Ambient intelligence

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:

  • Smartphone sensors
  • Dedicated inertial sensors
  • Real-time location systems
  • Infrared motion capture

We work on a wide range of ambient intelligence tasks, for example:

  • Activity recognition
  • Human energy expenditure estimation
  • Fall detection
  • Detection of unusual behavior caused by health or security issues
  • Detection of unusual environmental events
  • Recognition of diseases
  • Smart home applications focused on energy efficienty, security and ease of use

Contact Mitja Luštrek

CURRENT PROJECTS

Artificial intelligence and intelligent systems

Artificial intelligence and intelligent systems

V. Janko, M. Gams, B. Filipič, T. Šef, M. Luštrek, T. Tušar, A. Gradišek, E. Dovgan, M. Mlakar, J. Krivec,...

COVIRNA

COVIRNA

M. Luštrek, J. Valič, V. Janko COVIRNA – a patient-centred Innovation Action aiming to generate a diagnostic tool to identify...

WideHealth

WideHealth

M. Luštrek, N. Reščič The WideHealth Project (Widening Research on Pervasive eHealth) will enable research exchanges and training activities on the...

CoachMyLife

CoachMyLife

M. Luštrek, C. M. DeMasi The CoachMyLife project (AAL Call 2018) Short description, main aims and objectives of the project:...

SI4CARE

SI4CARE

M. Luštrek, V. Janko SI4CARE: Social Innovation for integrated health CARE of ageing population in ADRION Regions Programme: INTERREG V-B Adriatic-Ionian...

STRAW

STRAW

M. Luštrek, J. Lukan STRAW: Disentangling the sources and context of day-to-day STRess At Work Short description, main aims and...

PAST PROJECTS

WellCO

WellCO

M. Luštrek, N. Reščič WellCo (Horizon2020 project) Short description, main aims and objectives of the project: Aim of the project...

INSENSION

INSENSION

M. Luštrek, G. Slapničar, J. Valič, M. Cigale, E. Dovgan Insension – Personalized intelligent platform enabling interaction with digital services...

CrowdHealth

CrowdHealth

M. Luštrek, A. Gradišek CrowdHealth project Short description, main aims and objectives of the project: The aim of the project...

HeartMan

HeartMan

M. Luštrek, B. Cvetković, R. Blatnik, M. Freser HeartMan project Short description, main aims and objectives of the project: Congestive...

e-Gibalec

e-Gibalec

M. Luštrek, B. Cvetković, V. Janko Fit4Work project Short description, main aims and objectives of the project: The goal of...

Fit4Work

Fit4Work

M. Luštrek, R. Piltaver, B. Cvetković, M. Gjoreski Fit4Work project Short description, main aims and objectives of the project: The...

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EVENTS

WideHealth Summer School on Human Factors in Pervasive Health

Our department is a partner in the WideHealth project, which is providing training and networking opportunities on pervasive health. We...

Intelligent Environments Workshop

Intelligent Environments Workshop

M. Luštrek Dr. Mitja Luštrek was the general organizer and coordinator of all the workshops taking place as part of...

WideHealth Winter School on e-Health & Pervasive Technologies

WideHealth Winter School on e-Health & Pervasive Technologies

M. Luštrek, N. Reščič, V. Janko We organized a winter school as part of the WideHealth project, which hosted a...

On-Body Sensor Networks workshop

On-Body Sensor Networks workshop

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/

PEOPLE

Dr. Mitja Luštrek

Ambient Intelligence Head

+386 1 477 3380

Ana Arnež, M.Sc.

Ambient Intelligence

+386 1 477 3269

Dr. Carlo Maria De Masi

Ambient Intelligence

Dr. Vito Janko

Ambient Intelligence

Marko Jordan, M.Sc.

Ambient Intelligence

+386 1 477 3760

Emilija Kizhevska, M.Sc.

Ambient Intelligence

+386 1 477 3230

Junoš Lukan, M.Sc.

Ambient Intelligence

+386 1 477 3034

Nina Reščič, M.Sc.

Ambient Intelligence

+386 1 477 3025

Gašper Slapničar, M.Sc.

Ambient Intelligence

+386 1 477 3195

Jakob Valič, M.Sc.

Ambient Intelligence

PUBLICATIONS

174 entries « 4 of 4 »

2017

Conference Papers

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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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174 entries « 4 of 4 »