RNDr. Ladislav Jirsa, Ph.D.
Research associate

Biography
Publication list
Research interests: Bayesian methodology, probabilistic modelling, model structure estimation, estimation and decision-making in uncertainty, construction of prior information using fictitious data, probabilistic mixtures with static and dynamic weights, linear model with normal noise (ARX), linear model with uniform noise (ARX, state-space), preprocessing and filtration of noisy data, transfer of uncertain knowledge of autonomous
agents. Some results were applied in nuclear medicine and the metal processing industry.
Projects: coordinator of 2 national and 2 European projects, team member of 3 projects, including one European.
Publications: 66 total, including 9 journal papers and 4 book chapters.
Education: 1991 Charles University, Faculty of Mathematics and Physics, Mgr (Msc), 2000 Czech Technical University, Faculty of Nuclear Sciences and Physical Engineering, Ph.D., 2000 MFF UK, RNDr.
Employment: 1991–1998 Charles University, 2nd Medical School (2. LF UK), Institute of Biophysics, assistant lecturer, 1996– ÚTIA AV ČR, dept. of Adaptive Systems, Ph.D. student, postdoc, researcher, 2000–2001 University of Dublin, Trinity College, Ireland, researcher, 2022– Prague University of Economics and Business (VŠE), Faculty of Informatics and Statistics, Department of Statistics and Probability, assistant lecturer
Pedagogical activities: Biohysics (2. LF UK), Statistics (VŠE).
Books and chapters
- Bayesian transfer learning between uniformly modelled Bayesian filters, Informatics in Control, Automation and Robotics : 16th International Conference, ICINCO 2019 Prague, Czech Republic, July 29-31, 2019, Revised Selected Papers, p. 151-168, Eds: Gusikhin Oleg, Madani Kurosh, Zaytoon Janan Download DOI: 10.1007/978-3-030-63193-2_9 [2021] :
- Approximate Bayesian Prediction Using State Space Model with Uniform Noise, Informatics in Control, Automation and Robotics : 15th International Conference, ICINCO 2018, Porto, Portugal, July 29-31, 2018, Revised Selected Papers, p. 552-568, Eds: Gusikhin O., Madani K. Download DOI: 10.1007/978-3-030-31993-9 [2019] :
- Optimized Bayesian Dynamic Advising: Theory and Algorithms, Springer (London, 2006) [2006] :
- Systém JODNEW - bayesovské sledování diagnostiky a terapie nemocí štítné žlázy pomocí 131 J. Průvodce verzí 3.3, ÚTIA AV ČR (Praha, 1996) [1996] :
Journal articles
- Fully probabilistic design for knowledge fusion between Bayesian filters under uniform disturbances, Knowledge-Based System 238 Download Download DOI: 10.1016/j.knosys.2021.107879 [2022] :
- Recursive Bayesian estimation of autoregressive model with uniform noise using approximation by parallelotopes, International Journal of Adaptive Control and Signal Processing 31 8 (2017), p. 1184-1192 Download DOI: 10.1002/acs.2756 [2017] :
- Identification of thyroid gland activity in radioiodine therapy, Informatics in Medicine Unlocked 7 1 (2017), p. 23-33 Download DOI: 10.1016/j.imu.2017.02.004 [2017] :
- Prior knowledge in estimation of bi-phase model of 131I accumulation in thyroid gland. Abstract, European Journal of Nuclear Medicine and Molecular Imaging 32, p. 42 Download [2005] :
- Probabilistic advisory systems for data-intensive applications, International Journal of Adaptive Control and Signal Processing 17 2 (2003), p. 133-148 DOI: 10.1002/acs.743 [2003] :
