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/
Matej Cigale, Mitja Luštrek, Matjaž Gams, Torsten Krämer, Meike Engelhardt, Peter Zentel The quest for understanding Inproceedings In: Toma Strle, Olga Markič (Ed.): Kognitivna znanost : zbornik 21. mednarodne multikonference Informacijska družba - IS 2018, 8-12. oktober 2018, Ljubljana, Slovenia : zvezek B = Cognitive science : proceedings of the 21st International Multiconference Information Society - IS 2018, 8-12 October 2018, [Ljubljana, Slovenia] : volume B, pp. str. 37-40, Institut "Jožef Stefan", Ljubljana, 2018. Vito Janko, Mitja Luštrek Choosing duty-cycle parameters for context recognition Inproceedings In: Jason J. Jung (Ed.): The 14th International Conference on Intelligent Environments, IE'18, 25th-28th June 2018, Rome, Italy, pp. 4 str., s. n.], [S. l., 2018. Marija Trajanoska, Marko Katrašnik, Junoš Lukan, Martin Gjoreski, Hristijan Gjoreski, Mitja Luštrek Context-aware stress detection in the AWARE framework Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 21. mednarodne multikonference Informacijska družba - IS 2018, 8.-12. oktober 2018, Ljubljana, Slovenia : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 21st International Multiconference Information Society - IS 2018, 8-12 October, 2018, [Ljubljana, Slovenia] : volume A, pp. str. 25-28, Institut "Jožef Stefan", Ljubljana, 2018. Andreja Malus, Rok Vrabič, Dominik Kozjek, Peter Butala, Matjaž Gams The influence of communication structure on performance of an agent-based distributed control system Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 21. mednarodne multikonference Informacijska družba - IS 2018, 8.-12. oktober 2018, Ljubljana, Slovenia : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 21st International Multiconference Information Society - IS 2018, 8-12 October, 2018, [Ljubljana, Slovenia] : volume A, pp. str. 13-16, Institut "Jožef Stefan", Ljubljana, 2018. Božidara Cvetković, Martin Gjoreski, Jure Šorn, Pavel Maslov, Mitja Luštrek Monitoring physical activity and mental stress using wrist-worn device and a smartphone Journal Article In: Lecture notes in computer science, no. lnai 10536, pp. str. 414-418, 2017. Damjan Kužnar, Rok Piltaver, Anton Gradišek, Matjaž Gams, Mitja Luštrek An intelligent system to monitor refrigeration devices Journal Article In: Expert systems, vol. vol. 34, no. no. 5, pp. str. e12199-1-e12199-13, 2017. BibTeX | Links: Vito Janko, Božidara Cvetković, Anton Gradišek, Mitja Luštrek, Boro Štrumbelj, Tanja Kajtna e-Gibalec : mobile application to monitor and encourage physical activity in schoolchildren Journal Article In: Journal of ambient intelligence and smart environments, vol. vol. 9, no. no. 5, pp. str. 595-609, 2017. BibTeX | Links: Martin Gjoreski, Mitja Luštrek, Matjaž Gams, Hristijan Gjoreski Monitoring stress with a wrist device using context Journal Article In: Journal of biomedical informatics, vol. vol. 73, pp. str. 159-170, 2017. BibTeX | Links: Anton Gradišek, Gašper Slapničar, Jure Šorn, Mitja Luštrek, Matjaž Gams, Janez Grad Predicting species identity of bumblebees through analysis of flight buzzing sounds Journal Article In: Bioacoustics : the international journal of animal sound and its recording, vol. vol. 26, no. no. 1, pp. str. 63-76, 2017. BibTeX | Links: Junoš Lukan, Klemen Ambrožič, Gašper Žerovnik, Luka Snoj Analytical measures of homogeneity of the photon radiation field and possible applications Journal Article In: Nuclear instruments and methods in physics research. Section A, Accelerators, spectrometers, detectors and associated equipment, no. vol. 864, pp. str. 50-60, 2017. BibTeX | Links: Jani Bizjak, Anton Gradišek, Luka Stepančič, Hristijan Gjoreski, Matjaž Gams Intelligent assistant carer for active aging Journal Article In: EURASIP journal on advances in signal processing, vol. vol. 2017, pp. str. 76-1-76-10, 2017. BibTeX | Links: Greg Evseev, Jani Bizjak, Gregor Grasselli, Aleš Tavčar, Blaž Mahnič, Matjaž Gams Intelligent society Inproceedings In: Matjaž Gams, Jernej Zupančič (Ed.): Delavnica AS-IT-IC : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9. in 13. oktober 2017, [Ljubljana, Slovenia] : zvezek E = AS-IT-IC Workshop : proceedings of the 20th International Multiconference Information Society - IS 2017, October 9th and 13th, 2017, Ljubljana, Slovenia : volume E, pp. str. 7-10, Institut Jožef Stefan, Ljubljana, 