TRUST-ME
G. Slapničar, Z. Anžur, M. Luštrek Recent developments in sensing technology (e.g., video- and audio-based and wearable sensors) and advanced...
Ambient intelligence aims at increasing the quality of life by introducing the technology into our everyday environment in a way that places minimal burden on the user. Due to the rapid aging of the population, care for the elderly and telemedicine are among the area’s main goals, but applications for the general population, such as smart buildings, are also important. A prerequisite for ambient intelligence is understanding the user’s situation and needs, which we address by analyzing human behavior using various sensors. We work with many sensor types, but have particularly extensive experience with:
We work on a wide range of ambient intelligence tasks, for example:
G. Slapničar, Z. Anžur, M. Luštrek Recent developments in sensing technology (e.g., video- and audio-based and wearable sensors) and advanced...
M. Luštrek, M. Jordan, N. Reščič, M. F. Martinšek The overall goal of the SmartCHANGE project is to develop trustworthy,...
M. Luštrek There are around 88 million tonnes of food wasted each year in the European Union. The Waste Quantification...
V. Janko, M. Gams, B. Filipič, T. Šef, M. Luštrek, T. Tušar, A. Gradišek, E. Dovgan, M. Mlakar, J. Krivec,...
M. Luštrek, J. Valič, V. Janko COVIRNA – a patient-centred Innovation Action aiming to generate a diagnostic tool to identify...
M. Luštrek, N. Reščič The WideHealth Project (Widening Research on Pervasive eHealth) will enable research exchanges and training activities on the...
M. Luštrek, C. M. DeMasi The CoachMyLife project (AAL Call 2018) Short description, main aims and objectives of the project:...
M. Luštrek, V. Janko SI4CARE: Social Innovation for integrated health CARE of ageing population in ADRION Regions Programme: INTERREG V-B Adriatic-Ionian...
M. Luštrek, N. Reščič WellCo (Horizon2020 project) Short description, main aims and objectives of the project: Aim of the project...
M. Luštrek, J. Lukan STRAW: Disentangling the sources and context of day-to-day STRess At Work Short description, main aims and...
Our department is a partner in the WideHealth project, which is providing training and networking opportunities on pervasive health. We...
M. Luštrek Dr. Mitja Luštrek was the general organizer and coordinator of all the workshops taking place as part of...
M. Luštrek, N. Reščič, V. Janko We organized a winter school as part of the WideHealth project, which hosted a...
M. Luštrek Dr. Mitja Luštrek co-organized a workshop on on-body sensor networks as part of the well-established UbiComp conference. https://ubicomp.eti.uni-siegen.de/workshop/obsn2020/
Arlene J. Astell, Jani Bizjak, Matjaž Gams, Anton Gradišek, Karmen Goljuf, others Developing a pragmatic evaluation of ICTs for older adults with cognitive impairment at scale : the IN LIFE experience Journal Article In: Universal access in the information society, vol. vol. 21, no. iss. 1, pp. 19 str., 2022. BibTeX | Links: Eva Peklaj, Nina Reščič, Barbara Koroušić-Seljak, Nada Rotovnik-Kozjek Is RED-S in athletes just another face of malnutrition? : er Journal Article In: Clinical nutrition ESPEN, pp. 22 str., 2022. BibTeX | Links: Larissa Bolliger, Junoš Lukan, Elena Colman, Leen Boersma, Mitja Luštrek, Dirk De Bacquer, Els Clays Sources of occupational stress among office workers - a focus group study Journal Article In: International journal of environmental research and public health, vol. vol. 19, no. no. 3, pp. str. 1075-1-1075-18, 2022. BibTeX | Links: Junoš Lukan, Larissa Bolliger, N. Pauwels, Mitja Luštrek, Dirk De Bacquer, Els Clays Work environment risk factors causing day-to-day stress in occupational settings : a systematic review Journal Article In: BMC public health, no. vol. 22, pp. str. 240-1-240-13, 2022. BibTeX | Links: Lina Badimon, Mitja Luštrek, On EU-CardioRNA COSTAction CA17129 Cardiovascular RNA markers and artificial intelligence may improve COVID-19 outcome : a position paper from the EU-CardioRNA COST Action CA17129 Journal Article In: Cardiovascular Research, vol. vol. 117, no. no. 8, pp. str. 1823-1840, 2021. BibTeX | Links: Surya Krishnamurthy, K. S. Kapeleshh, Erik Dovgan, Mitja Luštrek, Barbara Gradišek Piletič, Kathiravan Srinivasan, Yu-Chuan (Jack) Li, Anton Gradišek, Shabbir Syed-Abdul Machine learning prediction models for chronic kidney disease using national health insurance claim data in Taiwan Journal Article In: Healthcare, vol. vol. 9, no. no. 5, pp. str. 546-1- 546-13, 2021. BibTeX | Links: Els Clays, Mitja Luštrek, Marko Bohanec, Jakob Valič, Aljoša Vodopija, others Proof-of-concept trial results of the HeartMan mobile personal health system for self-management in congestive heart failure Journal Article In: Scientific reports, vol. vol. 11, pp. str. 5663-1-5663-10, 2021. BibTeX | Links: Marko Bohanec, Aljoša Vodopija, Mitja Luštrek, others HeartMan DSS : a decision support system for self-management of congestive heart failure Journal Article In: Expert systems with applications, vol. vol. 186, pp. str. 115688-1-115688-13, 2021. BibTeX | Links: Rok Piltaver, Mitja Luštrek, Sašo Džeroski, Martin Gjoreski, Matjaž Gams Learning comprehensible and accurate hybrid trees Journal Article In: