Agent and multi-agent systems

In broad sense, an agent is an intelligent, autonomous entity that perceives its environment through sensors and acts upon that environment through actuators. We work on a wide range of topics, for example:

  • Learning agents, including computational architectures for learning agents, evolution, adaptation, and multi-agent learning
  • Agent-based simulation, including emergent behavior, participatory simulation, and simulation techniques, tools and environments
  • Agent decision-making architectures and their evaluation, including reasoning (single and multi-agent), knowledge representation, ontological reasoning, and planning
  • Agent-oriented software engineering, including agent development techniques, tools and environments, agent programming languages
  • Virtual agents, including agents in games and virtual environments, companion and conversational agents

Contact Matjaž Gams

CURRENT PROJECTS

PAST PROJECTS

VALENCE Project

VALENCE Project

The department of intelligent systems (E9) continues to work closely with partners regarding the VALENCE (Advancing machine learning in vocational...

ROBKONCEL

ROBKONCEL

M. Gams, A. Marinko Short description, main aims and objectives of the project: Intelligent system for total quality control in...

INSIEME

INSIEME

M. Gams, E. Dovgan, P. Kocuvan ISE-EMH INSIEME: Electronic and Mobile Health Platform Short description, main aims and objectives of...

BATMAN

BATMAN

M. Gams, A. Gradišek, E. Dovgan, Z. Vuk BATMAN: Biomolecular Analyzes for Tailored Medicine in Acne iNversa Short description, main...

URBANITE

URBANITE

M. Gams, M. Smerkol URBANITE: Supporting the decision-making in urban transformation with the use of disruptive technologies Short description, main...

Adaptive Predictive Analytics and Decisioning Engine in Cloud

Adaptive Predictive Analytics and Decisioning Engine in Cloud

B. Kaluža Adaptive Predictive Analytics and Decisioning Engine in Cloud project Short description, main aims and objectives of the project:...

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PEOPLE

Prof. Matjaž Gams

Department Head, Agent and Multi-Agent Systems Head

+386 1 477 3644

Dr. Anton Gradišek

Agent and Multi-Agent Systems

+386 1 477 3967

Primož Kocuvan, M.Sc.

Agent and Multi-Agent Systems

+386 1 477 3967

Žiga Kolar, B.Sc.

Agent and Multi-Agent Systems

+386 1 477 3865

Dr. Jana Krivec

Agent and Multi-Agent Systems

Maj Smerkol, B.Sc.

Agent and Multi-Agent Systems

+386 1 477 3031

David Susič, M.Sc.

Agent and Multi-Agent Systems

+386 1 477 3812

Dr. Tomaž Šef

Agent and Multi-Agent Systems

+386 1 477 3419

Miljana Shulajkovska, M.Sc.

Agent and Multi-Agent Systems

+386 1 477 3633

PUBLICATIONS

275 entries « 1 of 6 »

2023

@article

David Susič, Lea Bombač Tavčar, Miha Lučovnik, Hana Hrobat, Lea Gornik, Anton Gradišek

Wellbeing forecasting in postpartum anemia patients @article

2023.

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Anton Gradišek, Jani Bizjak, Aleksej Popovski, Janez Grad

Bumble bee nest thermoregulation : a field study @article

2023.

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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.

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Miljana Shulajkovska, Maj Smerkol, Erik Dovgan, Matjaž Gams

A machine-learning approach to a mobility policy proposal @article

2023.

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David Susič, Shabbir Syed-Abdul, Erik Dovgan, Jitendra Jonnagaddala, Anton Gradišek

Artificial intelligence based personalized predictive survival among colorectal cancer patients @article

2023.

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Miljana Shulajkovska, Gjorgji Noveski, Maj Smerkol, Jure Grabnar, Erik Dovgan, Matjaž Gams

EU smart cities : towards a new framework of urban digital transformation @article

2023.

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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.

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Primož Kocuvan, Aleksander Hrastič, Andrea Kareska, Matjaž Gams

Predicting a fall based on gait anomaly detection : a comparative study of wrist-worn three-axis and mobile phone-based accelerometer sensors @article

2023.

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@inproceedings

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.

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Andrejaana Andova, Aljoša Vodopija, Jordan Cork, Tea Tušar, Bogdan Filipič

An attempt at predicting algorithm performance on constrained multiobjective optimization problems @inproceedings

2023.

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Kawai Kitoshi, Gašper Slapničar, Akira Hirose, Mitja Luštrek

Comparison of advanced processing methods for PPG denoising using a novel signal quality metric @inproceedings

2023.

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Marcel Franse Martinšek, Junoš Lukan, Larissa Bolliger, Els Clays, Primož Šiško, Mitja Luštrek

Social interaction prediction from smart-phone sensor data @inproceedings

2023.

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Tea Tušar, Peter Korošec, Bogdan Filipič

Večstopenjski postopek vrednotenja rešitev pri načrtovanju elektromotorja = A multi-step evaluation process in electric motor design @inproceedings

2023.

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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.

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Žiga Kolar, Andrej Lukšič, Andrej Vozlič, Matjaž Gams

Types of democracy defined : keyword extraction from eleven different text descriptions @inproceedings

2023.

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David Susič, Matjaž Gams

Time-series cutmix data augmentation for heart sound classification using neural networks = Foreword @inproceedings

2023.

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Matjaž Gams

Depopulation politics = Depopulacijska politika @inproceedings

2023.

