Prof. Ing. Václav Šmídl, Ph.D.
Research fellow

Department:
Department of Adaptive Systems
Research interests:
multivariate analysis, Bayesian filtering, recursive estimation, adaptive control
Biography
Publication list
Education:
2001-2004 PhD student in Trinity College Dublin, department of Electronics and electrical engineering. Defended thesis: The Variational Bayes approach in Signal Processing.
Teaching:
Czech Technical University: Hierarchical Bayesian Models
Employment:
2004-now ÚTIA, department of adaptive systems, research fellow
2010-now UWB, Regional innovation center for electrical engineering, senior researcher
2018-now CTU, Faculty of Electrical Engineering, senior researcher
2001-2004 Trinity College Dublin, PhD by research, EU projects MOUMIR and ProDacTool.
1999-2000 Sidat Praha, implementation of industrial control systems
Other sources:
Books and chapters
- The Variational Bayes Method in Signal Processing, Springer (Heidelberg, 2005) [2005] :
- From Bayesian decision-markers to Beyesian agents, Self-Organization and Automatic Informations, p. 62-76, Eds: Czap H., Unland R., Branki Ch. [2005] :
Journal articles
- Inverse modeling of 137Cs during Chernobyl 2020 wildfires without the first guess, Atmospheric Pollution Research 16 Download Download DOI: 10.1016/j.apr.2025.102419 [2025] :
- Spatial-temporal source term estimation using deep neural network prior and its application to Chernobyl wildfires, Journal of Hazardous Materials 448 Download Download DOI: 10.1016/j.jhazmat.2025.137510 [2025] :
- Potential Hazard of Accidental Radioactive Discharges into the Calm Atmosphere, ERCIM News 129, p. 43-44 Download Download [2022] :
- General framework for binary classification on top samples, Optimization Methods & Software 37 5 (2022), p. 1636-1667 Download Download DOI: 10.1080/10556788.2021.1965601 [2022] :
- Source term determination with elastic plume bias correction, Journal of Hazardous Materials 425 Download Download DOI: 10.1016/j.jhazmat.2021.127776 [2022] :
- Real-time measurement of radionuclide concentrations and its impact on inverse modeling of 106Ru release in the fall of 2017, Atmospheric Measurement Techniques 14 2 (2021), p. 803-818 Download Download DOI: 10.5194/amt-14-803-2021 [2021] :
- Continuous Control Set Model Predictive Control of a Switch Reluctance Drive Using Lookup Tables, Energies 13 Download Download DOI: 10.3390/en13133317 [2020] :
- Detection of Alfvén Eigenmodes on COMPASS with Generative Neural Networks, Fusion Science and Technology 76 8 (2020), p. 962-971 Download DOI: 10.1080/15361055.2020.1820805 [2020] :
- On the tuning of atmospheric inverse methods: comparisons with the European Tracer Experiment (ETEX) and Chernobyl datasets using the atmospheric transport model FLEXPART, Geoscientific Model Development 13 12 (2020), p. 5917-5934 Download Download DOI: 10.5194/gmd-13-5917-2020 [2020] :
- Bayesian non-negative matrix factorization with adaptive sparsity and smoothness prior, IEEE Signal Processing Letters 26 3 (2019), p. 510-514 Download Download DOI: 10.1109/LSP.2019.2897230 [2019] :
- Source term estimation of multi-specie atmospheric release of radiation from gamma dose rates, Quarterly Journal of the Royal Meteorological Society 144 717 (2018), p. 2781-2797 Download DOI: 10.1002/qj.3403 [2018] :
- An Adaptive Correlated Image Prior for Image Restoration Problems, IEEE Signal Processing Letters 25 7 (2018), p. 1024-1028 Download DOI: 10.1109/LSP.2018.2836964 [2018] :
- Bayesian inverse modeling and source location of an unintended 131I release in Europe in the fall of 2011, Atmospheric Chemistry and Physics 17 20 (2017), p. 12677-12696 Download DOI: 10.5194/acp-17-12677-2017 [2017] :
- Blind Deconvolution With Model Discrepancies, IEEE Transactions on Image Processing 26 5 (2017), p. 2533-2544 Download DOI: 10.1109/TIP.2017.2676981 [2017] :