- Improved prediction of therapeutic absorbed doses of radioiodine in the treatment of thyroid carcinoma, Journal of Nuclear Medicine 42 7 (2001), p. 1084-1090 [2001] :
- Zlepšení předpovědi léčebné dávky dvoufázovým modelem kinetiky při léčbě karcinomů štítné žlázy pomocí 131I, Acta Radiobiologica 2 1 (2001), p. 28-29 [2001] :
- Biophysical inputs into the software "MIRDose", Sborník lékařský 99 4 (1998), p. 521-527 Download [1998] :
- Biokinetics of 131 I in the human organism, Journal of Radioanalytical and Nuclear Chemistry 209 2 (1996), p. 347-353 [1996] :
Other publications
- Approximate Bayesian state estimation and output prediction using state-space model with uniform noise, ÚTIA AV ČR (Praha, 2019) Download [2019] :
- Bayesian Filtering for States Uniformly Distributed on a Parallelotopic Support, Proceedings of the IEEE International Symposium on Signal Processing and Information Technology 2019 (ISSPIT 2019) Download DOI: 10.1109/ISSPIT47144.2019.9001829 [2019] :
- Knowledge Transfer in a Pair of Uniformly Modelled Bayesian Filters, Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2019), Eds: Gusikhin Oleg, Madani Kurosh, Zaytoon Janan Download DOI: 10.5220/0007854104990506 [2019] :
- Approximate recursive Bayesian estimation of state space model with uniform noise, ICINCO 2018 : Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics, p. 388-394, Eds: Madani Kurosh, Gusikhin Oleg Download DOI: 10.5220/0006933803880394 [2018] :
- Linear ARX and state-space model with uniform noise: computation of first and second moments, ÚTIA AV ČR (Praha, 2016) Download [2016] :
- Estimation of Uniform Static Regression Model with Abruptly Varying Parameters, Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics, p. 603-607, Eds: Filipe J., Madani K., Gusikhin O., Sasiadek J. Download [2015] :
- Evaluation of Processor Health within Hierarchical Condition Monitoring System, Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics, p. 667-671, Eds: Filipe J., Madani K., Gusikhin O., Sasiadek J. Download [2015] :
- Probabilistic Inspection of Multimodally Distributed Signals, The 12th International Conference on Condition Monitoring and Machinery Failure Prevention Technologies (CM 2015/MFPT 2015) Download [2015] :
- Normal and uniform noise - violation of the assumption on noise distribution in model identification, ÚTIA AV ČR (Praha, 2015) Download [2015] :
- Testing of Sensor Condition Using Gaussian Mixture Model, Proceedings of the 11th International Conference on Informatics in Control, Automation and Robotics, p. 550-558, Eds: Filipe Joaquim, Gusikhin Oleg, Madani Kurosh, Sasiadek Jurek Download [2014] :
- Evaluation of Sensor Signal Health Using Model with Uniform Noise, Proceedings of the 11th International Conference on Informatics in Control, Automation and Robotics, p. 671-677, Eds: Filipe Joaquim, Gusikhin Oleg, Madani Kurosh, Sasiadek Jurek Download [2014] :
- Preliminaries of probabilistic hierarchical fault detection, Preprints of the 3rd International Workshop on Scalable Decision Making held in conjunction with ECML/PKDD 2013, Eds: Guy Tatiana V., Kárný Miroslav Download [2013] :
- Bayesian Soft Sensing in Cold Sheet Rolling, Abstracts of Contributions to 6th International Workshop on Data-Algorthms-Decision Making, p. 45-45 Download [2010] :
- Impact of forgetting on models of rolling mills, ÚTIA AV ČR (Praha, 2010) Download [2010] :
- Bayesian averaging of regressive models, Proceedings of the 11th International PhD Workshop on Systems and Control, p. 1-6 Download [2010] :