2017. Jani Bizjak, Anton Gradišek, Luka Stepančič, Hristijan Gjoreski, Matjaž Gams, Karmen Goljuf Intelligent system to assist the independent living of the elderly Inproceedings In: Jason J. Jung (Ed.): IE' 2017, pp. str. 180-183, IEEE = Institute of Electrical and Electronics Engineers, Danvers, 2017. Martin Gjoreski, Monika Simjanoska, Anton Gradišek, Ana Marija Peterlin, Matjaž Gams, Gregor Poglajen Chronic heart failure detection from heart sounds using a stack of machine-learning classifiers Inproceedings In: Jason J. Jung (Ed.): IE' 2017, pp. str. 14-19, IEEE = Institute of Electrical and Electronics Engineers, Danvers, 2017. Marko Bohanec, Erik Dovgan, Pavel Maslov, Aljoša Vodopija, Mitja Luštrek, Paolo Emilio Puddu, Michele Schiariti, Maria Constanza Ciancarelli, Anneleen Baert, Sofie Pardaens, Els Clays Designing a personal decision support system for congestive heart failure management Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 67-70, Institut Jožef Stefan, Ljubljana, 2017. Borut Budna, Martin Gjoreski, Anton Gradišek, Matjaž Gams JSI Sound - platforma za enostavno klasifikacijo zvočnih posnetkov : demonstracija na zvokih živali Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 23-25, Institut Jožef Stefan, Ljubljana, 2017. Božidara Cvetković, Vid Drobnič, Mitja Luštrek Recognizing hand-specific activities with a smartwatch placed on dominant or non-dominant wrist Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 75-78, Institut Jožef Stefan, Ljubljana, 2017. Jani Bizjak, Anton Gradišek, Luka Stepančič, Primož Presetnik Bat classification using deep neural network Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 27-30, Institut Jožef Stefan, Ljubljana, 2017. Martin Gjoreski, Blagoj Mitrevski, Mitja Luštrek, Matjaž Gams R-R vs GSR - an inter-domain study for arousal recognition Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 79-82, Institut Jožef Stefan, Ljubljana, 2017. Erik Dovgan, Jaka Sodnik, Ivan Bratko, Bogdan Filipič Optimiranje časa in porabe goriva v modelih človeške vožnje Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 35-38, Institut Jožef Stefan, Ljubljana, 2017. Vito Janko, Andreas R. Stensbye, Mitja Luštrek Predicting office's ambient parameters Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 83-86, Institut Jožef Stefan, Ljubljana, 2017. Matjaž Gams Artificial intelligence in 2017 Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 7-10, Institut Jožef Stefan, Ljubljana, 2017. Tomaž Šef, Robert Blatnik Vpliv različnega prenosnega kanala pri referenčnih in testnih posnetkih na forenzično verifikacijo govorcev Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 19-22, Institut Jožef Stefan, Ljubljana, 2017. Aljoša Vodopija, Miha Mlakar, Mitja Luštrek Predictive models to improve the wellbeing of heart-failure patients Inproceedings In: Workshop on advanced predictive model in healthcare, pp. 10 str., s. l.], [S. l., 2017. Vito Janko, Mitja Luštrek Energy-efficient data collection for context recognition Inproceedings In: UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii, pp. str. 458-463, ACM = Association for Computing Machinery, New York, 2017. Benjamin Novak, Rok Piltaver, Matjaž Gams User-friendly multi-objective learning of accurate and comprehensible hybrid-trees Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 39-42, Institut Jožef Stefan, Ljubljana, 2017. Božidara Cvetković, Martin Gjoreski, Jure Šorn, Martin Frešer, Mitja Luštrek, Maciej Bogdański, Katarzyna Jackowska, Michał Kosiedowski, Aleksander Stroiński Management of physical, mental and environmental stress at the workplace Inproceedings In: Jason J. Jung (Ed.): IE' 2017, pp. str. 76-83, IEEE = Institute of Electrical and Electronics Engineers, Danvers, 2017. Miha Mlakar, Mitja Luštrek Analyzing tennis game through sensor data with machine learning and multi-objective optimization Inproceedings In: UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii, pp. str. 153-156, ACM = Association for Computing Machinery, New York, 2017. Tea Tušar, Nikolaus Hansen, Dimo Brockhoff Anytime benchmarking of budget-dependent algorithms with the COCO platform Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 47-50, Institut Jožef Stefan, Ljubljana, 2017. Dimosthenis Kyriazis, Gregor Jurak, Mitja Luštrek, Gregor Starc, Dalibor Stanimirović, others CrowdHEALTH : holistic health records and big data analytics for