- Adaptive multiple importance sampling for Gaussian processes, Journal of Statistical Computation and Simulation 87 8 (2017), p. 1644-1665 Download DOI: 10.1080/00949655.2017.1280037 [2017] :
- LS-APC v1.0: a tuning-free method for the linear inverse problem and its application to source-term determination, Geoscientific Model Development 9 11 (2016), p. 4297-4311 Download DOI: 10.5194/gmd-9-4297-2016 [2016] :
- Inverse modelling for real-time estimation of radiological consequences in the early stage of an accidental radioactivity release, Journal of Environmental Radioactivity 164 1 (2016), p. 377-394 Download DOI: 10.1016/j.jenvrad.2016.06.016 [2016] :
- Non-parametric Bayesian models of response function in dynamic image sequences, Computer Vision and Image Understanding 151 1 (2016), p. 90-100 Download DOI: 10.1016/j.cviu.2015.11.010 [2016] :
- Model-based extraction of input and organ functions in dynamic scintigraphic imaging, Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization 4, p. 135-145 Download DOI: 10.1080/21681163.2014.916229 [2016] :
- Estimation of Input Function from Dynamic PET Brain Data Using Bayesian Blind Source Separation, Computer Science and Information Systems 12 4 (2015), p. 1273-1287 Download DOI: 10.2298/CSIS141201051T [2015] :
- Duality-Based Nonlinear Quadratic Control: Application to Mobile Robot Trajectory-Following, IEEE Transactions on Control Systems Technology 23 4 (2015), p. 1494-1504 Download DOI: 10.1109/TCST.2014.2377631 [2015] :
- Bayesian Blind Separation and Deconvolution of Dynamic Image Sequences Using Sparsity Priors, IEEE Transactions on Medical Imaging 34 1 (2015), p. 258-266 Download DOI: 10.1109/TMI.2014.2352791 [2015] :
- Evaluation of detection abilities of monitoring networks using multiple assessment criteria, International Journal of Environment and Pollution, p. 129-138 Download DOI: 10.1504/IJEP.2014.065913 [2014] :
- Efficient Sequential Monte Carlo Sampling for Continuous Monitoring of a Radiation Situation, Technometrics 56 4 (2014), p. 514-527 Download DOI: 10.1080/00401706.2013.860917 [2014] :
- Marginalized adaptive particle filtering for nonlinear models with unknown time-varying noise parameters, Automatica 49 6 (2013), p. 1566-1575 Download DOI: 10.1016/j.automatica.2013.02.046 [2013] :
- Tracking of atmospheric release of pollution using unmanned aerial vehicles, Atmospheric Environment 67 1 (2013), p. 425-436 Download DOI: 10.1016/j.atmosenv.2012.10.054 [2013] :
- Advantages of Square-Root Extended Kalman Filter for Sensorless Control of AC Drives, IEEE Transactions on Industrial Electronics 59 11 (2012), p. 4189-4196 Download DOI: 10.1109/TIE.2011.2180273 [2012] :
- Marginalized Particle Filtering Framework for Tuning of Ensemble Filters, Monthly Weather Review 139 11 (2011), p. 3589-3599 Download DOI: 10.1175/2011MWR3586.1 [2011] :
- Assimilation of spatio-temporal distribution of radionuclides in early phase of radiation accident, Bezpečnost jaderné energie 18, p. 226-228 Download [2010] :
- Variational Bayesian Filtering, IEEE Transactions on Signal Processing 56 10 (2008), p. 5020-5030 Download DOI: 10.1109/TSP.2008.928969 [2008] :
- On Bayesian Principal Component Analysis, Computational Statistics and Data Analysis 51 9 (2007), p. 4101-4123 Download [2007] :
- Mixture-based extension of the AR model and its recursive Bayesian identification, IEEE Transactions on Signal Processing 53 9 (2005), p. 3530-3542 [2005] :
Other publications
- Bayesian methods in neural networks for inverse atmospheric modelling, Stochastic and Physical Monitoring Systems 2024 Download Download [2024] :
- Estimation of spatio-temporal source of microplastics using Bayesian Neural networks, EGU General Assembly 2024 Download DOI: 10.5194/egusphere-egu24-5960 [2024] :