- Iterative Formulation of Control Aims in Fully Probabilistic Design, Abstract of Contributions to 5th International Workshop on Data-Algorithms-Decision Making, p. 31-31, Eds: Janžura Martin, Ivánek Jiří Download [2009] :
- Windsurfer, Fully Probabilistic Control Design and the Jobcontrol Package, Abstracts of Contributions to 4th International Workshop on Data-Algorithms-Decision Making, p. 38-38, Eds: Janžura Martin, Ivánek Jiří Download [2008] :
- Transformation of data in the framework of dynamic decision making, ÚTIA AV ČR (Praha, 2008) [2008] :
- Database Cathy - longitudinal follow-up of thyroid cancer patients (2008) [2008] :
- Building adisease-specific research database -longitudinal follow-up of thyroid cancer patients, Italian Association of Telemedicine and Medical Informatics --- 8th Congress, p. 111-111, Eds: Sicurello F., Mastronardi G. [2007] :
- Nuclear Medicine, Treatment of Thyroid Cancer and Mathematical Modelling, 3rd International Workshop on Data - Algorithms - Decision Making, p. 10-10, Eds: Janžura M., Ivánek J. [2007] :
- Identification of Thyroid Gland Activity in Radiotherapy, Bayesian Statistics 8, p. 613-618, Eds: Bernardo J. M., Bayarri M. J., Berger J. O., Dawid A. P., Heckerman D., Smith A. F. M., West M. Download [2007] :
- Probabilistic estimation of radiation dose with few noisy measurements of activity (2007) [2007] :
- Identification of Thyroid Gland Activity and Probabilistic Estimation of Absorbed Doses in Nuclear Medicine, ÚTIA AV ČR (Praha, 2007) Download [2007] :
- Output parameters of the 131I bi-phasic vs. monoexponential biokinetics model in thyroid gland, Bratislavské lekárske listy 107 4 (2006), p. 177-177 [2006] :
- Impact of TNM classification categories on thyroid gland carcinoma, Endocrine Abstracts 8th European Congress of Endocrinology incorporating the British Endocrine Societies, p. 938-938 [2006] :
- Identification of Thyroid Gland Activity in Radiotherapy, Valencia 8 ISBA 2006 World Meeting on Bayesian Statistics, p. 140-140 [2006] :
- Model of 131I biokinetics in thyroid gland and its implementation for estimation of absorbed doses, Proceedings of the 3rd European Medical and Biological Engineering Conference, p. 1-5, IFMBE (Prague, 2005) Download [2005] :
- Možnost predikce aplikované aktivity 131I při léčbě diferencovaných karcinomů štítné žlázy pomocí matematického modelu, Endokrinologické dny s mezinárodní účastí (28.), p. 164, Eds: Karásek D., Zapletalová J., VEDUTA (Olomouc, 2005) Download [2005] :
- Prior information in Bayesian identification of a linear regression model: inference and examples, Proceedings of Abstracts of the 6th International PhD Workshop on Systems and Control a Young Generation Viewpoint, p. 38, Josef Stefan Institute (Ljubljana, 2005) Download [2005] :
- Model of 131I Biokinetics in Thyroid Gland and its Implementation for Estimation of Absorbed Doses, ÚTIA AV ČR (Praha, 2005) [2005] :
- Prior information in Bayesian identification of a linear regression model, Proceedings of the 6th International PhD Workshop in Systems and Control, Young Generation Viewpoint, p. 1-6, Eds: Tinta D., Benko U. Download [2005] :
- Význam apriornej informácie pri modelovaní biokinetiky 131I v štítnej žl'aze. Abstrakt, Sborník abstraktů XXVI. dnů lékařské biofyziky, p. 80, Eds: Foltýnová V., Jirkovský J., Cirýn J., UK 1.LF Praha (Praha, 2003) [2003] :
