Original scientific article (1.01)

ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Ensembles of fuzzy linear model trees for the identification of multi-output systems. IEEE transactions on fuzzy systems, IEEE, 2016, vol. 24, no. 4, 916-929.

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GRADIŠAR, Dejan, GRAŠIČ, Boštjan, BOŽNAR, Marija, MLAKAR, Primož, KOCIJAN, Juš. Improving of local ozone forecasting by integrated models. Environmental science and pollution research international, Springer, 2016, vol. 23, no. 18, 18439-18450.

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ALEKSOVSKI, Darko, DOVŽAN, Dejan, DŽEROSKI, Sašo, KOCIJAN, Juš. A comparison of fuzzy identification methods on benchmark datasets. IFAC papersOnline, Elsevier, 2016, Vol. 49, no. 5.

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KOCIJAN, Juš, GRADIŠAR, Dejan, BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož. On-line algorithm for ground-level ozone prediction with a mobile station. Atmospheric environment, 2016, vol. 131, 326 - 333.

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PETELIN, Dejan, MLAKAR, Primož, BOŽNAR, Marija, GRAŠIČ, Boštjan, KOCIJAN, Juš. Ozone forecasting using an online updating Gaussian-process model. International journal of environment and pollution, 2015, vol. 57, no. 3/4, 111-122.

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STEPANČIČ, Martin, GRANCHAROVA, Alexandra, KOCIJAN, Juš. Adaptive MPC based on probabilistic black-box input-output model. Comptes Rendus de l Academie Bulgare des Sciences, 2015, vol. 68, no. 6, 767-774.

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ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Model-tree ensembles for noise-tolerant system identification. Advanced engineering informatics, 2015, vol. 29, no. 1, 1-15.

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PŘIKRYL, Jan, KOCIJAN, Juš. Modelling occupancy-queue relation using Gaussian process. Neural network world, 2015, vol. 25, no. 1, 35-52.

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KOCIJAN, Juš, HANČIČ, Marko, PETELIN, Dejan, BOŽNAR, Marija, MLAKAR, Primož. Regressor selection for ozone prediction. Simulation modelling practice and theory, 2015, vol. 54, 101-115.

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LEAMY, Darren, KOCIJAN, Juš, DOMIJAN, Katarina, DUFFIN, Joseph, ROCHE, Richard A. P., COMMINS, Sean, COLLINS, Rónán, WARD, Tomás E. An exploration of EEG features during recovery following stroke - implications for BCI-mediated neurorehabilitation therapy. Journal of neuroengineering and rehabilitation, 2014, vol. 11, no. 9, 1-16.

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MADJAROV, Ivan, KOCIJAN, Juš, GRANCHAROVA, Alexandra, SHISHEDJIEV, Bogdan. Towards a service-based framework for environmental data processing. International journal of advanced computer science & applications, 2014, vol. 5, no. 4, 44-51.

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STEPANČIČ, Martin, KOCIJAN, Juš. Prediktivno vodenje nestabilnega sistema s sprotno identifikacijo verjetnostnega modela. Ventil, 2014, oct. 2014, vol.. 20, no. 5, 374-380.

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ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Model tree ensembles for modeling dynamic systems. In: FÜRNKRANZ, Johannes (ed.), et al., Lecture notes in computer science, ISSN 0302-9743, Lecture notes in artificial intelligence, 8140. Berlin, Heidelberg: Springer, 2013, vol. 8140, 17-32.

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PETELIN, Dejan, GRANCHAROVA, Alexandra, KOCIJAN, Juš. Evolving Gaussian process models for prediction of ozone concentration in the air. Simulation Modelling Practice and Theory, Elsevier, 2013, vol. 33, 68-80.

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KOCIJAN, Juš, HVALA, Nadja. Sequencing batch-reactor control using Gaussian-process models. Bioresour. technol, Elsevier, 2013, vol. 137, 340-348.