Expert systems with applications, vol. vol. 164, pp. str. 113980-1-113980-11, 2021. BibTeX | Links: Vito Janko, Mitja Luštrek A general framework for making context-recognition systems more energy efficient Journal Article In: Sensors, vol. vol. 21, no. no. 3, pp. str. 766-1-766-31, 2021. BibTeX | Links: Vito Janko, Gašper Slapničar, Erik Dovgan, Nina Reščič, Tine Kolenik, Martin Gjoreski, Maj Smerkol, Matjaž Gams, Mitja Luštrek Machine learning for analyzing non-countermeasure factors affecting early spread of COVID-19 Journal Article In: International journal of environmental research and public health, vol. vol. 18, no. no. 13, pp. str. 6750-1-6750-33, 2021. BibTeX | Links: Simon Stankoski, Marko Jordan, Hristijan Gjoreski, Mitja Luštrek Smartwatch-based eating detection : data selection for machine learning from imbalanced data with imperfect labels Journal Article In: Sensors, vol. vol. 21, no. no 5, pp. str. 1902-1-1902-25, 2021. BibTeX | Links: Mitja Luštrek, Marko Bohanec, Erik Dovgan, Jure Lampe, Miha Mlakar, Gašper Slapničar, Jakob Valič, Aljoša Vodopija, others A personal health system for self-management of congestive heart failure (HeartMan) : development, technical evaluation, and proof-of-concept randomized controlled trial Journal Article In: JMIR medical informatics, vol. vol. 9, no. iss. 3, pp. 19 str., 2021. BibTeX | Links: Gašper Slapničar, Wenjin Wang, Mitja Luštrek Classification of hemodynamics scenarios from a public radar dataset using a deep learning approach Journal Article In: Sensors, vol. vol. 21, no. no.5, pp. str. 1836-1-1836-23, 2021. BibTeX | Links: Martin Gjoreski, Bhargavi Mahesh, Tine Kolenik, Jens Uwe-Gabras, Dominik Seuss, Hristijan Gjoreski, Mitja Luštrek, Matjaž Gams, Veljko Pejović Cognitive load monitoring with wearables-lessons learned from a machine learning challenge Journal Article In: IEEE access, vol. vol. 9, pp. str. 103325-103336, 2021. BibTeX | Links: Junoš Lukan, Gregor Geršak Predicting task difficulty through psychophysiology Incollection In: Iztok Devetak, Saša A. Glažar (Ed.): Applying bio-measurements methodologies in science education research, pp. str. 55-70, Springer Nature, [Cham], 2021. BibTeX | Links: Primož Kocuvan, Jakob Valič, Matjaž Gams Android application for remote monitoring of the elderly's parameters Inproceedings In: Matjaž Gams, Primož Kocuvan, Flavio Rizzolio (Ed.): Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D, pp. str. 16-19, Institut "Jožef Stefan", Ljubljana, 2021. Gjorgji Noveski, Jakob Valič, others Analysis of a recommendation system used for predicting medical services Inproceedings In: Matjaž Gams, Primož Kocuvan, Flavio Rizzolio (Ed.): Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D, pp. str. 35-37, Institut "Jožef Stefan", Ljubljana, 2021. Zdenko Vuk, Jani Bizjak, Erik Dovgan, Matjaž Gams, Anton Gradišek An overview of the BATMAN platform Inproceedings In: Sergio Crovella, Anton Gradišek (Ed.): Delavnica projekta BATMAN = BATMAN Project Workshop : 4. oktober 2021, 4 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek J = volume J, pp. str. 19-22, Institut "Jožef Stefan", Ljubljana, 2021. Vito Janko, Nina Reščič, Tea Tušar, Mitja Luštrek, Matjaž Gams What-if analysis of countermeasures against COVID-19 in November 2020 in Slovenia Inproceedings In: Matjaž Gams, Primož Kocuvan, Flavio Rizzolio (Ed.): Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D, pp. str. 42-45, Institut "Jožef Stefan", Ljubljana, 2021. Nina Reščič, Vito Janko, David Susič, Carlo De Masi, Aljoša Vodopija, Matej Marinko, Tea Tušar, Erik Dovgan, Matej Cigale, Anton Gradišek, Matjaž Gams, Mitja Luštrek Finding efficient intervention plans against Covid-19 : second place at the XPRIZE Pandemic Response Challenge Inproceedings In: Marija Kalendar (Ed.): XV International Conference ETAI 2021 : 23-24 September, online Conference = 23-24 Septembri 2021, virtualna konferencija : zbornik na trudovi = conference proceedings, pp. str. 139-143, ETAI Society of Macedonia, Skopje, 2021. Clement Picard, Vito Janko, Nina Reščič, Martin Gjoreski, Mitja Luštrek Identification of cooking preparation using motion capture data : a submission to the cooking activity recognition challenge Inproceedings In: Riad Md Atiqur Rahman, Paula Lago, Inoue Sozo (Ed.): Human activity recognition challenge, pp. str. 103-113, Springer Singapore, Singapore, 2021. Erik Dovgan, Gašper Slapničar, Jakob Valič, Mitja Luštrek Recognition of behaviour patterns for people with profound intellectual and multiple disabilities Inproceedings In: UbiComp/ISWC '21 adjunct : proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2021 ACM International Symposium on Wearable Computers, September 21-25, 2021 : virtual event, pp. str. 523-527, ACM = The Association for Computing Machinery, New York, New York, 2021. Nina Reščič, Mitja Luštrek Question ranking for food frequency Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 39-42, Institut "Jožef Stefan", Ljubljana, 2021. Mitja Luštrek, Nina Reščič, Vito Janko, David Susič, Carlo De Masi, Aljoša Vodopija, Matej Marinkovič, Tea Tušar, Erik Dovgan, Matej Cigale, Anton Gradišek, Matjaž Gams Napovedovanje trendov in optimiziranje ukrepov v boju proti pandemiji COVID-19 : Tekmovanje XPRIZE in naslednji koraki : Forecasting trends