health policy making and personalized health Inproceedings In: John Mantas (Ed.): Informatics empowers healthcare transformation : [ICIMT International Conference on Informatics, Management, and Technology in Healtcare, 7.9 July 2017, Athens, Greece], pp. str. 19-23, IOS Press, Amsterdam, 2017. BibTeX | Links: Božidara Cvetković, Martin Gjoreski, Jure Šorn, Pavel Maslov, Mitja Luštrek Monitoring physical activity and mental stress using wrist-worn device and a smartphone Inproceedings In: Michelangelo Ceci, Ljupčo Todorovski, Sašo Džeroski (Ed.): Machine learning and knowledge discovery in databases : European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18-22, 2017. Part I : proceedings, pp. str. 414-418, Springer, Cham, 2017. Božidara Cvetković, Martin Gjoreski, Jure Šorn, Pavel Maslov, Michał Kosiedowski, Maciej Bogdański, Aleksander Stroiński, Mitja Luštrek Real-time physical activity and mental stress management with a wristband and a smartphone Inproceedings In: UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii, pp. str. 225-228, ACM = Association for Computing Machinery, New York, 2017. Gašper Slapničar, Matej Marinko, Mitja Luštrek Continuous blood pressure estimation from PPG signal Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 71-74, Institut Jožef Stefan, Ljubljana, 2017. Martin Gjoreski, Hristijan Gjoreski, Mitja Luštrek, Matjaž Gams Deep affect recognition from R-R intervals Inproceedings In: UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii, pp. str. 754-762, ACM = Association for Computing Machinery, New York, 2017. Miha Mlakar, Mitja Luštrek Automatic tennis analysis with the use of machine learning and multi-objective optimization Inproceedings In: Mitja Luštrek, Rok Piltaver, Matjaž Gams (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A, pp. str. 43-46, Institut Jožef Stefan, Ljubljana, 2017.2018
Conference Papers
@inproceedings{COBISS.SI-ID:31844391,
title = {The quest for understanding},
author = {Matej Cigale and Mitja Luštrek and Matjaž Gams and Torsten Krämer and Meike Engelhardt and Peter Zentel},
editor = {Toma Strle and Olga Markič},
year = {2018},
date = {2018-01-01},
booktitle = {Kognitivna znanost : zbornik 21. mednarodne multikonference Informacijska družba - IS 2018, 8-12. oktober 2018, Ljubljana, Slovenia : zvezek B = Cognitive science : proceedings of the 21st International Multiconference Information Society - IS 2018, 8-12 October 2018, [Ljubljana, Slovenia] : volume B},
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@inproceedings{COBISS.SI-ID:31698471,
title = {Choosing duty-cycle parameters for context recognition},
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year = {2018},
date = {2018-01-01},
booktitle = {The 14th International Conference on Intelligent Environments, IE'18, 25th-28th June 2018, Rome, Italy},
pages = {4 str.},
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@inproceedings{COBISS.SI-ID:31859239,
title = {Context-aware stress detection in the AWARE framework},
author = {Marija Trajanoska and Marko Katrašnik and Junoš Lukan and Martin Gjoreski and Hristijan Gjoreski and Mitja Luštrek},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2018},
date = {2018-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 21. mednarodne multikonference Informacijska družba - IS 2018, 8.-12. oktober 2018, Ljubljana, Slovenia : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 21st International Multiconference Information Society - IS 2018, 8-12 October, 2018, [Ljubljana, Slovenia] : volume A},
pages = {str. 25-28},
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@inproceedings{COBISS.SI-ID:31858727,
title = {The influence of communication structure on performance of an agent-based distributed control system},
author = {Andreja Malus and Rok Vrabič and Dominik Kozjek and Peter Butala and Matjaž Gams},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2018},
date = {2018-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 21. mednarodne multikonference Informacijska družba - IS 2018, 8.-12. oktober 2018, Ljubljana, Slovenia : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 21st International Multiconference Information Society - IS 2018, 8-12 October, 2018, [Ljubljana, Slovenia] : volume A},
pages = {str. 13-16},
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2017
Journal Articles
@article{COBISS.SI-ID:71745539,
