Research Explorer

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Researcher

Stijn Luca

Publications & Research Data

Awards & Distinctions

62 Results

2025

Constraint-guided learning of data-driven health indicator models : an application on bearings

Yonas TeferaQuinten Van BaelenMaarten MeireStijn LucaPeter Karsmakers

A2 Journal Article in INTERNATIONAL JOURNAL OF PROGNOSTICS AND HEALTH MANAGEMENT

Data-driven health assessment and prognostics of assets with limited data

Yonas Yehualaeshet TeferaPeter KarsmakersStijn LucaDereje H. Woldegebrael

Estimating remaining usable time of batteries with uncertainty quantification : a case study on base transceiver station application using real-life data

Yonas TeferaStijn LucaDereje Hailemariam WoldegebrealPeter Karsmakers

A1 Journal Article in IEEE ACCESS

Open-set recognition using extreme value theory

Matthys Lucas SteynTertius de WetStijn LucaBernard De Baets

The extreme value support measure machine for group anomaly detection

Lixuan AnBernard De BaetsStijn Luca

A1 Journal Article in MATHEMATICS

2024

Integrating citizen science and multispectral satellite data for multiscale habitat management

Camille Van EupenDirk MaesStien HeremansKristijn R. R. SwinnenBen SomersStijn Luca

A1 Journal Article in BIODIVERSITY AND CONSERVATION

2023

A nearest neighbor open-set classifier based on excesses of distance ratios

Matthys Lucas SteynTertius de WetBernard De BaetsStijn Luca

A1 Journal Article in JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Building personalised machine learning models in health informatics with limited datasets

Chetanya PuriBart VanrumsteStijn LucaGerben Kooijman

Data-efficient methods for natural language processing : applications in healthcare

Hee Reen ShimBart VanrumsteStijn LucaDietwig Lowet

Effect on colorectal cancer bioenergetics by chronic exposure to red meat metabolites

Elien AlderweireldtCharlotte GrootaertAndreja RajkovicFilip Van NieuwerburghStijn LucaJohn Van CampOlivier De Wever

Integrating opportunistic citizen science data and species distribution models for biodiversity conservation policy and management

Camille Van EupenStijn LucaBen SomersDirk Maes

On the calibration of probabilistic classifier sets

Thomas MortierViktor BengsEyke HüllermeierStijn LucaWillem Waegeman

Within and among farm variability of coffee quality of smallholders in southwest Ethiopia

Merkebu Getachew GebrePascal BoeckxKris VerheyenKassaye TolassaAyco J. M. TackKristoffer HylanderStijn LucaBeyene ZewdiePieter De Frenne

A1 Journal Article in AGROFORESTRY SYSTEMS

2022

An exploratory data analysis : the performance differences of a medical code prediction system on different demographic groups

Heereen ShimDietwig LowetStijn LucaBart Vanrumste

Forecasting time series in healthcare with Gaussian processes and Dynamic Time Warping based subset selection

Chetanya PuriGerben KooijmanBart VanrumsteStijn Luca

A1 Journal Article in IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

From mangrove to fork : metal presence in the Guayas Estuary (Ecuador) and commercial mangrove crabs

Andrée De CockNiels De TroyerMarie Anne Eurie ForioIsabel Garcia ArevaloWout Van EchelpoelLiesbeth JacxsensStijn LucaGijs Du LaingFilip TackLuis Dominguez Granda et al.

From sediment to consumer : risk assessment of pollutants present in the Guayas Estuary and red mangrove crabs in Ecuador

Andrée De CockMarie Anne Eurie ForioNiels De TroyerIsabela Garcia ArevaloArne DeknockWout Van EchelpoelLenin Riascos FloresJasmine De RopLiesbeth JacxsensPieter Spanoghe et al.

Sampling errors and variability in video transects for assessment of reef fish assemblage structure and diversity

Stijn BruneelLong Tuan HoWout Van EchelpoelAmber SchoetersHeleen RaatTom MoensRafael BermudezStijn LucaPeter Goethals

A1 Journal Article in PLOS ONE

Species profiles support recommendations for quality filtering of opportunistic citizen science data

Camille Van EupenDirk MaesMarc HerremansKristijn R. R. SwinnenBen SomersStijn Luca

A1 Journal Article in ECOLOGICAL MODELLING

2021

A localized learning approach applied to human activity recognition

Ahmed YoussefJean-marie AertsBart VanrumsteStijn Luca

A1 Journal Article in IEEE INTELLIGENT SYSTEMS

A personalized Bayesian approach for early intervention in gestational weight gain management toward pregnancy care

Chetanya PuriGerben KooijmanFelipe MasculoShannon Van SambeekSebastiaan Den BoerJo HuaNan HuangHenry MaYafang JinFan Ling et al.