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PŘIKRYL, Jan, KOCIJAN, Juš. Stochastic analysis of a queue length model using a graphical processing unit. Trans. Transp. Sci, 2012, vol. 5, no. 2, 55-62.

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JUŽNIČ-ZONTA, Živko, KOCIJAN, Juš, FLOTATS, Xavier, VREČKO, Darko. Multi-criteria analyses of wastewater treatment bio-processes under an uncertainty and a multiplicity of steady states. Water res. (Oxford), 2012, vol. 46, no. 18, 6121-6131.

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PETELIN, Dejan, KOCIJAN, Juš, GRANCHAROVA, Alexandra. On-line Gaussian process model for the prediction of the ozone concentration in the air. Comptes Rendus de l Academie Bulgare des Sciences, 2011, vol. 64, no. 1.

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AŽMAN, Kristjan, KOCIJAN, Juš. Dynamical systems identification using Gaussian process models with incorporated local models. Eng. appl. artif. intell, 2011, vol. 24, no. 2, 398-408.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš, JOHANSEN, Tor Arne. Explicit output-feedback nonlinear predictive control based on black-box models. Eng. appl. artif. intell, 2011, vol. 24, no. 2, 388-397. 

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VRANČIĆ, Damir, STRMČNIK, Stanko, KOCIJAN, Juš, MOURA OLIVEIRA, P. B. de. Improving disturbance rejection of PID controllers by means of the magnitude optimum method. ISA trans, 2010, vol. 49, no. 1, 47-56.

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KOCIJAN, Juš, GRANCHAROVA, Alexandra. Gaussian process modelling case study with multiple outputs. Comptes Rendus de l Academie Bulgare des Sciences, 2010, vol. 63, no. 4, 601-607.

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AŽMAN, Kristjan, KOCIJAN, Juš. Fixed-structure Gaussian process model. International Journal of Systems Science, 2009, vol. 40, no. 12, 1253-1262.

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AŽMAN, Kristjan, KOCIJAN, Juš. Non-linear model predictive control for models with local information and uncertainties. Trans. Inst. Meas. Control, 2008, vol. 30, no. 5, 371-396.

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KOCIJAN, Juš. Survey of the methods used in patents on auto-tuning controllers. Recent patents on electrical engineering, 2008, vol. 1, no. 3, 201-208.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš, JOHANSEN, Tor Arne. Explicit stochastic predictive control of combustion plants based on Gaussian process models. Automatica, Elsevier, Oxford, 2008, vol. 44, no. 6, 1621-1631.

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KOCIJAN, Juš, LIKAR, Bojan. Gas-liquid separator modelling and simulation with Gaussian process models. Simulation modelling practice and theory, 2008, vol. 16, no. 18, 910-922.

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BAVDAŽ, Gregor, KOCIJAN, Juš. Fuzzy controller for cement raw materials blending. Trans. Inst. Meas. Control, 2007, vol. 29, no. 1, str. 17-34.

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DOLANC, Gregor, GERKŠIČ, Samo, KOCIJAN, Juš, VRANČIĆ, Damir, STRMČNIK, Stanko, BOŽIČEK, Miha, MARINŠEK, Zoran, ŠKRJANC, Igor, BLAŽIČ, Sašo. Aspect - samoučeči regulacijski sistem za zahtevne procese = Aspect - a self-learning control system for demanding processes. Ventil (Ljubl.), 2007, vol. 13, št. 5, str. 330-335.

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LIKAR, Bojan, KOCIJAN, Juš. Predictive control of a gas-liquid separation plant based on a Gaussian process model. Comput. chem. eng.. [Print ed.], 2007, vol. 31, no. 3, str. 142-152.

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AŽMAN, Kristjan, KOCIJAN, Juš. Application of Gaussian processes for black-box modelling of biosystems. ISA trans, 2007, vol. 46, no. 4, str. 443-457.