and optimizing the intervention plans against the COVID-19 pandemic: The XPRIZE competition and beyond Inproceedings In: Matjaž Gams, Primož Kocuvan, Flavio Rizzolio (Ed.): Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D, pp. str. 52-55, Institut "Jožef Stefan", Ljubljana, 2021. Carlo De Masi, Simon Stankoski, Vincent Cergolj, Mitja Luštrek Intent recognition and drinking detection for assisting kitchen-based activities Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 15-18, Institut "Jožef Stefan", Ljubljana, 2021. Aljoša Vodopija, Tea Tušar, Bogdan Filipič Analyzing the diversity of constrained multiobjective optimization test suites Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 51-54, Institut "Jožef Stefan", Ljubljana, 2021. Andrejaana Andova, Bogdan Filipič Some experimental results in evolutionary multitasking Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 11-14, Institut "Jožef Stefan", Ljubljana, 2021. Junoš Lukan, Larissa Bolliger, Els Clays, Oscar Mayora, Venet Osmani, Mitja Luštrek Participantsʼ experience and adherence in repeated measurement studies among office-based workers Inproceedings In: UbiComp/ISWC '21 adjunct : proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2021 ACM International Symposium on Wearable Computers, September 21-25, 2021 : virtual event, pp. str. 528-531, ACM = The Association for Computing Machinery, New York, New York, 2021. David Susič Daily Covid-19 Deaths prediction for Slovenia Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 43-46, Institut "Jožef Stefan", Ljubljana, 2021. Vito Janko, Matjaž Boštic, Junoš Lukan, Gašper Slapničar Library for feature calculation in the context-recognition domain Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 23-26, Institut "Jožef Stefan", Ljubljana, 2021. Larissa Bolliger, Junoš Lukan, Mitja Luštrek, Dirk De Bacquer, Els Clays Protocol of the STRess at Work (STRAW) project : how to disentangle day-to-day occupational stress among academics based on EMA, physiological data, and smartphone sensor and usage data Journal Article In: International journal of environmental research and public health, vol. vol. 17, no. no. 23, pp. str. 8835-1-8835-14, 2020. BibTeX | Links: Luca Monto, Michele Schiariti, Pietro Fedele Calvisi, Silvio Bonfiglio, Mitja Luštrek, Paolo Emilio Puddu Association of patient-reported outcomes and heart rate trends in heart failure : a report from the Chiron project Journal Article In: Scientific reports, vol. vol. 10, pp. str. 576-1-576-8, 2020. BibTeX | Links: Nina Reščič, Tome Eftimov, Barbara Koroušić-Seljak, Mitja Luštrek Optimising an FFQ using a machine learning pipeline to teach an efficient nutrient intake predictive model Journal Article In: Nutrients, vol. vol. 12, no. no. 12, pp. str. 3789-1-3789-16, 2020. BibTeX | Links: Veljko Pejović, Martin Gjoreski, Christoph Anderson, Klaus David, Mitja Luštrek Toward cognitive load inference for attention management in ubiquitous systems Journal Article In: IEEE pervasive computing : mobile and ubiquitous systems, vol. vol. 19, no. no. 2, pp. str. 35-45, 2020. BibTeX | Links: Martin Gjoreski, Matjaž Gams, Mitja Luštrek, Pelin Genc, Jens-U. Garbas, Teena Hassan Machine learning and end-to-end deep learning for monitoring driver distractions from physiological and visual signals Journal Article In: IEEE access, vol. vol. 8, pp. str. 70590-70603, 2020. BibTeX | Links: Martin Gjoreski, Tine Kolenik, Timotej Knez, Mitja Luštrek, Matjaž Gams, Hristijan Gjoreski, Veljko Pejović Datasets for cognitive load inference using wearable sensors and psychological traits Journal Article In: Applied sciences, vol. vol. 10, no. no. 11, pp. str. 3843-1-3843-21, 2020. BibTeX | Links: Juan Antonio Álvarez-García, Božidara Cvetković, Mitja Luštrek A survey on energy expenditure estimation using wearable devices Journal Article In: ACM computing surveys, vol. vol. 53, no. no. 5, pp. str. 1-35, 2020. BibTeX | Links: Erik Dovgan, Anton Gradišek, Mitja Luštrek, Mohy Uddin, Aldilas Achmad Nursetyo, Sashi Kiran Annavarajula, Yu-Chuan Li, Shabbir Syed-Abdul Using machine learning models to predict the initiation of renal replacement therapy among chronic kidney disease patients Journal Article In: PloS one, vol. vol. 15, no. no. 6, pp. str. 1-18, 2020. BibTeX | Links: Shkurta Gashi, Elena Di Lascio, Bianca Stancu, Vedant Das Swain, Varun Mishra, Martin Gjoreski, Silvia Santini Detection of artifacts in ambulatory electrodermal activity data Journal Article In: Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies, vol. vol. 4, no. no. 2, pp. str. 44-1-44-31, 2020. BibTeX | Links: Martin Gjoreski, Vito Janko, Gašper Slapničar, Miha Mlakar, Nina Reščič, Jani Bizjak, Vid Drobnič, Matej Marinko, Nejc Mlakar, Mitja Luštrek, Matjaž Gams Classical and deep learning methods for recognizing human activities and modes of transportation with smartphone sensors Journal Article In: Information fusion, vol. vol. 62, pp. str. 47-62, 2020. BibTeX | Links: Matej Madeja, Jaroslav Porubän, Veljko Pejović, Martin Gjoreski Observation of students behaviour in programming courses with anautomated testing platform at differently geolocated universities : a case study Journal Article In: Acta electrotechnica et informatica, vol. vol. 20, no. no. 3, pp. str. 39-47, 