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Matjaž Gams

ChatGPT through Tononi's definition of consciousness = Analiza ChatGPT skozi Tononijevo definicijo zavesti @inproceedings

2023.

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2022

@article

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.

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David Susič, Gregor Poglajen, Anton Gradišek

Identification of decompensation episodes in chronic heart failure patients based solely on heart sounds @article

2022.

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Primož Kocuvan, Erik Dovgan, Simon Ražman, Devid Palčič, Matjaž Gams

Applications of the Insieme Platform : a case study @article

2022.

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Martin Gjoreski, Vladimir Kuzmanovski, Marko Bohanec

BAG-DSM : a method for generating alternatives for hierarchical multi-attribute decision models using bayesian optimization @article

2022.

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Matjaž Gams, Žiga Kolar, Zdenko Vuk, Christina Samuelsson, Bernard Jäger, Erik Dovgan

Similarities and differences between EU Platforms in the AHA and AAL domains from a software viewpoint @article

2022.

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David Susič, Janez Tomšič, Matjaž Gams

Ranking effectiveness of non-pharmaceutical interventions against COVID-19 : a review @article

2022.

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Amadej Jankovič, Tine Kolenik, Veljko Pejović

Can personalization persuade? Study of notification adaptation in mobile behavior change intervention application @article

2022.

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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.

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@incollection

Tine Kolenik

Methods in digital mental health : smartphone-based assessment and intervention for stress, anxiety, and depression @incollection

2022.

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@inproceedings

David Susič, Blaž Erzar, Nika Čelan, Gašper Leskovec, Žiga Kolar, Martin Konečnik, Domen Prestor, Matjaž Skobir, Matjaž Gams

Vehicle axle distance detection from time-series signals using machine learning @inproceedings

2022.

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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.

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Matjaž Gams

Nekaj primerov demografskega zmanjševanja = Examples of demographic schrinking @inproceedings

2022.

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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.

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Miljana Shulajkovska, Maj Smerkol, Matjaž Gams

Urban mobility policy proposal using machine-learning techniques @inproceedings

2022.

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David Susič, Gregor Poglajen, Anton Gradišek

Machine learning models for detection of decompensation in chronic heart failure using heart sounds @inproceedings

2022.

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David Susič, Lea Bombač Tavčar, Hana Hrobat, Lea Gornik, Miha Lučovnik, Anton Gradišek

Detection of postpartum anemia using machine learning @inproceedings

2022.

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Gašper Slapničar, Nejc Mekiš, Peter Us, Miha Mlakar, Erna Alukić, Janez Žibert

IMF quality assurance of mammograms using deep convolutional neural networks and transfer learning @inproceedings

2022.

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Emilija Kizhevska, Hristijan Gjoreski, Mitja Luštrek

Prediction of the inflow in macedonian hydropower plants, using machine learning @inproceedings

2022.

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Jana Krivec

Chess as a tool for developing 21st century skills with a deliberate practice approach @inproceedings

2022.

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Aleksander Hrastič, Matej Kranjec, Primož Kocuvan

Optimized method for walking detection by wristband with accelerometer sensor @inproceedings

2022.

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Conference Papers

Andrejaana Andova, Aljoša Vodopija, Pavel Krömer, Vojtěch Uher, Tea Tušar, Bogdan Filipič

Initial results in predicting high-level features of constrained multi-objective optimization problems Inproceedings

In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : Informacijska družba - IS 2022 = Information Society - IS 2022 : zbornik 25. mednarodne multikonference = proceedings of the 25th international multiconference : zvezek A = volume A : 11. oktober 2022, 11 October 2022, Ljubljana, Slovenija, pp. str. 7-10, Institut "Jožef Stefan", Ljubljana, 2022.

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2021

Journal Articles

Tomaž Kompara, Janez Perš, David Susič, Matjaž Gams

A one-dimensional non-intrusive and privacy-preserving identification system for households Journal Article

In: Electronics, vol. vol. 10, no. no. 5, pp. str. 559-1- 559-21, 2021.

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Matjaž Gams, Mari Jože Osredkar

Katoliški nauk in znanost o demografskih vprašanjih = Catholic doctrine and science on demographic issues Journal Article

In: Bogoslovni vestnik : glasilo Teološke fakultete v Ljubljani, vol. letn. 81, no. št. 3, pp. str. 555-567, 2021.

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Tine Kolenik, Matjaž Gams

Persuasive technology for mental health : one step closer to (mental health care) equality? Journal Article

In: IEEE technology & society magazine, vol. no. 40, no. no. 1, pp. str. 80-86, 2021.

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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.

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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.

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Jana Krivec, Ivan Bratko, Matej Guid

Identification and conceptualization of procedural chunks in chess Journal Article

In: Cognitive systems research, no. vol. 69, pp. str. 22-40, 2021.

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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.

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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.

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Svjetlana Fajfer, David Susič

Colored scalar mediated nucleon decays to an invisible fermion Journal Article

In: Physical review. D, vol. vol. 103, no. iss. 5, pp. str. 055012-1-055012-11, 2021.

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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.

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Matjaž Gams, Tine Kolenik

Relations between electronics, artificial intelligence and information society through information society rules Journal Article

In: Electronics, vol. vol. 10, no. no. 4, pp. str. 514-1-514-16, 2021.

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275 entries « 1 of 6 »