A1 Journal Article in IEEE ACCESS

Assessing the drivers behind the structure and diversity of fish assemblages associated with rocky shores in the Galapagos archipelago

Stijn BruneelWout Van EchelpoelLong Tuan HoHeleen RaatAmber SchoetersNiels De TroyerRatha SorJosé Fernando Pontón CevallosRuth VandeputteChristine Van der heyden et al.

A1 Journal Article in JOURNAL OF MARINE SCIENCE AND ENGINEERING

Building blocks of a task-oriented dialogue system in the healthcare domain

Heereen ShimDietwig LowetStijn LucaBart Vanrumste

Feature selection for unbiased imputation of missing values : a case study in healthcare

Chetanya PuriGerben KooijmanXi LongPaul HamelmannSima AsvadiBart VanrumsteStijn Luca

From mangrove to fork : metal presence in the Guayas Estuary (Ecuador) and commercial mangrove crabs

Andrée De CockNiels De TroyerMarie Anne Eurie ForioIsabel García ArévaloWout Van EchelpoelLiesbeth JacxsensStijn LucaGijs Du LaingFilip TackLuis Dominguez Granda et al.

A1 Journal Article in FOODS

Gestational weight gain prediction using privacy preserving federated learning

Chetanya PuriKoustabh DoluiGerben KooijmanFelipe MasculoShannon Van SambeekSebastiaan Den BoerSam MichielsHans HallezStijn LucaBart Vanrumste

LETS : a label-efficient training scheme for aspect-based sentiment analysis by using a pre-trained language model

Heereen ShimDietwig LowetStijn LucaBart Vanrumste

A1 Journal Article in IEEE ACCESS

Machine learning for human health : from activity and vital-sign monitoring to mortality prediction

Ahmed YoussefBart VanrumsteJean-Marie AertsStijn Luca

Possibilities of modified atmosphere packaging to prevent the occurrence of internal fruit rot in bell pepper fruit (Capsicum annuum) caused by Fusarium spp

M. FransR. AertsN. CeustersStijn LucaJ. Ceusters

A1 Journal Article in POSTHARVEST BIOLOGY AND TECHNOLOGY

Synthetic data generation and multi-task learning for extracting temporal information from health-related narrative text

Heereen ShimDietwig LowetStijn LucaBart Vanrumste

The impact of data quality filtering of opportunistic citizen science data on species distribution model performance

Camille Van EupenDirk MaesMarc HerremansKristijn R. R. SwinnenBen SomersStijn Luca

A1 Journal Article in ECOLOGICAL MODELLING

The impact of data quality filtering of opportunistic citizen science data on species distribution model performance: dataset used for Maxent modelling.

Camille Van EupenDirk MaesMarc HerremansKristijn SwinnenBen SomersStijn Luca

Unsupervised machine learning methods to estimate a health indicator for condition monitoring using acoustic and vibration signals : a comparison based on a toy data set from a coffee vending machine

Yonas TeferaMaarten MeireStijn LucaPeter Karsmakers

2020

A web-based tool to design and analyze single- and double-stage acceptance sampling plans

Stijn LucaJohan VandercappellenJohan Claes

A1 Journal Article in QUALITY ENGINEERING

Combining disciplines : dealing with observed and cryptic animal residencies in passive telemetry data by applying econometric decision-making models

Stijn BruneelPieterjan VerhelstJan ReubensStijn LucaJohan CoeckTom MoensPeter Goethals

A1 Journal Article in ECOLOGICAL MODELLING

Data augmentation and semi-supervised learning for deep neural networks-based text classifier

Heereen ShimStijn LucaDietwig LowetBart Vanrumste

Vital signs prediction and early warning score calculation based on continuous monitoring of hospitalised patients using wearable technology

Ahmed Youssef Ali AmerFemke WoutersJulie VrankenDianne de Korte-de BoerValérie Smit-FunPatrick DuflotMarie-Hélène BeaupainPieter VandervoortStijn LucaJean-Marie Aerts et al.

A1 Journal Article in SENSORS

2019

Development of a continuous reactor for emulsion-based microencapsulation of hexyl acetate with a polyuria shell

Sven RL GobertMarleen SegersStijn LucaRoberto FA TeixeiraSimon KuhnLeen BraekenLeen CJ Thomassen

A1 Journal Article in JOURNAL OF MICROENCAPSULATION

Feature engineering for ICU mortality prediction based on hourly to bi-hourly measurements

Ahmed YA AmerJulie VrankenFemke WoutersDieter MesottenPieter VandervoortValerie StormsStijn LucaBart VanrumsteJean-Marie Aerts

A1 Journal Article in APPLIED SCIENCES-BASEL

Hierarchical clustering reveals unique features in the diel dynamics of metabolites in the CAM orchid Phalaenopsis

Nathalie CeustersStijn LucaRegina FeilJohan E ClaesJohn E LunnWim Van den EndeJohan Ceusters

A1 Journal Article in JOURNAL OF EXPERIMENTAL BOTANY

PREgDICT : early prediction of gestational weight gain for pregnancy care

Chetanya PuriGerben KooijmanFelipe MasculoShannon Van SambeekSebastiaan Den BoerStijn LucaBart Vanrumste