2020. BibTeX | Links: Martin Gjoreski, Anton Gradišek, Borut Budna, Matjaž Gams, Gregor Poglajen Machine learning and end-to-end deep learning for the detection of chronic heart failure from heart sounds Journal Article In: IEEE access, vol. vol. 8, pp. str. 20313-20324, 2020. BibTeX | Links: Maciej Dzieżyc, Martin Gjoreski, Przemysław Kazienko, Stanisław Saganowski, Matjaž Gams Can we ditch feature engineering? End-to-end deep learning for affect recognition from physiological sensor data Journal Article In: Sensors, vol. vol. 20, no. no. 22, pp. str. 6535-1-6535-21, 2020. BibTeX | Links: Martin Gjoreski A fusion of classical and deep machine learning for mobile health and behavior monitoring with wearable sensors : doctoral dissertation = Spoj klasičnega in globokega strojnega učenja za mobilno spremljanje zdravja in obnašanja z nosljivimi senzorji : doktorska disertacija Book [M. Gjoreski], Ljubljana, 2020. Hristijan Gjoreski, Simon Stankoski, Ivana Kiprijanovska, Anastasija Nikolovska, Natasha Mladenovska, Marija Trajanoska, Bojana Velichkovska, Martin Gjoreski, Mitja Luštrek, Matjaž Gams Wearable sensors data-fusion and machine-learning method for fall detection and activity recognition Incollection In: Hiram Ponce (Ed.): Challenges and trends in multimodal fall detection for healthcare, pp. str. 80-96, Springer, Cham, 2020. Junoš Lukan, Marko Katrašnik, Larissa Bolliger, Els Clays, Mitja Luštrek STRAW application for collecting context data and ecological momentary assessment Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A, pp. str. 63-67, Institut "Jožef Stefan", Ljubljana, 2020. Tine Kolenik, Matjaž Gams Povečevanje enakosti (oskrbe duševnega zdravja) s prepričljivo tehnologijo = Increasing equality (in mental health care) with persuasive technology Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A, pp. str. 55-58, Institut "Jožef Stefan", Ljubljana, 2020. Tine Kolenik, Martin Gjoreski, Matjaž Gams PerMEASS - personal mental health virtual assistantwith novel ambient intelligence integration Inproceedings In: Ester Zumpano (Ed.): Proceedings of the First International AAI4H - Advances in Artificial Intelligence for Healthcare Workshop co-located with the 24th European Conference on Artificial Intelligence (ECAI 2020), Santiago de Compostela, Spain, September 4, 2020, pp. str. 8-12, CEUR-WS, [S. l.], 2020. Simon Stankoski, Mitja Luštrek Energy-efficient eating detection using a wristband Inproceedings In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A, pp. str. 96-99, Institut "Jožef Stefan", Ljubljana, 2020.2022
Journal Articles
@article{COBISS.SI-ID:88084227,
title = {Developing a pragmatic evaluation of ICTs for older adults with cognitive impairment at scale : the IN LIFE experience},
author = {Arlene J. Astell and Jani Bizjak and Matjaž Gams and Anton Gradišek and Karmen Goljuf and others},
doi = {10.1007/s10209-021-00849-5},
year = {2022},
date = {2022-01-01},
journal = {Universal access in the information society},
volume = {vol. 21},
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@article{COBISS.SI-ID:96705027,
title = {Is RED-S in athletes just another face of malnutrition? : er},
author = {Eva Peklaj and Nina Reščič and Barbara Koroušić-Seljak and Nada Rotovnik-Kozjek},
doi = {10.1016/j.clnesp.2022.01.031},
year = {2022},
date = {2022-01-01},
journal = {Clinical nutrition ESPEN},
pages = {22 str.},
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pubstate = {published},
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@article{COBISS.SI-ID:99593731,
title = {Sources of occupational stress among office workers - a focus group study},
author = {Larissa Bolliger and Junoš Lukan and Elena Colman and Leen Boersma and Mitja Luštrek and Dirk De Bacquer and Els Clays},
doi = {10.3390/ijerph19031075},
year = {2022},
date = {2022-01-01},
journal = {International journal of environmental research and public health},
volume = {vol. 19},
number = {no. 3},
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@article{COBISS.SI-ID:99559427,
title = {Work environment risk factors causing day-to-day stress in occupational settings : a systematic review},
author = {Junoš Lukan and Larissa Bolliger and N. Pauwels and Mitja Luštrek and Dirk De Bacquer and Els Clays},
doi = {10.1186/s12889-021-12354-8},
year = {2022},
date = {2022-01-01},
journal = {BMC public health},
number = {vol. 22},
pages = {str. 240-1-240-13},
keywords = {},
pubstate = {published},
tppubtype = {article}
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2021
Journal Articles
@article{COBISS.SI-ID:72297731,
title = {Cardiovascular RNA markers and artificial intelligence may improve COVID-19 outcome : a position paper from the EU-CardioRNA COST Action CA17129},
author = {Lina Badimon and Mitja Luštrek and On EU-CardioRNA COSTAction CA17129},
doi = {10.1093/cvr/cvab094},
year = {2021},
date = {2021-01-01},
journal = {Cardiovascular Research},
volume = {vol. 117},
number = {no. 8},
pages = {str. 1823-1840},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:62383107,
title = {Machine learning prediction models for chronic kidney disease using national health insurance claim data in Taiwan},
author = {Surya Krishnamurthy and K. S. Kapeleshh and Erik Dovgan and Mitja Luštrek and Barbara Gradišek Piletič and Kathiravan Srinivasan and Yu-Chuan (Jack) Li and Anton Gradišek and Shabbir Syed-Abdul},