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Published scientific conference contribution (invited lecture) (1.06)

KOCIJAN, Juš. Incorporating knowledge about model structure in the identification of Gaussian-process models. KANARACHOS, Andreas (ur.). Recent advances in telecommunications, signals and systems : proceedings of the 12th International Conference on Data Networks, Communications, Computer (DNCOCO ʼ13), proceedings of the 12th International Conference on Non-Linear Analysis, Non-Linear Systems and Chaos (NOLASC ʼ13), proceedings of the 9th International Conference on Dynamical Systems and Control (CONTROL ʼ13), proceedings of the 6th International Conference on Sensors and Signals (SENSIG ʼ13), proceedings of the International Conference on Visualization, Imaging and Simulations (VIS ʼ13), Marc 21-23, 2013, Lemesos, Cyprus, (Recent advances in electrical engineering series, 10), 2013, 124-129.

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KOCIJAN, Juš. Dynamic GP models: an overview and recent developments. V: KAMBE, Tsutomu (ur.), BULUCEA, Cornelia A. (ur.), ARAPATSAKOS, Charalampos (ur.). Recent researches in applied mathematics and economics : proceedings of the 6th International Conference on Applied Mathematics, Simulation, Modelling, (ASM'12), proceedings of the 6th International Conference on Management, Marketing and Finances, (MMF'12), March 7-9, 2012, WSEAS Press, 2012.

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KOCIJAN, Juš. Control algorithms based on Gaussian process models : a state-of-the-art survey. Special International Conference on Complex systems: synergy of control communications and computing, September 16-20, 2011, Ohrid, Republic of Macedonia. Proceedings of COSY 2011 papers : in honour of professor Georgi M. Dimirovski, Skopje: Society for Electronics, Telecommunications, Automation, and Informatics of the Republic of Macedonia, 2011, 69-80.

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KOCIJAN, Juš. Gaussian process models for systems identification. GAŠPERIN, Matej (ur.), PREGELJ, Boštjan (ur.). Proceedings of the 9th International PhD Workshop on Systems and Control, October 1-3, 2008, Izola, Simonov zaliv, Slovenia : young generation viewpoint, Ljubljana: Institut Jožef Stefan, 2008, 8 str.

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Published scientific conference contribution (1.08)

DOLENC, Boštjan, STEPANČIČ, Martin, JURIČIĆ, Đani, KOCIJAN, Juš, MARRA, Dario, PIANESE, Cesare. Accounting for modelling errors in model-based diagnosis by using Gaussian process models. International Conference on Control and Fault-Tolerant Systems, SysTOL 206, Barcelona, September 7-9, 2016, IEEE, 2016, 510-515.

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GRADIŠAR, Dejan, GRAŠIČ, Boštjan, BOŽNAR, Marija, MLAKAR, Primož, KOCIJAN, Juš. Local ozone predictin with hybrid model. MERKURYEV, Yuri (ur.), ÖREN, Tuncer I. (ur.), OBAIDAT, Mohammad Salameh (ur.). SIMULTECH : proceedings of the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications, July 29 - 31, 201, Lisbon, Portugal, SCITEPRESS = Science and Technology Publications, 2016, 262-269.

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MLAKAR, Primož, KOKAL, Dragana, GRAŠIČ, Boštjan, BOŽNAR, Marija, GRADIŠAR, Dejan, KOCIJAN, Juš. Validation of the performance of meteorological forecasts in fine spatial and temporal resolution designed as an input for dispersion models. BOZÓ, László (ur.), FERRENCZI, Zita (ur.), PUSKÁS, Márta T. (ur.). Proceedings, fHARMO-17, 17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, 9-12 May 2016, Budapest, Hungary, Budapest: Hungarian Meteorolgical Service, 2016, 30-35.

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BOŽNAR, Marija, GRAŠIČ, Boštjan, MLAKAR, Primož, GRADIŠAR, Dejan, KOCIJAN, Juš. Analysis of the daily cycles in the data on air pollution through the use of advanced analytical tools. BOZÓ, László (ur.), FERRENCZI, Zita (ur.), PUSKÁS, Márta T. (ur.). Proceedings, fHARMO-17, 17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, 9-12 May 2016, Budapest, Hungary, Budapest: Hungarian Meteorolgical Service, 2016, 171-176.