- 4th International PhD Workshop Information Technologies & Control. Young Generation Viewpoint (2003) [2003] :
- Mixtools: User's Guide, ÚTIA AV ČR (Praha, 2002) Download [2002] :
- Mixture analysis of nuclear medicine data: Medical decision support, Irish Signals and Systems Conference 2001. Proceedings, p. 393-398, Eds: Shorten R., Ward T., Lysaght T., NUI Maynooth (Maynooth, 2001) [2001] :
- Prediction of absorbed therapeutic dose from short diagnostic measurements. Abstract, Conference Abstracts of XXIII Days of Radiation Protection, p. 7-9, RPS of Czech Medical Association (Praha, 2000) [2000] :
- Tets of new tools for probabilistic evaluation of radiation load of patients. Abstract, Conference Abstracts of XXIII Days of Radiation Protection, p. 3-4, RPS Czech Medical Association (Praha, 2000) [2000] :
- Předpověď terapeutické dávky zlepšeným modelem kinetiky 131I. Abstrakt, Dny nukleární medicíny s mezinárodní účastí. Abstrakta, p. 29, Česká společnost nukleární medicíny ČLS JEP (České Budějovice, 2000) [2000] :
- Podklady pro hodnocení kinetiky 131I v provozu KNM FN v Motole. Abstrakt, Dny nukleární medicíny s mezinárodní účastí. Abstrakta, p. 15, Česká společnost nukleární medicíny ČLS JEP (České Budějovice, 2000) [2000] :
- Pravděpodobnostní hodnocení radiační zátěže pacientů metodou MIRD. Abstrakt, Dny nukleární medicíny s mezinárodní účastí. Abstrakta, p. 30, Česká společnost nukleární medicíny ČLS JEP (České Budějovice, 2000) [2000] :
- Improved Correspondence between Projected and Measured Doses of I-131 Using the New Kinetic Model. Abstract, Congress of the European Association of Nuclear Medicine, p. 917, Springer (Berlin, 2000) [2000] :
- Advanced Bayesian Processing of Clinical Data in Nuclear Medicine. Ph.D. Thesis (1999) Download [1999] :
- Description of Data Conversion and Management in the Joint Project with the Clinic of Nuclear Medicine, Motol Hospital, Prague (Grant IGA MZ ČR 4581-3), ÚTIA AV ČR (Praha, 1999) [1999] :
- Preliminary Experiments with Biophysical Data, ÚTIA AV ČR (Praha, 1999) [1999] :
- Dose prediction during 131I treatment of thyroid cancer. Abstract, Days of Radiation Hygiene. Abstracts, p. 38-39, Radiation Protection Society (Praha, 1999) [1999] :
- A tool for evaluating dosimetry-related quantities. Abstract, Days of Radiation Hygiene. Abstracts, p. 124-125, Radiation Protection Society (Praha, 1999) [1999] :
- Programový systém JodNew. Abstrakt, Dny nukleární medicíny. Abstrakta, p. 88, Dům techniky (Ostrava, 1999) [1999] :
- Některé biofyzikální parametry ovlivňující léčbu radiojodem. Abstrakt, Zborník prác z XXII. Dní lekárskej biofyziky s medzinárodnou účasťou, p. 43-44, Lekárska fakulta UPJŠ (Košice, 1999) [1999] :
- Kvalita vstupu do MIRD při léčebném využití 131I. Abstrakt, Dny nukleární medicíny. Abstrakta, p. 26, Dům techniky (Ostrava, 1999) [1999] :
- Initial experience with software system JODNEW for evaluation biophysical characteristics related to treatment of carcinoma of thyroid gland by 131I, Proceedings of the 21st Radiation Hygiene Days, p. 82-86, Eds: Cabaneková H., Ďurčik M., Nikodemová D., Nuclear Regulatory Authority (Bratislava, 1998) [1998] :
- Evaluation of biophysical quantities related to the treatment of thyroid diseases, Quantitative Image Analysis in Functional Scintigraphic Imaging, p. 39-42, GAMAMED (Praha, 1998) [1998] :
- Modelování kinetiky 131 J při léčbě nemocí štítné žlázy, Sborník abstraktů XIX. dnů lékařské biofyziky, p. 13-14, Masarykova univerzita (Brno, 1996) [1996] :