- Estimation of unknown source term based on radioxenon observations with the presence of background signal, EGU General Assembly 2024 Abstracts Download DOI: 10.5194/egusphere-egu24-3075 [2024] :
- Avoiding Undesirable Solutions of Deep Blind Image Deconvolution, Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2024), p. 559-566, Eds: Radeva Petia, Furnari Antonino, Bouatouch Kadi, Sousa A. Augusto Download Download DOI: 10.5220/0012397600003660 [2024] :
- Spatio-temporal inversion of atmospheric microplastics emmisions using block-coordinate descent method, EGU General Assembly 2023 Download DOI: 10.5194/egusphere-egu23-12619 [2023] :
- Odhad zdrojového členu Cs-137 při požárech v okolí Černobylu v dubnu 2020, XLIII. Dni radiačnej ochrany 2022, Kniha abstraktů, p. 28-29 Download [2022] :
- Two stage inversion method for microplastics emission estimation, EGU General Assembly 2022 Download [2022] :
- Improving Neural Blind Deconvolution, 2021 IEEE International Conference on Image Processing : Proceedings, p. 1954-1958 Download DOI: 10.1109/ICIP42928.2021.9506502 [2021] :
- DEnFi: Deep Ensemble Filter for Active Learning, ÚTIA AV ČR, v.v.i (Prague, 2020) Download [2020] :
- Towards non-linear inverse problem for atmospheric source term determination, Geophysical Research Abstracts Download [2020] :
- Orthogonal Approximation of Marginal Likelihood of Generative Models, Bayesian Deep Learning NeurIPS 2019 Workshop Download [2019] :
- General framework for binary nonlinear classification on top samples, Book of Abstracts of the 3rd International Conference and Summer School, Numerical Computations: Theory and Algorithms, p. 206-206, Eds: Sergeyev Yaroslav D., Kvasov Dmitri E., Mukhametzhanov Marat S., Nasso Maria Chiara Download [2019] :
- Bayesian Approach to Localization of Atmospheric Release with Demonstration on the Case of Ruthenium-106 Release in 2017, SnT 2019 - CTBT: Science and Technology Conference - Book of Abstracts, p. 175 Download [2019] :
- Study on influence of the prior source term to linear inverse problem for atmospheric source term determination, Geophysical Research Abstracts Download [2019] :
- Robust sparse linear regression for tokamak plasma boundary estimation using variational Bayes, Journal of Physics: Conference Series, IOP Science (2018) Download DOI: 10.1088/1742-6596/1047/1/012015 [2018] :
- Compensation of inaccurate meteorological data in source term determination problem using Bayesian methods, Geophysical Research Abstracts Download [2018] :
- Semi-supervised Bayesian Source Separation of Scintigraphic Image Sequences, European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2017: VipIMAGE 2017), p. 52-61 Download DOI: 10.1007/978-3-319-68195-5_6 [2018] :
- Bayesian source term determination with unknown covariance of measurements, Geophysical Research Abstracts Download [2017] :
- Linear Inverse Problem with Range Prior on Correlations and Its Variational Bayes Inference, Bayesian Statistics in Action: BAYSM 2016, p. 91-101, Eds: Argiento R., Lanzarone E., Villalobos I., Mattei A. Download DOI: 10.1007/978-3-319-54084-9_9 [2017] :
- Bayesian estimation of linear regression model with unknown prior and noise covariance matrix, ISBA 2016 Book of Abstracts, p. 410-410, Eds: Cabras Stefano, Guindani Michele Download [2016] :
- Bayesian Estimation of Source Term of Atmospheric Radiation Release with Interval Prior, Proceedings of the 8th International Congress on Environmental Modelling and Software (iEMSs), p. 357-364 Download [2016] :
- Bayesian estimation of a source term of radiation release with approximately known nuclide ratios, Geophysical Research Abstracts Download [2016] :