title = {Monitoring physical activity and mental stress using wrist-worn device and a smartphone},
author = {Božidara Cvetković and Martin Gjoreski and Jure Šorn and Pavel Maslov and Mitja Luštrek},
year = {2017},
date = {2017-01-01},
journal = {Lecture notes in computer science},
number = {lnai 10536},
pages = {str. 414-418},
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pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:30644007,
title = {An intelligent system to monitor refrigeration devices},
author = {Damjan Kužnar and Rok Piltaver and Anton Gradišek and Matjaž Gams and Mitja Luštrek},
doi = {10.1111/exsy.12199},
year = {2017},
date = {2017-01-01},
journal = {Expert systems},
volume = {vol. 34},
number = {no. 5},
pages = {str. e12199-1-e12199-13},
keywords = {},
pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:30687271,
title = {e-Gibalec : mobile application to monitor and encourage physical activity in schoolchildren},
author = {Vito Janko and Božidara Cvetković and Anton Gradišek and Mitja Luštrek and Boro Štrumbelj and Tanja Kajtna},
doi = {10.3233/AIS-170453},
year = {2017},
date = {2017-01-01},
journal = {Journal of ambient intelligence and smart environments},
volume = {vol. 9},
number = {no. 5},
pages = {str. 595-609},
keywords = {},
pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:30696999,
title = {Monitoring stress with a wrist device using context},
author = {Martin Gjoreski and Mitja Luštrek and Matjaž Gams and Hristijan Gjoreski},
doi = {10.1016/j.jbi.2017.08.006},
year = {2017},
date = {2017-01-01},
journal = {Journal of biomedical informatics},
volume = {vol. 73},
pages = {str. 159-170},
keywords = {},
pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:29524519,
title = {Predicting species identity of bumblebees through analysis of flight buzzing sounds},
author = {Anton Gradišek and Gašper Slapničar and Jure Šorn and Mitja Luštrek and Matjaž Gams and Janez Grad},
doi = {10.1080/09524622.2016.1190946},
year = {2017},
date = {2017-01-01},
journal = {Bioacoustics : the international journal of animal sound and its recording},
volume = {vol. 26},
number = {no. 1},
pages = {str. 63-76},
keywords = {},
pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:30568743,
title = {Analytical measures of homogeneity of the photon radiation field and possible applications},
author = {Junoš Lukan and Klemen Ambrožič and Gašper Žerovnik and Luka Snoj},
doi = {10.1016/j.nima.2017.05.020},
year = {2017},
date = {2017-01-01},
journal = {Nuclear instruments and methods in physics research. Section A, Accelerators, spectrometers, detectors and associated equipment},
number = {vol. 864},
pages = {str. 50-60},
keywords = {},
pubstate = {published},
tppubtype = {article}
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@article{COBISS.SI-ID:30884391,
title = {Intelligent assistant carer for active aging},
author = {Jani Bizjak and Anton Gradišek and Luka Stepančič and Hristijan Gjoreski and Matjaž Gams},
doi = {10.1186/s13634-017-0511-y},
year = {2017},
date = {2017-01-01},
journal = {EURASIP journal on advances in signal processing},
volume = {vol. 2017},
pages = {str. 76-1-76-10},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Conference Papers
@inproceedings{COBISS.SI-ID:30880807,
title = {Intelligent society},
author = {Greg Evseev and Jani Bizjak and Gregor Grasselli and Aleš Tavčar and Blaž Mahnič and Matjaž Gams},
editor = {Matjaž Gams and Jernej Zupančič},
year = {2017},
date = {2017-01-01},
booktitle = {Delavnica AS-IT-IC : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9. in 13. oktober 2017, [Ljubljana, Slovenia] : zvezek E = AS-IT-IC Workshop : proceedings of the 20th International Multiconference Information Society - IS 2017, October 9th and 13th, 2017, Ljubljana, Slovenia : volume E},
pages = {str. 7-10},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30955559,
title = {Intelligent system to assist the independent living of the elderly},
author = {Jani Bizjak and Anton Gradišek and Luka Stepančič and Hristijan Gjoreski and Matjaž Gams and Karmen Goljuf},
editor = {Jason J. Jung},
year = {2017},
date = {2017-01-01},
booktitle = {IE' 2017},
pages = {str. 180-183},
publisher = {IEEE = Institute of Electrical and Electronics Engineers},
address = {Danvers},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30954791,
title = {Chronic heart failure detection from heart sounds using a stack of machine-learning classifiers},
