Established in 2005 under support of MŠMT ČR (project 1M0572)

RNDr. Petr Somol, Ph.D.


Publications

Part of monograph Somol P., Novovičová J., Pudil P. : Efficient Feature Subset Selection and Subset Size Optimization In: Pattern Recognition, Recent Advances (Adam Herout . ,). In-Teh, Vukovar, Croatia 2010, pp. .
Jornal article Grim J., Hora J., Boček P., Somol P., Pudil P. : Statistical Model of the 2001 Czech Census for Interactive Presentation Journal of Official Statistics, (2010), 4 (2010), pp. 1-23.
Grim J., Hora J., Somol P., Boček P., Pudil P. : Statistical Model of the 2001 Czech Census for Interactive Presentation Statistika, (2009), 4 (2009), pp. 285-299.
Grim J., Somol P., Haindl M., Daneš J. : Computer-Aided Evaluation of Screening Mammograms Based on Local Texture Models IEEE Transactions on Image Processing, (2009), 4 (2009), pp. 765-773.
Grim J., Somol P., Haindl M., Pudil P. : Color Texture Segmentation by Decomposition of Gaussian Mixture Model. Lecture Notes in Computer Science., 19 (2006), 4225, pp. 287-296.
Grim J., Somol P., Pudil P. : Probabilistic neural network playing and learning Tic-Tac-Toe. Pattern Recognition Letters. Special Issue, 26 (2005), 12, pp. 1866-1873.
Haindl M., Somol P., Ververidis D., Kotropoulos C. : Feature Selection Based on Mutual Correlation. Lecture Notes in Computer Science., 19 (2006), 4225, pp. 569-577.
Novovičová J., Somol P., Pudil P. : Oscillating feature subset search algorithm for text categorization Lecture Notes in Computer Science, (2006), 4225, pp. 578-587.
Novovičová J., Somol P., Haindl M., Pudil P. : Conditional Mutual Information Based Feature Selection for Classification Task Lecture Notes in Computer Science, (2007), 4756 (2007), pp. 417-426.
Somol P., Novovičová J., Pudil P. : Flexible-hybrid Sequential Floating Search in Statistical Feature Selection. Lecture Notes in Computer Science, (2006), 4109, pp. 632-639.
Somol P., Baesens B., Pudil P., Vanthienen J. : Filter- versus wrapper-based feature selection for credit scoring. International Journal of Intelligent Systems., 20 (2005), 10, pp. 985-999.
Somol P., Novovičová J. : Evaluating Stability and Comparing Output of Feature Selectors that Optimize Feature Subset Cardinality IEEE Transactions on Pattern Analysis and Machine Intelligen, (2010), 11 (2010), pp. 1921-1939.
Somol P., Novovičová J., Pudil P. : Notes on the evolution of feature selection methodology Kybernetika, (2007), 5 (2007), pp. 713-730.
Conference paper Grim J., Haindl M., Somol P., Pudil P. : A Subspace Approach to Texture Modelling by Using Gaussian Mixtures In: Proceedings of the 18th International Conference on Pattern Recognition. ICPR 2006 IEEE Press, Hong Kong 2006, pp. 235-238.
Grim J., Novovičová J., Somol P. : Structural Poisson Mixtures for Classification of Documents In: Proceedings of the 19th International Conference on Pattern Recognition IEEE Press, Los Alamitos 2008, pp. .
Grim J., Somol P., Haindl M., Pudil P. : A statistical approach to local evalution of a single texture image. In: Proceedings of the Sixtheenth Annual Symposium of the Pattern Recognition Association of South Africa. University of Cape Town, Cape Town 2005, pp. 171-176.
Grim J., Somol P., Pudil P. : Digital Image Forgery Detection by Local Statistical Models In: 2010 Sixth International Conference on Intelligent Information Hiding and Multimedia Signal Processing IEEE computer society, Los Alamitos, California 2010, pp. .
Grim J., Somol P., Pudil P., Míková I., Malec M. : Texture Oriented Image Inpainting based on Local Statistical Model In: Proc. 10th IASTED Conf. on Signal & Image Processing, SIP 2008 ACTA Press, Calgary 2008, pp. .
Haindl M., Pudil P., Somol P. : Pattern Recognition Based on Multidimensional Models. In: [MATEO - The European Network of Mechatronics Centres and Industrial Controllers 2006. Železná Ruda (CZ), 14.12.2006-16.12.2006] West Bohemian University, Pilsen 2006, pp. 80-86.
Novovičová J., Somol P., Pudil P. : A New Measure of Feature Selection Algorithms’ Stability In: ICDMW '09: Proceedings of the 2009 IEEE International Conference on Data Mining Workshops ICDMW '09: International Conference on Data Mining Workshops, (Miami, Florida, US, 06.12.2009-09.12.2009), Miami, Florida 2009, pp. .
Pudil P., Somol P. : An Overview of Feature Selection Techniques in Statistical Pattern Recognition In: Proceedings of the Sixteenth Annual Symposium of the Patter Recognition Association of South Africa University of Cape Town, Cape Town, South Africa 2005, pp. 1-14.