doi = {10.3390/healthcare9050546},
year = {2021},
date = {2021-01-01},
journal = {Healthcare},
volume = {vol. 9},
number = {no. 5},
pages = {str. 546-1- 546-13},
keywords = {},
pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:54870787,
title = {Proof-of-concept trial results of the HeartMan mobile personal health system for self-management in congestive heart failure},
author = {Els Clays and Mitja Luštrek and Marko Bohanec and Jakob Valič and Aljoša Vodopija and others},
doi = {10.1038/s41598-021-84920-4},
year = {2021},
date = {2021-01-01},
journal = {Scientific reports},
volume = {vol. 11},
pages = {str. 5663-1-5663-10},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:77871107,
title = {HeartMan DSS : a decision support system for self-management of congestive heart failure},
author = {Marko Bohanec and Aljoša Vodopija and Mitja Luštrek and others},
doi = {10.1016/j.eswa.2021.115688},
year = {2021},
date = {2021-01-01},
journal = {Expert systems with applications},
volume = {vol. 186},
pages = {str. 115688-1-115688-13},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:29771011,
title = {Learning comprehensible and accurate hybrid trees},
author = {Rok Piltaver and Mitja Luštrek and Sašo Džeroski and Martin Gjoreski and Matjaž Gams},
doi = {10.1016/j.eswa.2020.113980},
year = {2021},
date = {2021-01-01},
journal = {Expert systems with applications},
volume = {vol. 164},
pages = {str. 113980-1-113980-11},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:56728067,
title = {A general framework for making context-recognition systems more energy efficient},
author = {Vito Janko and Mitja Luštrek},
doi = {10.3390/s21030766},
year = {2021},
date = {2021-01-01},
journal = {Sensors},
volume = {vol. 21},
number = {no. 3},
pages = {str. 766-1-766-31},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:70735875,
title = {Machine learning for analyzing non-countermeasure factors affecting early spread of COVID-19},
author = {Vito Janko and Gašper Slapničar and Erik Dovgan and Nina Reščič and Tine Kolenik and Martin Gjoreski and Maj Smerkol and Matjaž Gams and Mitja Luštrek},
doi = {10.3390/ijerph18136750},
year = {2021},
date = {2021-01-01},
journal = {International journal of environmental research and public health},
volume = {vol. 18},
number = {no. 13},
pages = {str. 6750-1-6750-33},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:77872899,
title = {Smartwatch-based eating detection : data selection for machine learning from imbalanced data with imperfect labels},
author = {Simon Stankoski and Marko Jordan and Hristijan Gjoreski and Mitja Luštrek},
doi = {10.3390/s21051902},
year = {2021},
date = {2021-01-01},
journal = {Sensors},
volume = {vol. 21},
number = {no 5},
pages = {str. 1902-1-1902-25},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:54873347,
title = {A personal health system for self-management of congestive heart failure (HeartMan) : development, technical evaluation, and proof-of-concept randomized controlled trial},
author = {Mitja Luštrek and Marko Bohanec and Erik Dovgan and Jure Lampe and Miha Mlakar and Gašper Slapničar and Jakob Valič and Aljoša Vodopija and others},
doi = {10.2196/24501},
year = {2021},
date = {2021-01-01},
journal = {JMIR medical informatics},
volume = {vol. 9},
number = {iss. 3},
pages = {19 str.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:76038403,
title = {Classification of hemodynamics scenarios from a public radar dataset using a deep learning approach},
author = {Gašper Slapničar and Wenjin Wang and Mitja Luštrek},
doi = {10.3390/s21051836},
year = {2021},
date = {2021-01-01},
journal = {Sensors},
volume = {vol. 21},
number = {no.5},
pages = {str. 1836-1-1836-23},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:71780867,
title = {Cognitive load monitoring with wearables-lessons learned from a machine learning challenge},
author = {Martin Gjoreski and Bhargavi Mahesh and Tine Kolenik and Jens Uwe-Gabras and Dominik Seuss and Hristijan Gjoreski and Mitja Luštrek and Matjaž Gams and Veljko Pejović},
doi = {10.1109/ACCESS.2021.3093216},
year = {2021},
date = {2021-01-01},
journal = {IEEE access},
volume = {vol. 9},
pages = {str. 103325-103336},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Book Chapters
@incollection{COBISS.SI-ID:77465347,
title = {Predicting task difficulty through psychophysiology},
author = {Junoš Lukan and Gregor Geršak},
editor = {Iztok Devetak and Saša A. Glažar},
doi = {10.1007/978-3-030-71535-9_3},
year = {2021},
date = {2021-01-01},
booktitle = {Applying bio-measurements methodologies in science education research},
pages = {str. 55-70},
publisher = {Springer Nature},
address = {[Cham]},
keywords = {},
pubstate = {published},
tppubtype = {incollection}
}
Conference Papers
@inproceedings{COBISS.SI-ID:86411267,
title = {Android application for remote monitoring of the elderly's parameters},
author = {Primož Kocuvan and Jakob Valič and Matjaž Gams},
editor = {Matjaž Gams and Primož Kocuvan and Flavio Rizzolio},
year = {2021},
date = {2021-01-01},
booktitle = {Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D},
pages = {str. 16-19},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86419715,