author = {Martin Gjoreski and Monika Simjanoska and Anton Gradišek and Ana Marija Peterlin and Matjaž Gams and Gregor Poglajen},
editor = {Jason J. Jung},
year = {2017},
date = {2017-01-01},
booktitle = {IE' 2017},
pages = {str. 14-19},
publisher = {IEEE = Institute of Electrical and Electronics Engineers},
address = {Danvers},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30857511,
title = {Designing a personal decision support system for congestive heart failure management},
author = {Marko Bohanec and Erik Dovgan and Pavel Maslov and Aljoša Vodopija and Mitja Luštrek and Paolo Emilio Puddu and Michele Schiariti and Maria Constanza Ciancarelli and Anneleen Baert and Sofie Pardaens and Els Clays},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 67-70},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30854183,
title = {JSI Sound - platforma za enostavno klasifikacijo zvočnih posnetkov : demonstracija na zvokih živali},
author = {Borut Budna and Martin Gjoreski and Anton Gradišek and Matjaž Gams},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 23-25},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30858023,
title = {Recognizing hand-specific activities with a smartwatch placed on dominant or non-dominant wrist},
author = {Božidara Cvetković and Vid Drobnič and Mitja Luštrek},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 75-78},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30854439,
title = {Bat classification using deep neural network},
author = {Jani Bizjak and Anton Gradišek and Luka Stepančič and Primož Presetnik},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 27-30},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30858279,
title = {R-R vs GSR - an inter-domain study for arousal recognition},
author = {Martin Gjoreski and Blagoj Mitrevski and Mitja Luštrek and Matjaž Gams},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 79-82},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30854695,
title = {Optimiranje časa in porabe goriva v modelih človeške vožnje},
author = {Erik Dovgan and Jaka Sodnik and Ivan Bratko and Bogdan Filipič},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 35-38},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30858535,
title = {Predicting office's ambient parameters},
author = {Vito Janko and Andreas R. Stensbye and Mitja Luštrek},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 83-86},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30853159,
title = {Artificial intelligence in 2017},
author = {Matjaž Gams},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 7-10},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30853927,
title = {Vpliv različnega prenosnega kanala pri referenčnih in testnih posnetkih na forenzično verifikacijo govorcev},
author = {Tomaž Šef and Robert Blatnik},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 19-22},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30598183,
title = {Predictive models to improve the wellbeing of heart-failure patients},
author = {Aljoša Vodopija and Miha Mlakar and Mitja Luštrek},
year = {2017},
date = {2017-01-01},
booktitle = {Workshop on advanced predictive model in healthcare},
pages = {10 str.},
publisher = {s. l.]},
address = {[S. l.},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:31199527,
title = {Energy-efficient data collection for context recognition},
author = {Vito Janko and Mitja Luštrek},
year = {2017},
date = {2017-01-01},
booktitle = {UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii},
pages = {str. 458-463},
publisher = {ACM = Association for Computing Machinery},
address = {New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30854951,
title = {User-friendly multi-objective learning of accurate and comprehensible hybrid-trees},
author = {Benjamin Novak and Rok Piltaver and Matjaž Gams},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 39-42},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:31223847,
title = {Management of physical, mental and environmental stress at the workplace},
author = {Božidara Cvetković and Martin Gjoreski and Jure Šorn and Martin Frešer and Mitja Luštrek and Maciej Bogdański and Katarzyna Jackowska and Michał Kosiedowski and Aleksander Stroiński},
editor = {Jason J. Jung},
year = {2017},
date = {2017-01-01},
booktitle = {IE' 2017},
pages = {str. 76-83},
