Publications

Journal Articles

  • M.Gjoreski, H. Gjoreski, M. Luštrek, M. Gams. How Accurately Can Your Wrist Device Recognize Daily Activities and Detect Falls? Sensors, December 2015, Sensors 2016, 16(6), 800; doi: 10.3390/s16060800.
    [link ]
  • CVETKOVIĆ, Božidara, H. GJORESKI, JANKO, Vito, KALUŽA, Boštjan, GRADIŠEK, Anton, LUŠTREK, Mitja, JURINČIČ, Igor, GOSAR, Anton, KERMA, Simon, BALAŽIČ, Gregor. E-turist : an intelligent personalised trip guide. Informatica : an international journal of computing and informatics, vol. 40, no. 4, str. 447-455. 2016.
  • H. Gjoreski, B. Kaluža, M. Gams, Radoje Milić, M. Luštrek. Context-based Ensemble Method for Human Energy Expenditure Estimation. Applied Soft Computing, December 2015, Pages 960–970.
    [link ]
  • M. Luštrek, H. Gjoreski, N. G. Vega, S. Kozina, B. Cvetkovic, V. Mirchevska, M. Gams. Fall detection using inertial sensors and accelerometers. IEEE Pervasive Computing, Vol:14, Issue:4, pp. 72-79, (2015)
    [link ]
  • H. Gjoreski, S. Kozina, M. Gams, M. Luštrek, Álvarez-García JA, Hong JH, Ramos J, Dey AK, Bocca M, Patwari N. Competitive Live Evaluation of Activity-recognition Systems. IEEE Pervasive Computing, Vol:14 , Issue: 1, pp. 70 – 77 (2015).
    [pdf | link ]
  • H. Gjoreski. An Approach for Context-based Reasoning in Ambient Intelligence. Informatica, Vol:39 , Issue: 1, pp. 99 – 100 (2015). (Dissertation Summary)
    [pdf | link ]
  • M. Gjoreski, H. Gjoreski, A. Kulakov. Machine learning approach for emotion recognition in speech. Informatica, vol. 38, no. 4, p.p. 377-384 (2014).
    [pdf | link ]
  • H. Gjoreski, M. Gams, M. Luštrek. Context-based fall detection and activity recognition using inertial and location sensors. Journal of Ambient Intelligence and Smart Environments, vol. 6, no. 4, p.p. 419-433 (2014).
    [pdf | link ]
  • S. Kozina, H. Gjoreski, M. Gams, M. Luštrek. Three-layer activity recognition combining domain knowledge and meta-classification. Journal of Medical and Biological Engineering, vol. 33, no. 4. p.p. 406-414, (2013).
    [pdf | link ]

Conference Papers

2017

  •  H. Gjoreski, D. Roggen. Unsupervised Online Activity Discovery Using Temporal Behaviour Assumption. In: 21th International Symposium Wearable Computers (ISWC) 2017, 11-15 September 2017, Maui, Hawaii, USA.
  •  BIZJAK, Jani, GRADIŠEK, Anton, H. GJORESKI,, GAMS, Matjaž. Fall detection watch for independent living of the elderly.  Proceedings 9th Jožef Stefan International Postgraduate School Students’ Conference and 11th Young researchers’ Day, Ljubljana, Slovenia.

2016

  •  GJORESKI, Martin, JANKO, Vito, H. Gjoreski, CVETKOVIĆ, Božidara, LUŠTREK, Mitja, GAMS, Matjaž. Activity and stress monitoring using smartphone and wrist device. Proceedings  Mednarodna podiplomska šola Jožefa Stefana, 2016, str.154-164.
  • H. Gjoreski, BIZJAK, Jani, GJORESKI, Martin, GAMS, Matjaž. Comparing deep and classical machine learning methods for human activiy recognition using wrist accelerometer.  Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, ICJAI 2016, 9-15 July 2016
  • BIZJAK, Jan, H. Gjoreski, GAMS, Matjaž. Deep learning for diagnosing heart problems from ECG signals. V: BOOM 2016, 1st International Workshop on Biomedical Informatics with Optimization and Machine Learning in conjunction, BOOM 2016, with 25th International joint Conference on Artificial Intelligence (IJCAI), July 9, 2016.
  • CVETKOVIĆ, Božidara, H. Gjoreski, JANKO, Vito, KALUŽA, Boštjan, GRADIŠEK, Anton, LUŠTREK, Mitja. e-Turist : an intelligent personalized trip guide. V: ECAI 2016, 22th European Conference on Artificial Intelligence, 29 Aug. – 02 Sep. 2016, The Haag, Holland.
  • H. Gjoreski, BIZJAK, Jani, GAMS, Matjaž. Using smartwatch as telecare and fall detection device. V: IE 2016, The 12th International Conference on Intelligent Environments, 14-16 September 2016, London, United Kindom.