Pudil P., Somol P. : Current Feature Selection Techniques in Pattern Recognition. In: Proceedings of the 4th Internatoinal Conference on Computer Recognition Systems. Springer, Heidelberg 2005, pp. 53-68.
Pudil P., Somol P., Střítecký R. : Methodology of selecting the most informative variables for decision-making problems of classification type In: Proceedings 6th Int. Conf. on Information and Management Sciences California Polytechnic State University, USA, Lhasa, Tibet, China 2007, pp. 1-18.
Somol P., Grim J., Pudil P. : Criteria Ensembles in Feature Selection In: Multiple Classifier Systems, LNCS 5519 Springer, Berlin Heidelberg 2009, pp. .
Somol P., Grim J., Pudil P. : Fast Dependency-Aware Feature Selection in Very-High-Dimensional Pattern Recognition In: Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2011) IEEE, Piscataway 2011, pp. .
Somol P., Grim J., Pudil P. : The Problem of Fragile Feature Subset Preference in Feature Selection Methods and A Proposal of Algorithmic Workaround In: Proc. 2010 Int. Conf. on Pattern Recognition IEEE Computer Society, Istanbul 2010, pp. .
Somol P., Haindl M. : Novel Path Search Algorithm for Image Stitching and Advanced Texture Tiling. In: Proceedings of the 13th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2005. University of West Bohemia, Plzeň 2005, pp. 155-162.
Somol P., Novovičová J., Grim J., Pudil P. : Dynamic Oscillating Search Algorithm for Feature Selection In: ICPR 2008 Proceedings (Int. Conf. on Pattern Recognition) IEEE Computer Society, Tampa, Florida 2008, pp. .
Somol P., Novovičová J., Pudil P. : Are Better Feature Selection Methods Actually Better? Discussion, Reasoning and Examples In: Proceedings of the International Joint Conference on Biomedical Engineering Systems and Technologies - BIOSTEC 2008 Proceedings of the International Conference on Health Infor INSTICC Press, Madeira 2008, pp. .
Somol P., Novovičová J., Pudil P. : Improving Sequential Feature Selection Methods Performance by Means of Hybridization In: Proc. 6th IASTED Int. Conf. on Advances in Computer Science and Engineering ACTA Press, Calgary 2010, pp. .
Somol P., Novovičová J., Pudil P. : On the Over-Fitting Problem of Complex Feature Selection Methods. In: Proc. 5th International Computer Engineering Conference - A better Information Society Through the e@, 5th International Computer Engineering Conference - A better Information Society Through the e@, (Káhira, EG, 27.12.2009-28.12.2009), Káhira 2009, pp. .
Somol P., Pudil P. : Multi-Subset Selection for Keyword Extraction and Other Prototype Search Tasks Using Feature Selection Algorithms In: Proceedings of the 18th International Conference on Pattern Recognition. ICPR 2006 IEEE Press, Hong Kong 2006, pp. .
Vretos N., Solachidis V., Somol P., Pitas I. : Facial expression recognition using angle-related information from facial meshes In: Proc. 16th European Signal Processing Conference (EUSIPCO- 2008) EURASIP, Lausanne, Switzerland 2008, pp. .
Internal print Somol P., Haindl M. : Novel Path Search Algorithm for Image Stitching and Advanced Texture Tiling. Interní publikace DAR - ÚTIA 2005/5. ÚTIA AV ČR, Praha 2005, 8 pp.
Somol P., Novovičová J., Pudil P. : Advances in Feature Selection Methodology: an Overview of Recent ÚTIA Results. Interní publikace DAR - ÚTIA 2006/21. ÚTIA AV ČR, Praha 2006, 18 pp.
Research report Grim J., Somol P. : Diagnostic Enhancement of Screening Mammograms by Means of Local Texture Models (Research Report 2217) ÚTIA AV ČR, Praha 2008, pp.
Haindl M., Filip J., Somol P. : Texturing Library - Reference Manual. ( Research Report No. 2142) ÚTIA AV ČR, Praha 2005, 209 pp.
Haindl M., Pudil P., Somol P. : Model-Based Visual Inspection (MATEO - The European Network of Mechatronics Centres and Ind) UWB, Plzeň 2007, pp.
Meseth J., Degener P., Klein, Haindl M., Filip J., Somol P. : Texture Synthesis on Surfaces. ( Research report n. 2141) ÚTIA AV ČR, Praha 2005, 30 pp.
Pudil P., Somol P., Haindl M. : Selection of Most Informative Variables in Statistical Pattern Recognition (MATEO -The European Network of Mechatronics Centres and Indu) UWB, Plzeň 2007, pp.
Somol P., Novovičová J. : Does It Make Sense to Develop New Feature Selection Methods? (Research Report 2193) ÚTIA AV ČR, Praha 2007, pp.
Somol P., Novovičová J., Pudil P., Kittler J. : Feature Selection - A Very Compact Survey Over the Diversity of Existing Approaches (Research Report 2285) ÚTIA AV ČR, v.v.i, Praha 2010, pp.

