ARIS Postdoc Project
Dr. Gašper Slapničar has been awarded an ARIS postdoctoral project titled LANTERN-PPG: Large-scale Attentive Network for Transparent Explainable Representations of Non-invasive...
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:
Dr. Gašper Slapničar has been awarded an ARIS postdoctoral project titled LANTERN-PPG: Large-scale Attentive Network for Transparent Explainable Representations of Non-invasive...
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...
Zoja had a presentation about her visit to the Summer School – Bumblekite (MLSS).
Zoja and Gašper had a presentation about Trust-ME project. ppt
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/
Vlado Dimovski, Sandra Penger, Simon Colnar, Vasja Roblek, Maja Meško, Anamarija Kejžar, Bojan Blažica, Mitja Luštrek, Judita Peterlin Advances in the science, technology, and innovation of the senior wellness management : systemic organizational perspective Journal Article In: Advances in science, technology & innovation, pp. str. 151–158, 2025. BibTeX | Links: Gašper Slapničar, Mitja Luštrek, Erik Dovgan, others Intelligent supportive system for people with profound intellectual and multiple disabilities Journal Article In: Advanced intelligent systems, no. vol., pp. 1-19 str., 2025. BibTeX | Links: Matjaž Gams, Anže Marinko, Nina Reščič, Aljoša Vodopija, Sophie Vandepitte, Delphine De Smedt, Jana S. Javornik, Franc Strle, Vito Janko, David Susič, Zoja Anžur, Mitja Luštrek Balancing health and socioeconomic impacts : a uniform framework for evaluating non-pharmaceutical interventions Journal Article In: PloS one, vol. vol. 20, no. iss. 6, [article no.] e0324232, pp. str. 1-25, 2025. BibTeX | Links: Zoja Anžur, Klara Žinkovič, Junoš Lukan, Pietro Barbiero, Gašper Slapničar, Mohan Li, Martin Gjoreski, Maike E. Debus, Sebastijan Trojer, Mitja Luštrek, Marc Langheinrich A review of methods for unobtrusive measurement of work-related well-being Journal Article In: Machine learning and knowledge extraction, vol. vol. 7, no. iss. 3, pp. str. 1-22, 2025. BibTeX | Links: Emilija Kizhevska, Hristijan Gjoreski, Mitja Luštrek Predicting empathy and other mental states during VR sessions using sensor data and machine learning Journal Article In: Sensors, vol. vol. 25, no. iss. 18, [article no.] 5766, pp. str. 1-28, 2025. BibTeX | Links: Gašper Slapničar "What can we "see"? Unobtrusive psychophysiological monitoring" Inproceedings In: pp. 1 spletni vir, 2025. Kanita Karaduzovic-Hadziabdic, Muhamed Adilovic, Lu Zhang, Mitja Luštrek, Marko Jordan, Yvan Devaux, others Prediction of COVID-19 severity using machine learning Journal Article In: Clinical and translational medicine, vol. vol. 14, no. iss. 10, [article] no. e70042, pp. str. 1-8, 2024. BibTeX | Links: Yvan Devaux, Lu Zhang, Andrew I. Lumley, Mitja Luštrek, Hüsseyin Firat, others Development of a long noncoding RNA-based machine learning model to predict COVID-19 in-hospital mortality Journal Article In: Nature communications, no. vol. 15, article no. 4259, pp. str. 1-12, 2024. BibTeX | Links: Vincent Cergolj, Simon Stankoski, Matija Pirc, Mitja Luštrek Drinking event detection on a sensing wristband using machine learning Journal Article In: Journal of ambient intelligence and smart environments, no. <in press>, pp. str. 1-20, 2024. BibTeX | Links: Torsten Hammann, Jakob Valič, Gašper Slapničar, Mitja Luštrek The missing piece. Physiological data as a factor for identifying emotions of people with profound intellectual and multiple disabilities Journal Article In: International journal of developmental disabilities, vol. vol. 70, no. iss. 5, pp. str. 887-903, 2024. BibTeX | Links: Matea Tashkovska, Stefan Krsteski, Emilija Kizhevska, Jakob Valič, Hristijan Gjoreski, Mitja Luštrek Predictive models for health-related quality of life built on two telemonitoring datasets Journal Article In: PloS one, vol. vol. 19, no. iss. 12, [article no.] e0313815, pp. str. 1-20, 2024. BibTeX | Links: Emilija Kizhevska, Kristina Šparemblek, Mitja Luštrek Protocol of the study for predicting empathy during VR sessions using sensor data and machine learning Journal Article In: PloS one, no. july, pp. 19 str., 2024. BibTeX | Links: Gašper Slapničar, Jie Sun, Wenjin Wang Fundamental and practical feasibility of electrocardiogram reconstruction from photoplethysmogram Journal Article In: Sensors, vol. vol. 24, no. iss. 7, [article no.] 