine WittevrongelHeidi Steendam

A1 Journal Article in IEEE ACCESS

Precoding for PAPR reduction in UW-OFDM

Morteza RajabzadehHeidi Steendam

A1 Journal Article in IEEE COMMUNICATIONS LETTERS

Bacterial species identification using MALDI-TOF mass spectrometry and machine learning techniques : a large-scale benchmarking study

Thomas MortierAnneleen WiemePeter VandammeWillem Waegeman

A1 Journal Article in COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL

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

Domenico SpinaYinghao YeDirk DeschrijverWim BogaertsTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

FLOPs-efficient filter pruning via transfer scale for neural network acceleration

Zhixin GuoYifan XiaoWenzhi LiaoPeter VeelaertWilfried Philips

A1 Journal Article in JOURNAL OF COMPUTATIONAL SCIENCE

Improving the performance of machine learning models for biotechnology : the quest for deus ex machina

Friederike MeyJim ClauwaertKirsten Van HuffelWillem WaegemanMarjan De Mey

A1 Journal Article in BIOTECHNOLOGY ADVANCES

Multimodal network architecture for shared situational awareness amongst vessels

Amina SeferagicJetmir HaxhibeqiriPaolo PilozziJeroen Hoebeke

A1 Journal Article in SENSORS

FONDUE : a framework for node disambiguation and deduplication using network embeddings

Ahmad MelBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in APPLIED SCIENCES-BASEL

Link traversal with distributed subweb specifications

Bart BogaertsBas KetsmanYounes ZeboudjHeba AamerRuben TaelmanRuben Verborgh

Bayesian inverse reinforcement learning for strategy extraction in the iterated prisoner's dilemma game

Matthias CamiInês TerruchaYara KhalufPieter Simoens

Age-of-information aware in-band network telemetry for better network predictability

Jetmir HaxhibeqiriRamyashree Venkatesh BhatIngrid MoermanJeroen Hoebeke

Adaptive transport layer protocols using in-band network telemetry and eBPF

Ramyashree Venkatesh BhatJetmir HaxhibeqiriIngrid MoermanJeroen Hoebeke

Bringing time-sensitive networking to wireless professional private networks filling gaps and bridging the innovation

Jetmir HaxhibeqiriXianjun JiaoEsteban MunicioJohann M. Marquez-BarjaIngrid MoermanJeroen Hoebeke

A1 Journal Article in WIRELESS PERSONAL COMMUNICATIONS

Explainability in transformer models for functional genomics

Jim ClauwaertGerben MenschaertWillem Waegeman

A1 Journal Article in BRIEFINGS IN BIOINFORMATICS

Predicting the presence and abundance of bacterial taxa in environmental communities through flow cytometric fingerprinting

Jasmine HeyseFlorian SchattenbergPeter RubbensSusann MüllerWillem WaegemanNico BoonRuben Props

A1 Journal Article in MSYSTEMS

Neural probabilistic logic programming in DeepProbLog

Robin ManhaeveSebastijan DumančićAngelika KimmigThomas DemeesterLuc De Raedt

A1 Journal Article in ARTIFICIAL INTELLIGENCE

Disentangling what and where for 3D object-centric representations through active inference

Toon Van de MaeleTim VerbelenOzan CatalBart Dhoedt

Discovery of pairwise ordinal edit rules

Milan PeelmanAntoon BronselaerGuy De Tré

Decoupled appearance and motion learning for efficient anomaly detection in surveillance video

Bo LiSam LerouxPieter Simoens

A1 Journal Article in COMPUTER VISION AND IMAGE UNDERSTANDING

A characterization of the classes Umin and Umax of uninorms on a bounded lattice

Hua-Peng ZhangMingxiu WuZhudeng WangYao OuyangBernard De Baets

A1 Journal Article in FUZZY SETS AND SYSTEMS

Ambient temperature and relative humidity-based drift correction in frequency domain electromagnetics using machine learning

Daan HanssensEllen Van De VijverWillem WaegemanMark E. EverettIan MoffatApostolos SarrisPhilippe De Smedt