2015

  • H. Gjoreski, M. Gams, M. Luštrek. Human Activity Recognition: from Controlled Lab Experiments to Competitive Live Evaluation. The Sixth Workshop on Biological Data Mining and its Applications in Healthcare, ICDM, 2015.
    [pdf]
  • H. Gjoreski, R. Piltaver, M. Gams. Person Identification by Analyzing Door Accelerations in Time and Frequency Domain. 12th European Conference Ambient Intelligence, AmI, 2015, pp. 60-75. [BEST PAPER AWARD]
    [link | pdf]
  • M. Gjoreski, H. Gjoreski, M. Luštrek and M. GamsRecognizing atomic activities with wrist-worn accelerometer using machine learning. Information Society, 2015.
    [link]
  • M. Gjoreski, H. Gjoreski, M. Luštrek and M. Gams.  Towards unobtrusive stress detection. Jozef Stefan International Postgraduate School Students’ Conference, 2014.
  • R. Piltaver, H. Gjoreski, M. Gams. Person Identification using Door Accelerations. 10th Workshop on Artificial Intelligence Techniques for Ambient Intelligence, IJCAI, 2015.
    [link | pdf]
  • M. Gjoreski, H. Gjoreski, M. Luštrek and M. Gams. Automatic detection of perceived stress in campus students using smartphones. Intelligent Environments (IE), 2015.
    [link]

2014

  • H. Gjoreski, S. Kozina,  M. Luštrek and M. Gams. Using multiple contexts to distinguish standing from sitting with a single accelerometer. European Conference on Artificial Intelligence (ECAI), 2014.
    [pdf| poster ]
  • H. Gjoreski, S. Kozina, M. Gams, and M. Luštrek. RAReFall – Real-time Activity Recognition and Fall Detection System. IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM), live DEMO, pp. 145-147, 2014.
    [pdf| link ]
  • H. Gjoreski, A. Rashkovska, S. Kozina, M. Luštrek, and M. Gams. Telehealth using ECG Sensor and Accelerometer. MIPRO, 2014 Proceedings of the 37th International Convention, 2014.
    [pdf]
  • M. Gjoreski, H. Gjoreski, A. Kulakov. Automatic recognition of emotions from speech . Information Society, 2014.
    [pdf| link ]
  • H. Gjoreski, S. Kozina, M. Luštrek, and M. Gams,. Recognizing Human Activities and Detecting Falls in Real-time. Jozef Stefan International Postgraduate School Students’ Conference, 2014. [Best paper award]
    [pdf]

2013

  • H. Gjoreski, B. Kaluža, M. Gams, R. Milić, and M. Luštrek. Ensembles of Multiple Sensors for Human Energy Expenditure Estimation. In Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing, UbiComp, p.p. 359–362, (2013).
    [pdf | link ]
  • S. Kozina, H. Gjoreski, M. Gams, M. Luštrek. Efficient Activity Recognition and Fall Detection Using Accelerometers. Evaluating AAL Systems Through Competitive Benchmarking Communications in Computer and Information Science, Volume 386, 2013, pp 13-23
    [pdf | link ]
  • H. Gjoreski, S. Kozina, M. Gams, M. Luštrek. Potential usage of smartphone inertial sensors in healthcare applications. Jozef Stefan International Postgraduate School Students’ Conference, Ljubljana, Slovenia, May, 2013.
    [pdf | poster ]
  • M. Gjoreski, H. Gjoreski, R. Piltaver, M. Gams. Predicting The Arrival And The Departure Time Of An Employee. International Multiconference Information Society conference, 2013.
    [pdf ]
  • M. Luštrek, B. Kaluža, Cvetković, B., and H. Gjoreski. E-turist: Inteligentni elektronski turistični vodnik. International Multiconference Information Society conference, 2013.
    [pdf ]
  • B. Cvetković, B. Kaluža, H. Gjoreski, and M. Luštrek. Hybrid recommender system for personalized POI selection. International Multiconference Information Society conference, 2013.
    [pdf ]

2012

  • M. Žbogar, H. Gjoreski, S. Kozina, M. Luštrek. Improving accelerometer based activity recognition. 15th International Multiconference Information Society – IS 2012.

2011

  • H. Gjoreski, M. Luštrek, M. Gams. Accelerometer Placement for Posture Recognition and Fall Detection. The 7th International Conference on Intelligent Environments, IE, 2011.
    [pdf]

2010

Book chapters

  • Mazomenos E, Rodríguez JM, Barca CC, Tartarisco G, Pioggia G, Cvetković B, Kozina S, Gjoreski H, Luštrek M, Solar H, Marinčič D, Lampe J, Bonfiglio S, Maharatna K. Case studies. System design for remote healthcare. New York, Springer. 2014; 277-332.
    [link]

Patent Applications

  • Gams M, Gjoreski H, Kaluža B, Luštrek M, Gams M. Method and system for context-based activity recognition. Ljubljana: Urad RS za intelektualno lastnino, Ljubljana, 01. aug. 2014.
  • Gams M, Gjoreski H, Luštrek M. Method and System for Detecting a Person Driving a Vehicle while Using a Mobile Computing Device. United Kingdom, 01. aug. 2014.
  • GAMS, Matjaž, PILTAVER, Rok, GJORESKI, Hristijan. Postopek identifikacije osebe, ki vstopa v prostor. Ljubljana: Urad RS za intelektualno lastnino, 19. sep. 2013

Master Thesis (2011)