2100, pp. 1-16 str., 2024. BibTeX | Links: Stephanie Hulin, Larissa Bolliger, Junoš Lukan, Anneleen Caluwaerts, Rosalie De Neve, Mitja Luštrek, Dirk De Bacquer, Els Clays How does day-to-day stress appraisal relate to coping among office workers in academia? : an ecological momentary assessment study Journal Article In: Stress and health, vol. vol. 40, no. iss. 3 [article no.] e3315, pp. str. 1-12, 2024. BibTeX | Links: Gašper Slapničar, Wenjin Wang, Mitja Luštrek Feasibility of remote blood pressure estimation via narrow-band multi-wavelength pulse transit time Journal Article In: ACM transactions on sensor networks, vol. vol. 20, article no. 77, no. no. 4, pp. str. 1-21, 2024. BibTeX | Links: Gašper Slapničar, Wenjin Wang, Mitja Luštrek Generalized channel separation algorithms for accurate camera-based multi-wavelength PTT and BP estimation Journal Article In: Biomedical optics express, vol. vol. 15, no. iss. 5, pp. str. 3128-3164, 2024. BibTeX | Links: Željka Karin, Roberta Matković, Danira Matijaca, Pietro Hiram Guzzi, Efthalia Angelopoulou, Chrysanthi Kiskini, Danica Stevović, Vlatka Martinović, Mitja Luštrek, Katarina Vukojević Bridging the gap : A comparative analysis of healthcare quality perceptions between the older people and healthcare providers Journal Article In: Gerontology & geriatric medicine, vol. vol. 10, no. september, pp. 7 str., 2024. BibTeX | Links: Gašper Slapničar Contact-free physiological monitoring of cardiorespiratory states using radar and optical sensors : doctoral dissertation = Brezstično fiziološko spremljanje kardiorespiratornih stanj z radarskimi in optičnimi senzorji : doktorska disertacija Book [G. Slapničar], Ljubljana, 2024. Miha Mlakar, Anton Gradišek, Mitja Luštrek, Gregor Jurak, Maroje Sorić, Bojan Leskošek, Gregor Starc Adult height prediction using the growth curve comparison method @article 2023. BibTeX | Links: Gašper Slapničar, Wenjin Wang, Mitja Luštrek Feasibility of remote blood pressure estimation via narrow-band multi-wavelength pulse transit time @article 2023. BibTeX | Links: Orhan Konak, Lucas Liebe, Kirill Postnov, Franz Sauerwald, Hristijan Gjoreski, Mitja Luštrek, Bert Arnrich, others HARE : unifying the human activity recognition engineering workflow @article 2023. BibTeX | Links: Stella Fragkiadaki, Dionysia Kontaxopolou, Darja Šemrov, Simon Colnar, Mitja Luštrek, Bojan Blažica, Vlado Dimovski, Sokratis G. Papageorgiou, others How well did the healthcare system respond to the healthcare needs of older people with and without dementia during the COVID-19 pandemic : the perception of healthcare providers and older people from the SI4CARE Project in the ADRION Region @article 2023. BibTeX | Links: Orhan Konak, Lucas Liebe, Kirill Postnov, Franz Sauerwald, Hristijan Gjoreski, Mitja Luštrek, Bert Arnrich, others SONAR, a nursing activity dataset with inertial sensors @article 2023. BibTeX | Links: Anton Gradišek, Jani Bizjak, Aleksej Popovski, Janez Grad Bumble bee nest thermoregulation : a field study @article 2023. BibTeX | Links: Stephanie Hulin, Larissa Bolliger, Junoš Lukan, Anneleen Caluwaerts, Rosalie De Neve, Mitja Luštrek, Dirk De Bacquer, Els Clays How does day-to-day stress appraisal relate to coping among office workers in academia? : an ecological momentary assessment study @article 2023. BibTeX | Links: Jesús Rufino, Carlos Baquero, Nina Reščič, Antonio Fernández Anta, others Using survey data to estimate the impact of the omicron variant on vaccine efficacy against COVID-19 infection @article 2023. BibTeX | Links: Larissa Bolliger, Ellen Baele, Elena Colman, Gillian Debra, Junoš Lukan, Mitja Luštrek, Dirk De Bacquer, Els Clays The association between day-to-day stress experiences, recovery, and work engagement among office workers in academia : an Ecological Momentary Assessment study @article 2023. BibTeX | Links: Larissa Bolliger, Gillian Debra, Junoš Lukan, Rani Peeters, Elena Colman, Ellen Baele, Mitja Luštrek, Dirk De Bacquer, Els Clays The association between day-to-day stress experiences and work–life interference among office workers in academia : an ecological momentary assessment study @article 2023. BibTeX | Links: Eva Peklaj, Nina Reščič, Barbara Koroušić-Seljak, Nada Rotovnik-Kozjek New epidemic of malnutrition in young Slovenian athletes = Nova epidemija podhranjenosti mladih slovenskih športnikov @article 2023. BibTeX | Links: Vito Janko, Nina Reščič, Aljoša