- On Distributed Traffic Signal Control, Proccedings of the 18th IEEE International Conference on Intelligent Transportation Systems, p. 894-899 Download DOI: 10.1109/ITSC.2015.150 [2015] :
- Finding New Malicious Domains Using Variational Bayes on Large-Scale Computer Network Data, NIPS Workshop: Advances in Approximate Bayesian Inference, p. 1-10 Download [2015] :
- On-line Model Structure Selection for Estimation of Plasma Boundary in a Tokamak, Journal of Physics: Conference Series Download DOI: 10.1088/1742-6596/659/1/012010 [2015] :
- Hierarchical Prior for Source Term Determination and Its Variational Bayes Estimation, CTBT: Science and Technology 2015, p. 142-142 Download [2015] :
- Variational Blind Source Separation Toolbox and its Application to Hyperspectral Image Data, Proceedings of the 23rd European Signal Processing Conference (EUSIPCO 2015), p. 1336-1340 Download DOI: 10.1109/EUSIPCO.2015.7362599 [2015] :
- Bayesian Blind Source Separation with Unknown Prior Covariance, Latent Variable Analysis and Signal Separation, p. 352-359, Eds: Vincent E., Yeredor A., Koldovský Z., Tichavský P. Download DOI: 10.1007/978-3-319-22482-4_41 [2015] :
- Bayesian Estimation of Prior Variance in Source Term Determination, EGU General Assembly Conference Abstracts, p. 5563-5563 Download [2015] :
- Understanding image priors in blind deconvolution, 2014 IEEE International Conference on Image Processing, p. 4492-4496 Download DOI: 10.1109/ICIP.2014.7025911 [2014] :
- Extending Horizon of Finite Control Set MPC of PMSM Drive with Input LC Filter using LQ Lookahead, Proceedings of IECON 2014 : 40th Annual Conference of the IEEE Industrial Electronics Society, p. 581-586 Download DOI: 10.1109/IECON.2014.7048559 [2014] :
- Kinetic Modeling of the Dynamic PET Brain Data Using Blind Source Separation Methods, The 2014 7th International Conference on BioMedical Engineering and Informatics, p. 244-249 Download DOI: 10.1109/BMEI.2014.7002794 [2014] :
- FPGA Implementation of Rao-Blackwellized Particle Filter and its Application to Sensorless Drive Control, Proceedings of the 19th IFAC World Congress, 2014, p. 8669-8674 Download DOI: 10.3182/20140824-6-ZA-1003.01557 [2014] :
- Extended Rauch-Tung-Striebel Controller, Proceedings of the 52nd IEEE conference on decision and control, p. 2900-2905 Download DOI: 10.1109/CDC.2013.6760324 [2013] :
- Data assimilation methods used in the ASIM module (Praha, 2013) Download [2013] :
- Kalman Filters Unifying Model-based and HF Injection-based Sensorless Control of PMSM Drives, Proceedings of the 39th Annual Conference of the IEEE Industrial Electronics Society, p. 8225-8203 Download DOI: 10.1109/IECON.2013.6700511 [2013] :
- Model-based Extraction of Input and Organ Functions in Dynamic Medical Imaging, Computational Vision and Medical Image Processing (VipIMAGE 2013), p. 75-80 Download [2013] :
- Evaluation of Detection Abilities of Monitoring Networks Using Different Assessment Criteria, Proceedings of the 15th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes - HARMO15 Download [2013] :
- Sparsity in Bayesian Blind Source Separation and Deconvolution, Machine Learning and Knowledge Discovery in Databases, p. 548-563 Download DOI: 10.1007/978-3-642-40991-2_35 [2013] :
- Distributed framework for modeling and reconstruction of nuclear accidents, Book of Abstracts of CTBT Science and Technology 2013 Conference, p. 63-63 Download [2013] :
- Adaptive Importance Sampling in Particle Filtering, Proceeding of the 16th International Conference on Information Fusion Download [2013] :
- Convolution Model of Time-activity Curves in Blind Source Separation, UTIA AV ČR (Praha, 2013) Download [2013] :
- Navigation of UAVs for tracking of atmospheric release of radiatio, Proceedings of the 51st IEEE Annual Conference on Decision and Control (CDC), p. 3098-3103 Download DOI: 10.1109/CDC.2012.6426702 [2012] :