Lectures

Somol P., Novovičová J.
Evaluating the Stability of Feature Selectors that Optimize Feature Subset Cardinality.
Within the event: 4th International Workshop on Data - Algorithms - Decision Making 2008.
Dec. 1 2008, 14:20-14:40 Loučeň

Grim J., Novovičová J., Somol P.
Structural Poisson Mixtures for Classification of Documents.
Within the event: 4th International Workshop on Data - Algorithms - Decision Making 2008.
Dec. 1 2008, 14:00-14:20 Llučeň

Somol P., Novovičová J.
Are Better Feature Selection Methods Actually Better ?
Jan. 18 2008, 10:00-11:00 ÚTIA AV ČR, místnost č. 25

Somol P., Novovičová J.
Are Better Feature Selection Methods Actually Better ?
Within the event: 3rd International Workshop on Data - Algorithms - Decision Making 2007.
Dec. 10 2007, 15:10-15:30 Liblice

Petr Somol
Flexible-Hybrid Sequential Floating Search in Statistical Feature Selection
Within the event: 2nd International Workshop on Data - Algorithms - Decision Making 2006
Dec. 11 2006, 9:20-9:45 Třešť

RNDr. Petr Somol, PhD. (ÚTIA AV ČR)
Short Overview of Feature Selection Algorithms.
Within the event: International Workshop on Data - Algorithms - Decision Making
Dec. 20 2005, 11:00-11:20 ÚTIA AV ČR

 
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