Vodopija, David Susič, Carlo De Masi, Tea Tušar, Anton Gradišek, Sophie Vandepitte, Delphine De Smedt, Jana S. Javornik, Matjaž Gams, Mitja Luštrek Optimizing non-pharmaceutical intervention strategies against COVID-19 using artificial intelligence @article 2023. BibTeX | Links: Tea Tušar, Peter Korošec, Bogdan Filipič Večstopenjski postopek vrednotenja rešitev pri načrtovanju elektromotorja = A multi-step evaluation process in electric motor design @inproceedings 2023. Andrejaana Andova, Aljoša Vodopija, Jordan Cork, Tea Tušar, Bogdan Filipič An attempt at predicting algorithm performance on constrained multiobjective optimization problems @inproceedings 2023. Tilen Šket, David Susič, Candace Galen, Johannes Schul, Marina Arbetman, Victoria Campopiano Robinson, Cristian Alfonso Villagra Gil, Valentina Herrera, Anton Gradišek Identifying bumblebee buzzes using neural networks @inproceedings 2023. David Susič, Matjaž Gams Time-series cutmix data augmentation for heart sound classification using neural networks = Foreword @inproceedings 2023. Žiga Kolar, Andrej Lukšič, Andrej Vozlič, Matjaž Gams Types of democracy defined : keyword extraction from eleven different text descriptions @inproceedings 2023. Matic Zadobovšek, Primož Kocuvan, Matjaž Gams Vpeljava virtualnega asistenta ChatGPT v medicinsko platformo = Implementation of a virtual assistant ChatGPT into the medical platform @inproceedings 2023. Marcel Franse Martinšek, Junoš Lukan, Larissa Bolliger, Els Clays, Primož Šiško, Mitja Luštrek Social interaction prediction from smart-phone sensor data @inproceedings 2023. Orhan Konak, Lucas Liebe, Kirill Postnov, Franz Sauerwald, Hristijan Gjoreski, Mitja Luštrek, Bert Arnrich Overcoming data scarcity in human activity recognition @inproceedings 2023. Gašper Slapničar, Wenjin Wang, Mitja Luštrek Feasibility of remote pulse transit time estimation using narrow-band multi-wavelength camera photoplethysmography @inproceedings 2023. BibTeX | Links: Kawai Kitoshi, Gašper Slapničar, Akira Hirose, Mitja Luštrek Comparison of advanced processing methods for PPG denoising using a novel signal quality metric @inproceedings 2023. Eva Peklaj, Nina Reščič, Barbara Koroušić-Seljak, Nada Rotovnik-Kozjek Is RED-S in athletes just another face of malnutrition? : er @article 2022. BibTeX | Links: 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 @article 2022. BibTeX | Links: Martin Gjoreski, Vladimir Kuzmanovski, Marko Bohanec BAG-DSM : a method for generating alternatives for hierarchical multi-attribute decision models using bayesian optimization @article 2022. BibTeX | Links: Torsten Hammann, Jakob Valič, Gašper Slapničar, Mitja Luštrek The missing piece. Physiological data as a factor for identifying emotions of people with profound intellectual and multiple disabilities @article 2022. BibTeX | Links: Nina Reščič, Oscar Mayora, Claudio Eccher, Mitja Luštrek Food frequency questionnaire personalisation using multi-target regression @article 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 @article 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 @article 2022. BibTeX | Links: Stefan Kalabakov, Simon Stankoski, Ivana Kiprijanovska, Andrejaana Andova, Nina Reščič, Vito Janko, Martin Gjoreski, Matjaž Gams, Mitja Luštrek, others What actually works for activity recognition in scenarios with significant domain shift : lessons learned from the 2019 and 2020 Sussex-Huawei challenges @article 2022. BibTeX | Links: Žiga Kolar, Blaž Erzar, Nika Čelan, Aleksander Hrastič, Gašper Leskovec, Martin Konečnik, Domen Prestor, David Susič, Matjaž Skobir, Matjaž Gams Peak detection for classification of number of axles @inproceedings 2022. Tea Tušar, Nace Sever, Aljoša Vodopija, Bogdan Filipič Študija učinkovitosti algoritma za razporejanje terenskega dela = A study of the performance of a fieldwork scheduling algorithm @inproceedings 2022.2025
Journal Articles
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@article{COBISS.SI-ID:238452995,
title = {Balancing health and socioeconomic impacts : a uniform framework for evaluating non-pharmaceutical interventions},
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@article{COBISS.SI-ID:241787651,
title = {A review of methods for unobtrusive measurement of work-related well-being},
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doi = {10.3390/make7030062},