- Marginalized Particle Filter for Sensorless Control of PMSM Drives, Proceedings of the 38th Annual Conference of the IEEE Industrial Electronics Society, p. 1-6 Download DOI: 10.1109/IECON.2012.6388915 [2012] :
- Development of Real-Time Bayesian Data Assimilation System for Off-Site Consequence Assessment, 12th International Conference on Radiation Shielding & Topical Meeting of the Radiation Protection and Shielding Division of the American Nuclear Society, p. 37-37 Download [2012] :
- Bayesian Estimation of Forgetting Factor in Adaptive Filtering and Change Detection, Proceedings of the IEEE Statistical Signal Processing Workshop 2012, p. 197-200 Download DOI: 10.1109/SSP.2012.6319658 [2012] :
- Application of Sequential Monte Carlo Estimation for Early Phase of Radiation Accident, UTIA AV CR, v.v.i (Praha, 2012) Download [2012] :
- Automatic Regions of Interest in Factor Analysis for Dynamic Medical Imaging, Proceedings of 2012 IEEE International Symposium on Biomedical Imaging, p. 158-161 Download DOI: 10.1109/ISBI.2012.6235508 [2012] :
- Bayesian Methods for Optimization of Radiation Monitoring Networks, UTIA AV CR, v.v.i (Praha, 2011) Download [2011] :
- Data assimilation methods for early and late phase of radiation accident - A comprehensive review with examples of methods examined within solution of the grant projet VG20102013018, UTIA AV CR (Praha, 2011) [2011] :
- Evaluation of Expected Consequences of a Nuclear Power Plant Accident using Sequential Monte Carlo, XXXIII Dni radiačnej ochrany, p. 111-112 [2011] :
- Reduced-Order Square-Root EKF for Sensorless Control of PMSM Drives, Proceedings of the 37th Annual Conference of the IEEE Industrial Electronics Society, p. 1929-1934 Download DOI: 10.1109/IECON.2011.6119446 [2011] :
- Variational Bayes in Distributed Fully Probabilistic Decision Making, The 2nd International Workshop od Decision Making with Multiple Imperfect Decision Makers. Held in Conjunction with the 25th Annual Conference on Neural Information Processing Systems (NIPS 2011), p. 73-80 Download [2011] :
- Decentralization of Fully Probabilistic Control Design using Variational Bayes Approximation, Abstracts of Contributions to 7th International Workshop on Data - Algorithms - Decision Making, p. 37-37, Eds: Janžura M., Ivánek J. Download [2011] :
- Model for Memory-based Music Transcription and its Variational Bayes solution, EUSIPCO 2011: 19th European Signal Processing Conference, p. 1-4 Download [2011] :
- Non-Parametric Bayesian Measurement Noise Density Estimation in Non-Linear Filtering, Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing 2011, p. 5924-5927 Download [2011] :
- Factor Analysis Of Scintigraphic Image Sequences With Integrated Convolution Model Of Factor Curves, Proceedings of the second international conference on computational bioscience, p. 1-7 Download [2011] :
- Non-stationary Autoregressive Model for On-line Detection of Inter-area Oscillations in Power Systems, Innovative Smart Grid Technologies Conference Europe, p. 1-5 Download DOI: 10.1109/ISGTEUROPE.2010.5638992 [2010] :
- Forgetting-based Estimation of Stationary Parameters in Marginalized Particle Framework, Abstracts of Contributions to 6th International Workshop on Data – Algorithms – Decision Making, p. 18-18, Eds: Ivánek Jiří, Janžura Martin Download [2010] :
- Variational Bayes Approximation for Distributed Fully Probabilistic Design, Abstracts of Contributions to 6th International Workshop on Data-Algorthms-Decision Making, p. 47-47 Download [2010] :
- Improvements of Continuous Model for Memory-based Automatic Music Transcription, Proceedings of the 18th European signal processing conference, p. 487-491 Download [2010] :