title = {Analysis of a recommendation system used for predicting medical services},
author = {Gjorgji Noveski and Jakob Valič and others},
editor = {Matjaž Gams and Primož Kocuvan and Flavio Rizzolio},
year = {2021},
date = {2021-01-01},
booktitle = {Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D},
pages = {str. 35-37},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:87098371,
title = {An overview of the BATMAN platform},
author = {Zdenko Vuk and Jani Bizjak and Erik Dovgan and Matjaž Gams and Anton Gradišek},
editor = {Sergio Crovella and Anton Gradišek},
year = {2021},
date = {2021-01-01},
booktitle = {Delavnica projekta BATMAN = BATMAN Project Workshop : 4. oktober 2021, 4 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek J = volume J},
pages = {str. 19-22},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86432259,
title = {What-if analysis of countermeasures against COVID-19 in November 2020 in Slovenia},
author = {Vito Janko and Nina Reščič and Tea Tušar and Mitja Luštrek and Matjaž Gams},
editor = {Matjaž Gams and Primož Kocuvan and Flavio Rizzolio},
year = {2021},
date = {2021-01-01},
booktitle = {Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D},
pages = {str. 42-45},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:83629571,
title = {Finding efficient intervention plans against Covid-19 : second place at the XPRIZE Pandemic Response Challenge},
author = {Nina Reščič and Vito Janko and David Susič and Carlo De Masi and Aljoša Vodopija and Matej Marinko and Tea Tušar and Erik Dovgan and Matej Cigale and Anton Gradišek and Matjaž Gams and Mitja Luštrek},
editor = {Marija Kalendar},
year = {2021},
date = {2021-01-01},
booktitle = {XV International Conference ETAI 2021 : 23-24 September, online Conference = 23-24 Septembri 2021, virtualna konferencija : zbornik na trudovi = conference proceedings},
pages = {str. 139-143},
publisher = {ETAI Society of Macedonia},
address = {Skopje},
series = {Megunarodna konferencija, Vol. 1, iss. 2, 2021},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:45403139,
title = {Identification of cooking preparation using motion capture data : a submission to the cooking activity recognition challenge},
author = {Clement Picard and Vito Janko and Nina Reščič and Martin Gjoreski and Mitja Luštrek},
editor = {Riad Md Atiqur Rahman and Paula Lago and Inoue Sozo},
year = {2021},
date = {2021-01-01},
booktitle = {Human activity recognition challenge},
pages = {str. 103-113},
publisher = {Springer Singapore},
address = {Singapore},
series = {Smart innovation, systems and technologies, Vol. 199},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:78837251,
title = {Recognition of behaviour patterns for people with profound intellectual and multiple disabilities},
author = {Erik Dovgan and Gašper Slapničar and Jakob Valič and Mitja Luštrek},
year = {2021},
date = {2021-01-01},
booktitle = {UbiComp/ISWC '21 adjunct : proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2021 ACM International Symposium on Wearable Computers, September 21-25, 2021 : virtual event},
pages = {str. 523-527},
publisher = {ACM = The Association for Computing Machinery},
address = {New York, New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86368515,
title = {Question ranking for food frequency},
author = {Nina Reščič and Mitja Luštrek},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
pages = {str. 39-42},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba (Online)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86439683,
title = {Napovedovanje trendov in optimiziranje ukrepov v boju proti pandemiji COVID-19 : Tekmovanje XPRIZE in naslednji koraki : Forecasting trends and optimizing the intervention plans against the COVID-19 pandemic: The XPRIZE competition and beyond},
author = {Mitja Luštrek and Nina Reščič and Vito Janko and David Susič and Carlo De Masi and Aljoša Vodopija and Matej Marinkovič and Tea Tušar and Erik Dovgan and Matej Cigale and Anton Gradišek and Matjaž Gams},
editor = {Matjaž Gams and Primož Kocuvan and Flavio Rizzolio},
year = {2021},
date = {2021-01-01},
booktitle = {Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D},
pages = {str. 52-55},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86274051,
title = {Intent recognition and drinking detection for assisting kitchen-based activities},
author = {Carlo De Masi and Simon Stankoski and Vincent Cergolj and Mitja Luštrek},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
pages = {str. 15-18},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba (Online)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86368771,
title = {Analyzing the diversity of constrained multiobjective optimization test suites},
author = {Aljoša Vodopija and Tea Tušar and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
pages = {str. 51-54},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba (Online)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86269955,
title = {Some experimental results in evolutionary multitasking},
author = {Andrejaana Andova and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
pages = {str. 11-14},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba (Online)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:78295555,