A1 Journal Article in NEAR SURFACE GEOPHYSICS

Robot navigation as hierarchical active inference

Ozan CatalTim VerbelenToon Van de MaeleBart DhoedtAdam Safron

A1 Journal Article in NEURAL NETWORKS

Towards bio-inspired unsupervised representation learning for indoor aerial navigation

Ni WangOzan CatalTim VerbelenMatthias HartmannBart Dhoedt

Opinion dynamics with backfire effect and biased assimilation

Xi ChenPanayiotis TsaparasJefrey LijffijtTijl De Bie

A1 Journal Article in PLOS ONE

A comparative study of machine learning methods for ordinal classification with absolute and relative information

Mengzi TangRaúl Pérez-FernándezBernard De Baets

A1 Journal Article in KNOWLEDGE-BASED SYSTEMS

Analyzing high-dimensional cytometry data using FlowSOM

Katrien QuintelierArtuur CouckuytAnnelies EmmaneelJoachim AertsYvan SaeysSofie Van Gassen

A1 Journal Article in NATURE PROTOCOLS

Injecting knowledge base information into end-to-end joint entity and relation extraction and coreference resolution

Severine VerlindenKlim ZaporojetsJohannes DeleuThomas DemeesterChris Develder

Efficient set-valued prediction in multi-class classification

Thomas MortierMarek WydmuchKrzysztof DembczynskiEyke HuellermeierWillem Waegeman

A1 Journal Article in DATA MINING AND KNOWLEDGE DISCOVERY

Adversarial robustness of probabilistic network embedding for link prediction

Xi ChenBo KangJefrey LijffijtTijl De Bie

Solving arithmetic word problems by scoring equations with recursive neural networks

Klim ZaporojetsGiannis BekoulisJohannes DeleuThomas DemeesterChris Develder

A1 Journal Article in EXPERT SYSTEMS WITH APPLICATIONS

Pressure injury prediction models for critically-ill patients should consider both the case-mix and local factors

Mieke DeschepperSonia LabeauWillem WaegemanStijn Blot

A1 Journal Article in INTENSIVE AND CRITICAL CARE NURSING

Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells

Robrecht CannoodtWouter SaelensLouise DeconinckYvan Saeys

A1 Journal Article in NATURE COMMUNICATIONS

Spatio-temporal consistency for semi-supervised learning using 3D radar cubes

Wei-Yu LeeMartin DimitrievskiLjubomir JovanovWilfried Philips

Automatic labeling of vulnerable road users in multi-sensor data

Martin DimitrievskiIvana ShopovskaDavid Van HammePeter VeelaertWilfried Philips

PDR/UWB based positioning of a shopping cart

Stef VandermeerenHeidi Steendam

A1 Journal Article in IEEE SENSORS JOURNAL

DWIE : an entity-centric dataset for multi-task document-level information extraction

Klim ZaporojetsJohannes DeleuChris DevelderThomas Demeester

A1 Journal Article in INFORMATION PROCESSING & MANAGEMENT

A learning gap between neuroscience and reinforcement learning

Samuel WauthierPietro MazzagliaOzan CatalCedric De BoomTim VerbelenBart Dhoedt

Weak segmentation supervised deep neural networks for pedestrian detection

Zhixin GuoWenzhi LiaoYifan XiaoPeter VeelaertWilfried Philips

A1 Journal Article in PATTERN RECOGNITION

Stable topological signatures for metric trees through graph approximations

Robin VandaeleBastian RieckYvan SaeysTijl De Bie

A1 Journal Article in PATTERN RECOGNITION LETTERS

ALPINE : active link prediction using network embedding

Xi ChenBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in APPLIED SCIENCES-BASEL

Artificial Intelligence and Machine Learning, 32nd Benelux Conference, BNAIC/Benelearn 2020, Revised Selected Papers

A million tweets are worth a few points : tuning transformers for customer service tasks