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MLAKAR, Primož, BOŽNAR, Marija, GRAŠIČ, Boštjan, OLIVEIRA, Amauri Pereira de, SOARES, Jacyra Ramos, GRADIŠAR, Dejan, KOCIJAN, Juš. Modeliranje difuznega sončnega obseva. KUHAR, Miran (ur.), et al. Raziskave s področja geodezije in geofizike 2014 : zbornik del 20. srečanje Slovenskega združenja za geodezijo in geofiziko, Ljubljana, 29. januar 2015, Ljubljana: Fakulteta za gradbeništvo in geodezijo, 2015.

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GRADIŠAR, Dejan, STEPANČIČ, Martin, BOŽNAR, Marija, MLAKAR, Primož, GRAŠIČ, Boštjan, KOCIJAN, Juš. Napovedovanje koncentracije ozona s samorazvijajočim se modelom na podlagi Gaussovih procesov. MUŠKINJA, Nenad (ur.), ROTOVNIK, Milan (ur.). Zbornik devete konference Avtomatizacija v industriji in gospodarstvu, 9. in 10. april 2015, Maribor, Slovenija, Maribor: Društvo avtomatikov Slovenije, 2015.

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PETELIN, Dejan, KOCIJAN, Juš. Evolving Gaussian process models for predicting chaotic time-series. IEEE Conference on Evolving and Adaptive Intelligent Systems, June 2-4, 2014, Linz, Austria. IEEE EAIS 2014, IEEE, 2014.

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ALEKSOVSKI, Darko, KOCIJAN, Juš, DŽEROSKI, Sašo. Model tree ensembles for the identification of multiple-output systems. ECC 14, European Control Conference, June 24-27, 2014, Strasbourg, France, European Control Association, 2014, 750-755.

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STEPANČIČ, Martin, KOCIJAN, Juš. Vodenje nestabilnega hidravličnega sistema z modelom na podlagi Gaussovih procesov. 6. industrijski forum IRT, Portorož, 9.-11. junij 2014. ŠVETAK, Darko (ur.). Vir znanja in izkušenj za stroko : zbornik foruma, Škofljica: Profidtp, 2014, 35-40.

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PETELIN, Dejan, MLAKAR, Primož, BOŽNAR, Marija, GRAŠIČ, Boštjan, KOCIJAN, Juš. Ozone forecasting using Gaussian processes and perceptron neural networks. 16th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, 8-11 September 2014, Varna, Bulgaria. BATCHVAROVA, Ekaterina (ed.), KIROVA, Hristina (ed.), HRISTOVA, Elena (ed.). HARMO 16 : proceedings, Sofia: National Institute of Meteorology and Hydrology, Bulgarian Academy of Sciences, 2014.

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STEPANČIČ, Martin, KOCIJAN, Juš. Model predictive control of bioreactor with evolving Gaussian process model. 6. študentska konferenca Mednarodne podiplomske šole Jožefa Stefan = 6th Jožef Stefan International Postgraduate School Students' Conference, 20.-22. 05. 2014, Ljubljana. TRDIN, Nejc (ur.), et al. Zbornik : 1. del = Proceedings : part 1, Ljubljana: Mednarodna podiplomska šola Jožefa Stefana, 2014, 151-160.

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GOLJEVŠČEK, Luka, KOCIJAN, Juš. Comparison between Gaussian process regression and support vector machines regression. Proceedings of the 16th International Multiconference Information Society - IS 2013, October 7th-11th, 2013, Ljubljana, Slovenia, Ljubljana: Institut Jožef Stefan, 2013, 47-50.

 

GRAŠIČ, Boštjan, MLAKAR, Primož, BOŽNAR, Marija, KOCIJAN, Juš, TINARELLI, Gianni. High quality air pollution dispersion modelling using high computational performance Lagrangian particle model. Proceedings of the 15th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, Madrid, Spain, 6-9 May 2013, Madrid: Computer Science School, 2013, 337-342.