publisher = {IEEE = Institute of Electrical and Electronics Engineers},
address = {Danvers},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:33260291,
title = {Analyzing tennis game through sensor data with machine learning and multi-objective optimization},
author = {Miha Mlakar and Mitja Luštrek},
year = {2017},
date = {2017-01-01},
booktitle = {UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii},
pages = {str. 153-156},
publisher = {ACM = Association for Computing Machinery},
address = {New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30856231,
title = {Anytime benchmarking of budget-dependent algorithms with the COCO platform},
author = {Tea Tušar and Nikolaus Hansen and Dimo Brockhoff},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 47-50},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:33194791,
title = {CrowdHEALTH : holistic health records and big data analytics for health policy making and personalized health},
author = {Dimosthenis Kyriazis and Gregor Jurak and Mitja Luštrek and Gregor Starc and Dalibor Stanimirović and others},
editor = {John Mantas},
doi = {10.3233/978-1-61499-781-8-19},
year = {2017},
date = {2017-01-01},
booktitle = {Informatics empowers healthcare transformation : [ICIMT International Conference on Informatics, Management, and Technology in Healtcare, 7.9 July 2017, Athens, Greece]},
pages = {str. 19-23},
publisher = {IOS Press},
address = {Amsterdam},
series = {Studies in health technology and informatics, vol. 238},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:31223591,
title = {Monitoring physical activity and mental stress using wrist-worn device and a smartphone},
author = {Božidara Cvetković and Martin Gjoreski and Jure Šorn and Pavel Maslov and Mitja Luštrek},
editor = {Michelangelo Ceci and Ljupčo Todorovski and Sašo Džeroski},
year = {2017},
date = {2017-01-01},
booktitle = {Machine learning and knowledge discovery in databases : European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18-22, 2017. Part I : proceedings},
pages = {str. 414-418},
publisher = {Springer},
address = {Cham},
series = {Lecture notes in artificial intelligence, Lecture notes in artificial intelligence, LNAI 10534},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:31224103,
title = {Real-time physical activity and mental stress management with a wristband and a smartphone},
author = {Božidara Cvetković and Martin Gjoreski and Jure Šorn and Pavel Maslov and Michał Kosiedowski and Maciej Bogdański and Aleksander Stroiński and Mitja Luštrek},
year = {2017},
date = {2017-01-01},
booktitle = {UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii},
pages = {str. 225-228},
publisher = {ACM = Association for Computing Machinery},
address = {New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30857767,
title = {Continuous blood pressure estimation from PPG signal},
author = {Gašper Slapničar and Matej Marinko and Mitja Luštrek},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 71-74},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:31016999,
title = {Deep affect recognition from R-R intervals},
author = {Martin Gjoreski and Hristijan Gjoreski and Mitja Luštrek and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {UbiComp'17 : proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and proceedings of the 2017 ACM International Symposium on Wearable Computers, September 11-15, 2017, Maui, Hawaii},
pages = {str. 754-762},
publisher = {ACM = Association for Computing Machinery},
address = {New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
@inproceedings{COBISS.SI-ID:30855207,
title = {Automatic tennis analysis with the use of machine learning and multi-objective optimization},
author = {Miha Mlakar and Mitja Luštrek},
editor = {Mitja Luštrek and Rok Piltaver and Matjaž Gams},
year = {2017},
date = {2017-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 20. mednarodne multikonference Informacijska družba - IS 2017, 9.-13. oktober 2017, [Ljubljana, Slovenia] : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 20th International Multiconference Information Society - IS 2017, 9th-13th October, 2017, Ljubljana, Slovenia : volume A},
pages = {str. 43-46},
publisher = {Institut Jožef Stefan},
address = {Ljubljana},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Department of Intelligent Systems
Jožef Stefan Institute
Jamova cesta 39
SI-1000 Ljubljana, Slovenia
Tel: +386 1 477 3968