- Marginalized Particle Filters for Bayesian Estimation of Gaussian Noise Parameters, Proceedings of the 13th International Conference on Information Fusion, p. 1-8 Download [2010] :
- Software Analysis Unifying Particle Filtering and Marginalized Particle Filtering, Proceedings of the 13th International Conference on Information Fusion, p. 1-7 Download [2010] :
- EnKF within the Marginalized Particle Filter and Its Application for Adaptive Estimation of Inflation Factor, 2010 The Meeting of the Americas, p. 1-2 Download [2010] :
- On-line Detection of Inter-area Oscillations using Forgetting Approach for Power Systems Monitoring, Proceedings of the 2nd International Conference on Computer and Automation Engineering, p. 1-4 Download [2010] :
- On Adaptation of Loss Functions in Decentralized Adaptive Control, Proceedings of the 12th IFAC symposium on Large Scale Systems, p. 1-6 Download [2010] :
- Presentation of Bayesian Decision Making Toolbox (BDM), Abstracts of Contributions to 5th International Workshop on Data – Algorithms – Decision Making, p. 37-37, Eds: J a n ž u r a M a r t i n, I v á n e k J i ř í Download [2009] :
- Simulation of Random 3-D Trajectories of the Toxic Plume Spreading over the Terrain, 5th WMO Symposium on Data Assimilation Download [2009] :
- Recent developments in exploitation of data assimilation in early and late phase of radiation accident, Abstracts of Contributions to 5th International Workshop on Data-Algorthms-Decision Making, p. 29-29 Download [2009] :
- Fully Probabilistic Dynamic Decision Making. Examples to textbook (2009) [2009] :
- Challenges and Limits of Extended Kalman Filter based Sensorless Control of Permanent Magnet Synchronous Machine Drives, Proceedings of the 13th European Conference on Power Electronics and Applications, p. 1-11 Download [2009] :
- Bayesian Decision Making library (2009) [2009] :
- Assimilation of spatio-temporal distribution of radionuclides in early phase of radiation accident, XXXI. Dny radiační ochrany - sborník abstraktů, p. 74-74 Download [2009] :
- Data assimilation in early phase of radiation accident using particle filter, The Fifth WMO International Symposium on Data Assimilation, p. 1-8 Download [2009] :
- Bayesian tracking of the toxic plume spreading in the early stage of radiation accident, ESM'2009 The 2009 European Simulation and Modelling Conference, Modelling and Simulation '2009, p. 381-387 Download [2009] :
- Proceedings of the 10th International PhD Workshop on Systems and Control, UTIA, AV ČR, v.v.i (Praha, 2009) [2009] :
- Model Considerations for Memory-based Automatic Music Transcription, 29th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering, p. 1-8 Download [2009] :
- Log-Normal Merging for Distributed System Identification, Proceedings of the 15th IFAC Symposium on System Identification, p. 1-6 Download [2009] :
- Merging of advices from multiple advisory systems - with evaluation on rolling mill data, Proceedings of the Fifth International Conference on Informatics in Control, Automation and Robotics, p. 66-71 Download [2008] :
- Sequential Sampling Techniques for Log-Normal Combination of Probability Densities, ÚTIA AV ČR (Praha, 2008) Download [2008] :
- On Estimation of Unknown Disturbances of Non-Linear State-Space Model Using Marginalized Particle Filter, ÚTIA AV ČR (Praha, 2008) Download [2008] :
- Robust Detection of Linear Part of Patlak-Rutland Plots, ÚTIA AV ČR, v.v.i (Praha, 2008) Download [2008] :
- BDM: C++ knihovna algoritmů Bayesovského rozhodování (2008) [2008] :
- Merging of Multistep Predictors for Decentralized Adaptive Control, Proceedings of the American Control Conference, p. 3414-3415 Download [2008] :
- On Structure of Predictors Allowing Distributed Dynamic Bayesian Decision-Making, ÚTIA AV ČR, v.v.i (Praha, 2007) [2007] :