title = {Participantsʼ experience and adherence in repeated measurement studies among office-based workers},
author = {Junoš Lukan and Larissa Bolliger and Els Clays and Oscar Mayora and Venet Osmani and Mitja Luštrek},
year = {2021},
date = {2021-01-01},
booktitle = {UbiComp/ISWC '21 adjunct : proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2021 ACM International Symposium on Wearable Computers, September 21-25, 2021 : virtual event},
pages = {str. 528-531},
publisher = {ACM = The Association for Computing Machinery},
address = {New York, New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86942211,
title = {Daily Covid-19 Deaths prediction for Slovenia},
author = {David Susič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
pages = {str. 43-46},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba (Online)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:86318339,
title = {Library for feature calculation in the context-recognition domain},
author = {Vito Janko and Matjaž Boštic and Junoš Lukan and Gašper Slapničar},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
pages = {str. 23-26},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba (Online)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2020
Journal Articles
@article{COBISS.SI-ID:45258499,
title = {Protocol of the STRess at Work (STRAW) project : how to disentangle day-to-day occupational stress among academics based on EMA, physiological data, and smartphone sensor and usage data},
author = {Larissa Bolliger and Junoš Lukan and Mitja Luštrek and Dirk De Bacquer and Els Clays},
doi = {10.3390/ijerph17238835},
year = {2020},
date = {2020-01-01},
journal = {International journal of environmental research and public health},
volume = {vol. 17},
number = {no. 23},
pages = {str. 8835-1-8835-14},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:33089575,
title = {Association of patient-reported outcomes and heart rate trends in heart failure : a report from the Chiron project},
author = {Luca Monto and Michele Schiariti and Pietro Fedele Calvisi and Silvio Bonfiglio and Mitja Luštrek and Paolo Emilio Puddu},
doi = {10.1038/s41598-019-57239-4},
year = {2020},
date = {2020-01-01},
journal = {Scientific reports},
volume = {vol. 10},
pages = {str. 576-1-576-8},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:45499651,
title = {Optimising an FFQ using a machine learning pipeline to teach an efficient nutrient intake predictive model},
author = {Nina Reščič and Tome Eftimov and Barbara Koroušić-Seljak and Mitja Luštrek},
doi = {10.3390/nu12123789},
year = {2020},
date = {2020-01-01},
journal = {Nutrients},
volume = {vol. 12},
number = {no. 12},
pages = {str. 3789-1-3789-16},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:1538568131,
title = {Toward cognitive load inference for attention management in ubiquitous systems},
author = {Veljko Pejović and Martin Gjoreski and Christoph Anderson and Klaus David and Mitja Luštrek},
doi = {10.1109/MPRV.2020.2968909},
year = {2020},
date = {2020-01-01},
journal = {IEEE pervasive computing : mobile and ubiquitous systems},
volume = {vol. 19},
number = {no. 2},
pages = {str. 35-45},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:14444035,
title = {Machine learning and end-to-end deep learning for monitoring driver distractions from physiological and visual signals},
author = {Martin Gjoreski and Matjaž Gams and Mitja Luštrek and Pelin Genc and Jens-U. Garbas and Teena Hassan},
doi = {10.1109/ACCESS.2020.2986810},
year = {2020},
date = {2020-01-01},
journal = {IEEE access},
volume = {vol. 8},
pages = {str. 70590-70603},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:17709571,
title = {Datasets for cognitive load inference using wearable sensors and psychological traits},
author = {Martin Gjoreski and Tine Kolenik and Timotej Knez and Mitja Luštrek and Matjaž Gams and Hristijan Gjoreski and Veljko Pejović},
doi = {10.3390/app10113843},
year = {2020},
date = {2020-01-01},
journal = {Applied sciences},
volume = {vol. 10},
number = {no. 11},
pages = {str. 3843-1-3843-21},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:30416387,
title = {A survey on energy expenditure estimation using wearable devices},
author = {Juan Antonio Álvarez-García and Božidara Cvetković and Mitja Luštrek},
doi = {10.1145/3404482},
year = {2020},
date = {2020-01-01},
journal = {ACM computing surveys},
volume = {vol. 53},
number = {no. 5},
pages = {str. 1-35},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:18414851,
title = {Using machine learning models to predict the initiation of renal replacement therapy among chronic kidney disease patients},
author = {Erik Dovgan and Anton Gradišek and Mitja Luštrek and Mohy Uddin and Aldilas Achmad Nursetyo and Sashi Kiran Annavarajula and Yu-Chuan Li and Shabbir Syed-Abdul},
doi = {10.1371/journal.pone.0233976},
year = {2020},
date = {2020-01-01},
journal = {PloS one},
volume = {vol. 15},
number = {no. 6},
pages = {str. 1-18},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:24416259,
title = {Detection of artifacts in ambulatory electrodermal activity data},
author = {Shkurta Gashi and Elena Di Lascio and Bianca Stancu and Vedant Das Swain and Varun Mishra and Martin Gjoreski and Silvia Santini},
doi = {10.1145/3397316},
year = {2020},
date = {2020-01-01},