Amir HadifarSofie LabatVeronique HosteChris DevelderThomas Demeester

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

Federico GarbugliaJixiang QingNicolas KnuddeDomenico SpinaIvo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Automating data science : prospects and challenges

Tijl De BieLuc De RaedtJosé Hernández-OralloHolger H. HoosPadhraic SmythChristopher K. I. Williams

Rule-embedded network for audio-visual voice activity detection in live musical video streams

Yuanbo HouYi DengBilei ZhuZejun MaDick Botteldooren

Graph approximations to geodesics on metric graphs

Robin VandaeleYvan SaeysTijl De Bie

Cold-start problems in data-driven prediction of drug-drug interaction effects

Pieter DewulfMichiel StockBernard De Baets

A1 Journal Article in PHARMACEUTICALS

A socially assistive robot for long-term cardiac rehabilitation in the real world

Nathalia CespedesBahar IrfanEmmanuel SenftCarlos A. CifuentesLuisa F. GutierrezMonica Rincon-RoncancioTony BelpaemeMarcela Munera

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

Active vision for robot manipulators using the free energy principle

Toon Van de MaeleTim VerbelenOzan CatalCedric De BoomBart Dhoedt

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

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

Roberto MedicoJoeri RuyssinckDirk DeschrijverTom Dhaene

A1 Journal Article in ADVANCES IN DATA ANALYSIS AND CLASSIFICATION

Self-supervised exploration via latent Bayesian surprise

Pietro MazzagliaOzan CatalTim VerbelenBart Dhoedt

Aleatoric and epistemic uncertainty in machine learning : an introduction to concepts and methods

Eyke HuellermeierWillem Waegeman

A1 Journal Article in MACHINE LEARNING

In-band network monitoring technique to support SDN-based wireless networks

Jetmir HaxhibeqiriPedro Heleno IsolaniJohann M. Marquez-BarjaIngrid MoermanJeroen Hoebeke

A1 Journal Article in IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT

Multithreaded variant calling in elPrep 5

Charlotte HerzeelPascal CostanzaDries DecapJan FostierRoel WuytsWilfried Verachtert

A1 Journal Article in PLOS ONE

Enabling TSN over IEEE 802.11 : low-overhead time synchronization for Wi-Fi clients

Jetmir HaxhibeqiriXianjun JiaoMuhammad AslamIngrid MoermanJeroen Hoebeke

GENDIS : genetic discovery of shapelets

Gilles VandewieleFemke OngenaeFilip De Turck

A1 Journal Article in SENSORS

PhenoGMM : Gaussian mixture modeling of cytometry data quantifies changes in microbial community structure

Peter RubbensRuben PropsFrederiek-Maarten KerckhofNico BoonWillem Waegeman

A1 Journal Article in MSPHERE

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

Dirk Deschrijver

Editorial material

Sigmoidal NMFD : convolutional NMF with saturating activations for drum mixture decomposition

Len Vande VeireCedric De BoomTijl De Bie

A1 Journal Article in ELECTRONICS

Accelerating iterative CT reconstruction algorithms using Tensor Cores

Mohsen NourazarBart Goossens

A1 Journal Article in JOURNAL OF REAL-TIME IMAGE PROCESSING

Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2020, Proceedings, Part III

Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2020, Proceedings, Part II

Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2020, Proceedings, Part I

Incorporating unmodeled dynamics into first-principles models through machine learning

Ward QuaghebeurIngmar NopensBernard De Baets

A1 Journal Article in IEEE ACCESS

Uplink transceiver design for coded GFDMA systems

Morteza RajabzadehMohammad TowliatSeyyed Mohammad Javad Asgari TabatabaeeHeidi Steendam

A1 Journal Article in SIGNAL PROCESSING

Spatiotemporal air quality inference of low-cost sensor data : application on a cycling monitoring network

Jelle HofmanTien Huu DoXuening QinEsther RodrigoMarta E. NikolaouWilfried PhilipsNikos DeligiannisValerio Panzica La Manna

Automated detection and counting of Artemia using U-shaped fully convolutional networks and deep convolutional networks