- Distributed Bayesian Decision-Making: Further Experiments, ÚTIA AV ČR (Praha, 2007) [2007] :
- Accelerated particle filtering using the Variational Bayes approximation, Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, p. 1173-1176 [2007] :
- Mixtools 3000 Interactive Reference Manual, ÚTIA AV ČR (Praha, 2006) Download [2006] :
- Mixtools 3000 Foundation, ÚTIA AV ČR (Praha, 2006) Download [2006] :
- Distributed Bayesian Decision Making: Early Experiments, Proceedings of the 7th International Ph.D. Workshop: Young Generation Viewpoint, p. 245-255, Eds: Šmídl V., Přikryl J., Andrýsek J. Download [2006] :
- Proceedings of the 7th International Ph.D. Workshop: Young Generation Viewpoint, Ústav teorie informace a automatizace (Praha, 2006) Download [2006]
- Distributed Bayesian Decision-Making for Urban Traffic Control, Proceedings of the 32nd Annual Conference of the IEEE Industrial Electronics Society (IECON 2006), p. 1-6 [2006] :
- Towards Bayesian filtering on restricted support, Proceedings of the NSSPW'06 Workshop, p. 1-4 [2006] :
- Distributed Bayesian Decision Making: Early Experiments, Proceedings of Abstracts of the 7th International PhD Workshop on Interplay of societal and technical decision-making, Young Generation Viewpoint, p. 15-17, Eds: Přikryl J., Šmídl V. [2006] :
- The Restricted Variational Bayes Approximation in Bayesian Filtering, Proceedings of the NSSPW'06 Workshop, p. 1-4 [2006] :
- Proceedings of Abstracts of the 7th International PhD Workshop on Interplay of Societal and Technical Decision-Making, Young Generation Viewpoint, ÚTIA AVČR (Praha, 2006) [2006]
- The variational Bayes approximation in Bayesian filtering, Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, p. 1-4 [2006] :
- Distributed Bayesian Decision-Making for Urban Traffic Control, ÚTIA AV ČR (Praha, 2006) [2006] :
- Towards Bayesian Filtering on Restricted Support, ÚTIA AV ČR (Praha, 2006) [2006] :
- Bayesian approach to multi-agent systems, Proceedings of Abstracts of the 6th International PhD Workshop on Systems and Control a Young Generation Viewpoint, p. 88, Jozef Stefan Institute (Ljubljana, 2005) [2005] :
- The Variational EM algorithm for on-line identification of extended AR models, Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, p. 117-120 [2005] :
- Cross-validation of controlled dynamic models: Bayesian approach, Preprints of the 16th World Congress of the International Federation of Automatic Control, p. 1-6, IFAC (Prague, 2005) [2005] :
- Variational Bayes for Orthogonal Probabilistic Principal Component Analysis, ÚTIA AV ČR (Praha, 2005) [2005] :
- The Variational Bayes Approximation in Bayesian Filtering, ÚTIA AV ČR (Praha, 2005) [2005] :
- From Bayesian Decision Makers to Bayesian Agents, ÚTIA AV ČR (Praha, 2005) [2005] :
- On Cross-Validation of Controlled Dynamic Models: Bayesian Approach, ÚTIA AV ČR (Praha, 2005) [2005] :
- The Variational Bayes Approach in Signal Processing. Ph.D. Thesis (2004) [2004] :
- Bayesian estimation of non-stationary AR model parameters via an unknown forgetting factor, Proceedings of the IEEE Workshop on Signal Processing, p. 100-105 [2004] :
- Fully probabilistic model for functional analysis of medical image data, Proceedings of the Irish Signals and Systems Conference, p. 201-206 [2004] :
- On prior information in principal component analysis, Irish Signals and Systems Conference 2001. Proceedings, p. 129-134, Eds: Shorten R., Ward T., Lysaght T., NUI Maynooth (Maynooth, 2001) Download [2001] :
- Smoothness prior information in principal component analysis of dynamic image data, Information Processing in Medical Imaging, p. 227-233, Eds: Insana M. F., Leahy R. M., Springer (New York, 2001) Download [2001] :
- Software Analysis of Bayesian Distributed Dynamic Decision Making :