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KOCIJAN, Juš, PETELIN, Dejan. Output-error model training for Gaussian process models. Adaptive and Natural Computing Algorithms, 10th International Conference, ICANNGA 2011, Proceedings, Part II, Springer, 2011.

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PETELIN, Dejan, FILIPIČ, Bogdan, KOCIJAN, Juš. Optimization of Gaussian process models with evolutionary algorithms. Adaptive and Natural Computing Algorithms, 10th International Conference, ICANNGA 2011, Proceedings, Part I, Springer, 2011.

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PETELIN, Dejan, KOCIJAN, Juš. Control System with Evolving Gaussian Process Models. 2011 IEEE Workshop on Evolving and Adaptive Intelligent Systems, 2011.

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JURIČIĆ, Đani, ETTLER, Pavel, KOCIJAN, Juš. Fault detection based on Gaussian process models : an application to the rolling mill. V: FERRIER, Jean-Louis (ur.). ICINCO 2011, 8th International Conference on Informatics in Control, Automation, 28-31 July 2011, Noordwijkerhout, The Netherlands. Proceedings. Volume 2, SciTePress: = Science and Technology Publications, 2011, 437-440.

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KOCIJAN, Juš, TANKO, Vesna. Prognosis of gear health using Gaussian process model. Proceedings IEEE Eurocon 2011 International Conference Computer as a tool, 27-29 April, 2011, Lisbon, Portugal, 2011.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš. Explicit stochastic model predictive control of gas-liquid separator based on Gaussian process model. International Conference Automatics and Informatics '11, Bulgaria, Sofia, October 3-7, 2011. Proceedings : John Atanasoff celebration days, Sofia: John Atanasoff Society of Union of Automation and Informatics, 2011, B-85-B-88.

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PETELIN, Dejan, ŠINDELÁŘ, Jan, PŘIKRYL, Jan, KOCIJAN, Juš. Financial modeling using Gaussian process models. IDAACS'11 : proceedings of the 6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 15-17 September, 2011, Prague, Czech Republic. 2 Vol, Piscataway: IEEE: = Institute of Electrical and Electronics Engineers, 2011, vol. 1, 672-677.

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KOCIJAN, Juš, PŘIKRYL, Jan. Soft sensor for faulty measurements detection and reconstruction in urban traffic. Proceedings 15th IEEE Mediterranian Electromechanical Conference, MELECON 2010, 25-28 April, 2010, Valletta, Malta, [Piscataway]: IEEE, 2010, 172-176.

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LEAMY, Darren, WARD, Tomás, KOCIJAN, Juš. Using Gaussian process models for near-infrared spectroscopy data interpolation. HIERLEMANN, Andreas (ur.). Proceedings of the Seventh IASTED International Conference on Biomedical Engineering, February 17-19, 2010, Innsbruck, Austria. Vol. 1, Anaheim; Calgary; Zurich: ACTA Press, 2010, 257-262.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš, KRASTEV, Aleksander, HRISTOVA, Hristina. High-order Gaussian process models for prediction of ozone concentration in the air. EUROSIM 2010 : proceedings of the 7th EUROSIM Congress on Modelling and Simulation, September 6-10, 2010, Prague, Czech Republic. Vol. 2, Prague: Czech Technical University in Prague, 2010, 8 pages.

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MUSIZZA, Bojan, PETELIN, Dejan, KOCIJAN, Juš. Accelerated learning of Gaussian process models. EUROSIM 2010 : proceedings of the 7th EUROSIM Congress on Modelling and Simulation, September 6-10, 2010, Prague, Czech Republic. Vol. 2, Prague: Czech Technical University in Prague, 2010, 7 pages.

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PETELIN, Dejan, KOCIJAN, Juš. Application of on-line Gaussian process models for pressure signal. Proceedings of the 11th International PhD Workshop on Systems and Control, September 1-3, 2010, Veszprém, Hungary : a young generation viewpoint, 2010, 39-44.