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date = {2025-01-01},
journal = {Machine learning and knowledge extraction},
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@article{COBISS.SI-ID:250409219,
title = {Predicting empathy and other mental states during VR sessions using sensor data and machine learning},
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doi = {10.3390/s25185766},
year = {2025},
date = {2025-01-01},
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volume = {vol. 25},
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Conference Papers
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2024
Journal Articles
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title = {Prediction of COVID-19 severity using machine learning},
author = {Kanita Karaduzovic-Hadziabdic and Muhamed Adilovic and Lu Zhang and Mitja Luštrek and Marko Jordan and Yvan Devaux and others},
doi = {10.1002/ctm2.70042},
year = {2024},
date = {2024-01-01},
journal = {Clinical and translational medicine},
volume = {vol. 14},
number = {iss. 10, [article] no. e70042},
pages = {str. 1-8},
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@article{COBISS.SI-ID:196251651,
title = {Development of a long noncoding RNA-based machine learning model to predict COVID-19 in-hospital mortality},
author = {Yvan Devaux and Lu Zhang and Andrew I. Lumley and Mitja Luštrek and Hüsseyin Firat and others},
doi = {10.1038/s41467-024-47557-1},
year = {2024},
date = {2024-01-01},
journal = {Nature communications},
number = {vol. 15, article no. 4259},
pages = {str. 1-12},
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@article{COBISS.SI-ID:206076931,
title = {Drinking event detection on a sensing wristband using machine learning},
author = {Vincent Cergolj and Simon Stankoski and Matija Pirc and Mitja Luštrek},
doi = {10.3233/AIS-230524},
year = {2024},
date = {2024-01-01},
journal = {Journal of ambient intelligence and smart environments},
number = {<in press>},
pages = {str. 1-20},
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@article{COBISS.SI-ID:134483715b,
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doi = {10.1080/20473869.2022.2154928},
year = {2024},
date = {2024-01-01},
journal = {International journal of developmental disabilities},
volume = {vol. 70},
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@article{COBISS.SI-ID:222117635,
title = {Predictive models for health-related quality of life built on two telemonitoring datasets},
author = {Matea Tashkovska and Stefan Krsteski and Emilija Kizhevska and Jakob Valič and Hristijan Gjoreski and Mitja Luštrek},
doi = {10.1371/journal.pone.0313815},
year = {2024},
date = {2024-01-01},
journal = {PloS one},
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@article{COBISS.SI-ID:202535683,
title = {Protocol of the study for predicting empathy during VR sessions using sensor data and machine learning},
author = {Emilija Kizhevska and Kristina Šparemblek and Mitja Luštrek},
doi = {10.1371/journal.pone.0307385},
year = {2024},
date = {2024-01-01},
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number = {july},
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@article{COBISS.SI-ID:193154563,
title = {Fundamental and practical feasibility of electrocardiogram reconstruction from photoplethysmogram},
author = {Gašper Slapničar and Jie Sun and Wenjin Wang},
doi = {10.3390/s24072100},
year = {2024},
date = {2024-01-01},
journal = {Sensors},
volume = {vol. 24},
number = {iss. 7, [article no.] 2100},
pages = {1-16 str.},
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@article{COBISS.SI-ID:165070339b,
title = {How does day-to-day stress appraisal relate to coping among office workers in academia? : an ecological momentary assessment study},
author = {Stephanie Hulin and Larissa Bolliger and Junoš Lukan and Anneleen Caluwaerts and Rosalie De Neve and Mitja Luštrek and Dirk De Bacquer and Els Clays},
doi = {10.1002/smi.3315},
year = {2024},
date = {2024-01-01},
journal = {Stress and health},
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@article{COBISS.SI-ID:159807235b,
title = {Feasibility of remote blood pressure estimation via narrow-band multi-wavelength pulse transit time},
author = {Gašper Slapničar and Wenjin Wang and Mitja Luštrek},
doi = {10.1145/3597302},
year = {2024},
date = {2024-01-01},
journal = {ACM transactions on sensor networks},
volume = {vol. 20, article no. 77},