Gang WANGGilbert Van StappenBernard De Baets

A1 Journal Article in EXPERT SYSTEMS WITH APPLICATIONS

High-resolution surveying with small-loop requency-domain electromagnetic systems : efficient survey design and adaptive processing

Daan HanssensWillem WaegemanYnse DeclercqHans DierckxHenri VerscheldePhilippe De Smedt

A1 Journal Article in IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE

Intelligent frame selection as a privacy-friendlier alternative to face recognition

Mattijs BaertSam LerouxPieter Simoens

Cytometric fingerprints of gut microbiota predict Crohn's disease state

Peter RubbensRuben PropsFrederiek-Maarten KerckhofNico BoonWillem Waegeman

A1 Journal Article in ISME JOURNAL

Predicting bacteriophage hosts based on sequences of annotated receptor-binding proteins

Dimitri BoeckaertsMichiel StockBjorn CrielHans GerstmansBernard De BaetsYves Briers

A1 Journal Article in SCIENTIFIC REPORTS

Invertible local image descriptors learned with variational autoencoders

Nina ŽižakićAleksandra Pizurica

Towards better concordance among contextualized evaluations in FAST-GDM problems

Marcelo Eduardo Loor RomeroAna Tapia-RoseroGuy De Tré

A1 Journal Article in MATHEMATICS

Conditional t-SNE : more informative t-SNE embeddings

Bo KangDarío García GarcíaJefrey LijffijtRaúl Santos-RodríguezTijl De Bie

A1 Journal Article in MACHINE LEARNING

Probabilistic topic modelling in food spoilage analysis : a case study with Atlantic salmon (Salmo salar)

Lotta KuulialaRaul Perez FernandezMengzi TangMike VanderroostBernard De BaetsFrank Devlieghere

A1 Journal Article in INTERNATIONAL JOURNAL OF FOOD MICROBIOLOGY

Otolith identification using a deep hierarchical classification model

Michiel StockBac Nguyen CongWouter CourtensHilbran VerstraeteEric StienenBernard De Baets

A1 Journal Article in COMPUTERS AND ELECTRONICS IN AGRICULTURE

Distance metric learning for augmenting the method of nearest neighbors for ordinal classification with absolute and relative information

Mengzi TangRaul Perez FernandezBernard De Baets

A1 Journal Article in INFORMATION FUSION

Forty years of fuzzy sets and systems : a bibliometric analysis

Sigifredo LaengleValeria LobosJose M. MerigoEnrique Herrera-ViedmaManuel J. CoboBernard De Baets

A1 Journal Article in FUZZY SETS AND SYSTEMS

Social assistive robots : assessing the impact of a training assistant robot in cardiac rehabilitation

Jonathan CasasEmmanuel SenftLuisa F. GutierrezMonica Rincon-RocancioMarcela MuneraTony BelpaemeCarlos A. Cifuentes

A1 Journal Article in INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS

Anomaly detection and event mining in cold forming manufacturing processes

Diego Nieves AvendanoDaniel CaljouwDirk DeschrijverSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

A study on the label noise impact on the hyperspectral image classification

Meizhu LiShaoguang HuangAleksandra Pizurica

FACE : Feasible and Actionable Counterfactual Explanations

Rafael PoyiadziKacper SokolRaul Santos-RodriguezTijl De BiePeter Flach

Mining explainable local and global subgraph patterns with surprising densities

Junning DengBo KangJefrey LijffijtTijl De Bie

A1 Journal Article in DATA MINING AND KNOWLEDGE DISCOVERY

Contextualizing support vector machine predictions

Marcelo Eduardo Loor RomeroGuy De Tré

A1 Journal Article in INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS

CSNE : conditional signed network embedding

Alexandru-Cristian MaraYoosof MashayekhiJefrey LijffijtTijl De Bie

SIAS-miner : mining subjectively interesting attributed subgraphs

Anes BendimeradAhmad MelJefrey LijffijtMarc PlantevitCeline RobardetTijl De Bie

A1 Journal Article in DATA MINING AND KNOWLEDGE DISCOVERY