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GRADIŠAR, Dejan, GLAVAN, Miha, KOCIJAN, Juš, STRMČNIK, Stanko. Modelling case study for holistic production control. MCPL 2010, 5th Conference on Management and Control of Production and Logistics, September 8-10, 2010, Coimbra, Portugal. Proceedings, IFAC, 2010, 6 pages.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš, JOHANSEN, Tor Arne. Dual-mode explicit output-feedback predictive control based on neural networks models. 8th IFAC Symposium on Nonlinear Control Systems, September 01-03, 2010, Bologna, Italy. NOLCOS 2010, IFAC, 2010, 545-550.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš. A parallel computing algorithm for design of explicit nonlinear model predictive controllers. International Conference Automatics and Informatics '10, Bulgaria, Sofia, October 3-7, 2010. Proceedings : John Atanasoff celebration days, Sofia: John Atanasoff Society of Union of Automation and Informatics, 2010, I-233-I-236.

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KOCIJAN, Juš, AŽMAN, Kristjan. Applications of varying parameters modelling with Gaussian processes. 2nd IFAC International Conference on Intelligent Control Systems and Signal Processing, September 21-23, 2009, Istanbul, Turkey. ICONS 2009, 2009, 6 pages.

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GRADIŠAR, Dejan, KOCIJAN, Juš. Nelinearni proizvodni model sistems Tennessee Eastman = Nonlinear production model of TE system. ZAJC, Baldomir (ur.), TROST, Andrej (ur.). Zbornik Osemnajste mednarodne elektrotehniške in računalniške konference - ERK 2009, 21-23. september 2009, Portorož, Slovenija, Ljubljana: IEEE Region 8, Slovenska sekcija IEEE, 2009, vol. A, 305-308.

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PŘIKRYL, Jan, KOCIJAN, Juš. An empirical model of occupancy-queue relation. Proceedings of the 12th IFAC Symposium on Transportation Systems, Redondo Beach, CA, IFAC, 2009, 456-461.

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GRANCHAROVA, Alexandra, NEDIALKOV, D., KOCIJAN, Juš, HRISTOVA, H., KRASTEV, A. Application of Gaussian processes to the prediction of ozone concentration in the air of Burgas. International conference Automatics and Informatics\'09, Bulgaria, Sofia, 29.09 - 4.10.09. Proceedings : John Atanasoff celebration days, Sofia: Union of Automation and Informatics, 2009, IV-17-IV-20.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš, JOHANSEN, Tor Arne. Explicit approximate nonlinear preditive control based on neural network models. V: International conference Automatics and Informatics \'07, Bulgaria, Sofia, October 3-6, 2007. Proceedings : John Atanasoff celebration days, Sofia: Union of Automation and Informatics, 2007, vol. 2, str. I-5-I-8.

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GRANCHAROVA, Alexandra, KOCIJAN, Juš. Stochastic predictive control of a thermoelectric power plant. Stochastic predictive control of a thermoelectric power plant. V: International conference Automatics and Informatics \'07, Bulgaria, Sofia, October 3-6, 2007. Proceedings : John Atanasoff celebration days, Sofia: Union of Automation and Informatics, 2007, vol. 2, str. I-13-I-16.

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KOCIJAN, Juš, AŽMAN, Kristjan. Gaussian process model identification : a process engineering case study. V: GRZECH, Adam (ur.). Proceedings of the 16th International Conference on Systems Science : 4-6 September, 2007, Wrocław, Poland. Vol. 1-3, Wrocław: Oficyna Wydawnicza Politechniki Wrocławskiej, 2007, 2007, zv. 1, str. 418-427.