number = {no. 4},
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@article{COBISS.SI-ID:193160963,
title = {Generalized channel separation algorithms for accurate camera-based multi-wavelength PTT and BP estimation},
author = {Gašper Slapničar and Wenjin Wang and Mitja Luštrek},
doi = {10.1364/BOE.518562},
year = {2024},
date = {2024-01-01},
journal = {Biomedical optics express},
volume = {vol. 15},
number = {iss. 5},
pages = {str. 3128-3164},
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@article{COBISS.SI-ID:212691203,
title = {Bridging the gap : A comparative analysis of healthcare quality perceptions between the older people and healthcare providers},
author = {Željka Karin and Roberta Matković and Danira Matijaca and Pietro Hiram Guzzi and Efthalia Angelopoulou and Chrysanthi Kiskini and Danica Stevović and Vlatka Martinović and Mitja Luštrek and Katarina Vukojević},
doi = {/10.1177/23337214241280047},
year = {2024},
date = {2024-01-01},
journal = {Gerontology & geriatric medicine},
volume = {vol. 10},
number = {september},
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Books
@book{COBISS.SI-ID:202899971,
title = {Contact-free physiological monitoring of cardiorespiratory states using radar and optical sensors : doctoral dissertation = Brezstično fiziološko spremljanje kardiorespiratornih stanj z radarskimi in optičnimi senzorji : doktorska disertacija},
author = {Gašper Slapničar},
year = {2024},
date = {2024-01-01},
publisher = {[G. Slapničar]},
address = {Ljubljana},
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2023
@article
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title = {Adult height prediction using the growth curve comparison method},
author = {Miha Mlakar and Anton Gradišek and Mitja Luštrek and Gregor Jurak and Maroje Sorić and Bojan Leskošek and Gregor Starc},
doi = {10.1371/journal.pone.0281960},
year = {2023},
date = {2023-01-01},
journal = {PloS one},
volume = {vol. 18},
number = {iss. 2, [article no.] e0281960},
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@@article{COBISS.SI-ID:159807235,
title = {Feasibility of remote blood pressure estimation via narrow-band multi-wavelength pulse transit time},
author = {Gašper Slapničar and Wenjin Wang and Mitja Luštrek},
doi = {10.1145/3597302},
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title = {Večstopenjski postopek vrednotenja rešitev pri načrtovanju elektromotorja = A multi-step evaluation process in electric motor design},
author = {Tea Tušar and Peter Korošec and Bogdan Filipič},
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date = {2023-01-01},
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title = {Types of democracy defined : keyword extraction from eleven different text descriptions},
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title = {Vpeljava virtualnega asistenta ChatGPT v medicinsko platformo = Implementation of a virtual assistant ChatGPT into the medical platform},
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2022
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title = {Is RED-S in athletes just another face of malnutrition? : er},
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title = {The missing piece. Physiological data as a factor for identifying emotions of people with profound intellectual and multiple disabilities},
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title = {What actually works for activity recognition in scenarios with significant domain shift : lessons learned from the 2019 and 2020 Sussex-Huawei challenges},
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date = {2022-01-01},
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@inproceedings
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title = {Peak detection for classification of number of axles},
author = {Žiga Kolar and Blaž Erzar and Nika Čelan and Aleksander Hrastič and Gašper Leskovec and Martin Konečnik and Domen Prestor and David Susič and Matjaž Skobir and Matjaž Gams},
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@@inproceedings{COBISS.SI-ID:128195075,
title = {Študija učinkovitosti algoritma za razporejanje terenskega dela = A study of the performance of a fieldwork scheduling algorithm},
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Department of Intelligent Systems
Jožef Stefan Institute
Jamova cesta 39
SI-1000 Ljubljana, Slovenia
Tel: +386 1 477 3968