journal = {Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies},
volume = {vol. 4},
number = {no. 2},
pages = {str. 44-1-44-31},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:13625603,
title = {Classical and deep learning methods for recognizing human activities and modes of transportation with smartphone sensors},
author = {Martin Gjoreski and Vito Janko and Gašper Slapničar and Miha Mlakar and Nina Reščič and Jani Bizjak and Vid Drobnič and Matej Marinko and Nejc Mlakar and Mitja Luštrek and Matjaž Gams},
doi = {10.1016/j.inffus.2020.04.004},
year = {2020},
date = {2020-01-01},
journal = {Information fusion},
volume = {vol. 62},
pages = {str. 47-62},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:31743491,
title = {Observation of students behaviour in programming courses with anautomated testing platform at differently geolocated universities : a case study},
author = {Matej Madeja and Jaroslav Porubän and Veljko Pejović and Martin Gjoreski},
doi = {10.15546/aeei-2020-0018},
year = {2020},
date = {2020-01-01},
journal = {Acta electrotechnica et informatica},
volume = {vol. 20},
number = {no. 3},
pages = {str. 39-47},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:33111591,
title = {Machine learning and end-to-end deep learning for the detection of chronic heart failure from heart sounds},
author = {Martin Gjoreski and Anton Gradišek and Borut Budna and Matjaž Gams and Gregor Poglajen},
doi = {10.1109/ACCESS.2020.2968900},
year = {2020},
date = {2020-01-01},
journal = {IEEE access},
volume = {vol. 8},
pages = {str. 20313-20324},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
@article{COBISS.SI-ID:38447619,
title = {Can we ditch feature engineering? End-to-end deep learning for affect recognition from physiological sensor data},
author = {Maciej Dzieżyc and Martin Gjoreski and Przemysław Kazienko and Stanisław Saganowski and Matjaž Gams},
doi = {10.3390/s20226535},
year = {2020},
date = {2020-01-01},
journal = {Sensors},
volume = {vol. 20},
number = {no. 22},
pages = {str. 6535-1-6535-21},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Books
@book{COBISS.SI-ID:46834435,
title = {A fusion of classical and deep machine learning for mobile health and behavior monitoring with wearable sensors : doctoral dissertation = Spoj klasičnega in globokega strojnega učenja za mobilno spremljanje zdravja in obnašanja z nosljivimi senzorji : doktorska disertacija},
author = {Martin Gjoreski},
year = {2020},
date = {2020-01-01},
publisher = {[M. Gjoreski]},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {book}
}
Book Chapters
@incollection{COBISS.SI-ID:33140775,
title = {Wearable sensors data-fusion and machine-learning method for fall detection and activity recognition},
author = {Hristijan Gjoreski and Simon Stankoski and Ivana Kiprijanovska and Anastasija Nikolovska and Natasha Mladenovska and Marija Trajanoska and Bojana Velichkovska and Martin Gjoreski and Mitja Luštrek and Matjaž Gams},
editor = {Hiram Ponce},
year = {2020},
date = {2020-01-01},
booktitle = {Challenges and trends in multimodal fall detection for healthcare},
pages = {str. 80-96},
publisher = {Springer},
address = {Cham},
series = {Studies in systems, decision and control, vol. 273},
keywords = {},
pubstate = {published},
tppubtype = {incollection}
}
Conference Papers
@inproceedings{COBISS.SI-ID:34340867,
title = {STRAW application for collecting context data and ecological momentary assessment},
author = {Junoš Lukan and Marko Katrašnik and Larissa Bolliger and Els Clays and Mitja Luštrek},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2020},
date = {2020-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A},
pages = {str. 63-67},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:34336515,
title = {Povečevanje enakosti (oskrbe duševnega zdravja) s prepričljivo tehnologijo = Increasing equality (in mental health care) with persuasive technology},
author = {Tine Kolenik and Matjaž Gams},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2020},
date = {2020-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A},
pages = {str. 55-58},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:55290627,
title = {PerMEASS - personal mental health virtual assistantwith novel ambient intelligence integration},
author = {Tine Kolenik and Martin Gjoreski and Matjaž Gams},
editor = {Ester Zumpano},
year = {2020},
date = {2020-01-01},
booktitle = {Proceedings of the First International AAI4H - Advances in Artificial Intelligence for Healthcare Workshop co-located with the 24th European Conference on Artificial Intelligence (ECAI 2020), Santiago de Compostela, Spain, September 4, 2020},
volume = {vol. 2820},
pages = {str. 8-12},
publisher = {CEUR-WS},
address = {[S. l.]},
series = {CEUR workshop proceedings, Vol. 2820},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:34405891,
title = {Energy-efficient eating detection using a wristband},
author = {Simon Stankoski and Mitja Luštrek},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2020},
date = {2020-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A},
pages = {str. 96-99},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Department of Intelligent Systems
Jožef Stefan Institute
Jamova cesta 39
SI-1000 Ljubljana, Slovenia
Tel: +386 1 477 3968