2018

Modelling greenhouse climate factors to constrain internal fruit rot (Fusarium spp.) in bell pepper

M FransR MoerkensS Van GoolC SauvillerS Van LaethemStijn LucaR AertsJ Ceusters

A1 Journal Article in JOURNAL OF PLANT DISEASES AND PROTECTION

Modified chain sampling plans for lot inspection by variables and attributes

A1 Journal Article in JOURNAL OF APPLIED STATISTICS

Point process models for novelty detection on spatial point patterns and their extremes

Stijn LucaMarco AF PimentelPeter J WatkinsonDavid A Clifton

A1 Journal Article in COMPUTATIONAL STATISTICS & DATA ANALYSIS

2017

Effect of post-harvest starvation and rinsing on the microbial numbers and the bacterial community composition of mealworm larvae (Tenebrio molitor)

E WynantsS CrauwelsB LievensStijn LucaJ ClaesA BorremansL BruyninckxL Van Campenhout

A1 Journal Article in INNOVATIVE FOOD SCIENCE & EMERGING TECHNOLOGIES

2016

Decision support systems for home monitoring applications : classification of activities of daily living and epileptic seizures

Stijn LucaLode VeugenHugo Van hammePeter KarsmakersBart Vanrumste

Bookchapter in Machine learning for healthcare technologies

Developing a system that can automatically detect health changes using transfer times of older adults

Greet BaldewijnsStijn LucaBart VanrumsteTom Croonenborghs

A1 Journal Article in BMC MEDICAL RESEARCH METHODOLOGY

One-class classification of point patterns of extremes

Stijn LucaDavid A CliftonBart Vanrumste

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH

2015

Applicability of the Foodtexture Puff Device for rheological characterization of viscous food products

Sofie MorrenTim Van DyckFrank MathijsStijn LucaRuth CardinaelsPaula MoldenaersBart De KetelaereJohan Claes

A1 Journal Article in JOURNAL OF TEXTURE STUDIES

Automatic detection of health changes using statistical process control techniques on measured transfer times of elderly

Greet BaldewijnsStijn LucaWilliam NagelsBart VanrumsteTom Croonenborghs

Prediction of clinical foot characteristics using quantitative features from different measurement set-ups

Kris CuppensIngrid KnippelsTom SaeyMario BroeckxInge Van den HerrewegenStijn LucaVeerle CreylmanLuc LabeyLouis Peeraer

2014

Accelerometry-based home monitoring for detection of nocturnal hypermotor seizures based on novelty detection

Kris CuppensPeter KarsmakersAnouk Van de VelBert BonroyMilica MilosevicStijn LucaTom CroonenborghsBerten CeulemansLieven LagaeSabine Van Huffel et al.

A1 Journal Article in IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

An approach to estimate degree completion using drop-out rates

Stijn LucaMarc VerdyckMarc Coppens

A1 Journal Article in STUDIES IN EDUCATIONAL EVALUATION

Anomaly detection using the Poisson process limit for extremes

Stijn LucaPeter KarsmakersBart Vanrumste

Detecting rare events using extreme value statistics applied to epileptic convulsions in children

Stijn LucaPeter KarsmakersKris CuppensTom CroonenborghsAnouk Van de VelBerten CeulemansLieven LagaeSabine Van HuffelBart Vanrumste

A1 Journal Article in ARTIFICIAL INTELLIGENCE IN MEDICINE

Healthcare decision support systems at home

Tom CroonenborghsStijn LucaPeter KarsmakersBart Vanrumste

Modeling a water purification process for quality monitoring

Frank Van der MeulenStijn LucaGosse OveralJohan DubbeldamAlessandro Di BucchianicoGeurt Jongbloed

Spatio-temporal gradients of dry matter content and fundamental material parameters of Gouda cheese

Els VandenbergheSvetlana ChoucharinaStijn LucaBart De KetelaereJosse De BaerdemaekerJohan Claes

A1 Journal Article in JOURNAL OF FOOD ENGINEERING

2013

Spatio-temporal changes of physicochemical parameters during cheese ripening

Els VandenbergheSvetlana ChoucharinaStijn LucaBart De KetelaereJosse De BaerdemaekerJohan Claes

2010

Cyclicity of unbounded semi-hyperbolic 2-saddle cycles in polynomial Lienard systems

Magdalena CauberghFreddy DumortierStijn Luca

A1 Journal Article in DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS

2009

Detecting alien limit cycles near a Hamiltonian 2-saddle cycle

Stijn LucaFreddy DumortierMagdalena CauberghRobert Roussarie

A1 Journal Article in DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS

Limit periodic sets in polynomial Liénard equations

Stijn LucaFreddy Dumortier

A2 Journal Article in QUALITATIVE THEORY OF DYNAMICAL SYSTEMS