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KOCIJAN, Juš, LIKAR, Bojan. Gas-liquid separator modelling and simulation with Gaussian process models. V: ZUPANČIČ, Borut (ur.), KARBA, Rihard (ur.), BLAŽIČ, Sašo (ur.). 6th EUROSIM Congress on Modelling and Simulation, Ljubljana, Slovenia, 9-13 September, 2007. EUROSIM 2007 : proceedings of the 6th EUROSIM Congress on Modelling and Simulation, 9-13 September 2007, Ljubljana, Slovenia. Vol. 2, Full papers, Vienna: ARGESIM, cop, 2007, 7 str.

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KOCIJAN, Juš, AŽMAN, Kristjan, GRANCHAROVA, Alexandra. The concept for Gaussian process model based system identification toolbox. V: RACHEV, B. (ur.), SMRIKAROV, A. (ur.), DIMOV, D. (ur.). CompSysTech '07 : proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing, Rousse, Bulgaria, 14-15 June, 2007, Varna: Bulgarian Chapter of ACM, Union of Automation and Informatics, 2007, str. IIIA23-1-IIIA23-6.

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Independent scientific component part in a monograph (1.16)

KOCIJAN, Juš, PETELIN, Dejan. Closed-loop control with evolving Gaussian process models. DIMIROVSKI, Georgi M. (ed.). Complex systems : relationships between control, communicatins and computing, (Studies in systems, decision and control, ISSN 2198-4182, vol. 55), Springer, 2016.

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KOCIJAN, Juš, GRANCHAROVA, Alexandra. Application of Gaussian processes to the modelling and control in process engineering. BALAS, Valentina Emilia (ed.), JAIN, Lakhmi (ed.), KOPRINKOVA-HRISTOVA, Petia (ed.). Innovations in intelligent machines-5 : computational intelligence in control systems engineering, (Studies in computational intelligence, ISSN 1860-949X, 561), Berlin; Heidelberg: Spinger-Verlag, 2014, 155-190.

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KOCIJAN, Juš. The divide-and-Conquer method for modelling and control of nonlinear s ystems : some important issues concerning its application. STRMČNIK, Stanko (ed.), JURIČIĆ, Đani (ed.). Case studies in control : putting theory to work, (Advances in industrial control, ISSN 1430-9491), London [etc.]: Springer, 2013, 101-126.

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GERKŠIČ, Samo, DOLANC, Gregor, VRANČIĆ, Damir, KOCIJAN, Juš, STRMČNIK, Stanko, BLAŽIČ, Sašo, ŠKRJANC, Igor, MARINŠEK, Zoran, BOŽIČEK, Miha, STATHAKI, Anna, KING, Robert Bruce, HADJISKI, Mincho B., BOSHNAKOV, Kosta. A PLC-based system for advanced control. STRMČNIK, Stanko (ed.), JURIČIĆ, Đani (ed.). Case studies in control : putting theory to work, (Advances in industrial control, ISSN 1430-9491), London [etc.]: Springer, 2013, 327-361.

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PETELIN, Dejan, KOCIJAN, Juš. Streaming-data selection for Gaussian-process modeling. BORGELT, Christian. Towards advanced data analysis by combining soft computing and statistics, (Studies in fuzziness and soft computing, vol. 285). Heidelberg, Springer, 2013, 177-190.

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Scientific monograph (2.01)

KOCIJAN, Juš. Modelling and control of dynamic systems using Gaussian process models, (Advances in industrial control). Springer, 2016.

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Reviewed university and scademic textbook (2.03)

KOCIJAN, Juš, STRMČNIK, Stanko. Osnove avtomatskega vodenja. , Založba Univerze v Novi Gorici, 2016.

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KOCIJAN, Juš. . Modeliranje dinamičnih sistemov z umetnimi nevronskimi mrežami in sorodnimi metodami, Nova Gorica: Univerza, 2007, IV, 87 str., ilustr. ISBN 978-961-6311-46-5.

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Manual, dictionary, lexicon, atlas, map (2.06)

KARBA, Rihard, KARER, Gorazd, KOCIJAN, Juš, BAJD, Tadej, ŽAGAR KARER, Mojca. Terminološki slovar avtomatike. , Ljubljana: Založba ZRC, 2014.

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