Search results
- 1.0357271 - ÚTIA 2011 CZ eng V - Research Report
Somol, Petr - Vácha, Pavel - Mikeš, Stanislav - Hora, Jan - Pudil, Pavel - Žid, Pavel
Introduction to Feature Selection Toolbox 3 – The C++ Library for Subset Search, Data Modeling and Classification.
Praha: ÚTIA, 2010. 13 s. Research Report, 2287.
R&D Projects: GA MŠk 1M0572
Grant - others: GA MŠk(CZ) 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : feature selection * software library * subset search * attribute selection * variable selection * optimization * machine learning * classification * pattern recognition
Subject RIV: BD - Theory of Information
http://fst.utia.cz/download/FST3_Introduction_UTIA_TR2287.pdf
Permanent Link: http://hdl.handle.net/11104/0195589
File Download Size Commentary Version Access 0357271.pdf 1 1 MB Other open-access - 2.0357268 - ÚTIA 2011 CZ eng V - Research Report
Somol, Petr - Pudil, Pavel
Sequential Retreating Search Methods in Feature Selection.
Praha: ÚTIA, 2010. 21 s. Research Report, 2286.
R&D Projects: GA MŠk 1M0572; GA AV ČR IAA2075302
Grant - others: GA ČR(CZ) GA402/03/1310; GA MŠk(CZ) 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : feature selection * wrappers * sequential search * subset search * method evaluation * classifier performance * pattern recognition
Subject RIV: BD - Theory of Information
Permanent Link: http://hdl.handle.net/11104/0195586
- 3.0357267 - ÚTIA 2012 CZ eng V - Research Report
Somol, Petr - Novovičová, Jana - Pudil, Pavel - Kittler, J.
Feature Selection - A Very Compact Survey Over the Diversity of Existing Approaches.
Praha: ÚTIA AV ČR, v.v.i, 2010. 5 s. Research Report, 2285.
R&D Projects: GA MŠk 2C06019; GA MŠk 1M0572; GA ČR GA102/08/0593; GA ČR GA102/07/1594
Institutional research plan: CEZ:AV0Z10750506
Keywords : feature selection * dimensionality reduction * survey
Subject RIV: BD - Theory of Information
Permanent Link: http://hdl.handle.net/11104/0195585
- 4.0357265 - ÚTIA 2012 CZ eng V - Research Report
Somol, Petr - Grim, Jiří
Fast Dependency-Aware Feature Selection in Very-High-Dimensional Pattern Recognition Problems.
Praha: ÚTIA AV ČR, v.v.i, 2011. 9 s. Research Report, 2295.
R&D Projects: GA MŠk 1M0572; GA MŠk 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : feature selection, * high dimensionality * ranking * generalization * over-fitting * stability * classification * pattern recognition * machine learning
Subject RIV: BD - Theory of Information
http://library.utia.cas.cz/separaty/2011/RO/somol-fast dependency-aware feature selection in very-high-dimensional pattern recognition problems.pdf
Permanent Link: http://hdl.handle.net/11104/0195583
File Download Size Commentary Version Access 0357265.pdf 1 231.1 KB Other open-access - 5.0325643 - ÚTIA 2010 CZ eng V - Research Report
Somol, Petr - Novovičová, Jana
Evaluating Stability of Single and Multiple Feature Selectors that Optimize Feature Subset Cardinality.
[Vyhodnocení stability jednotlivých metod i skupin metod výběru příznaků, který optimalizují kardinalitu podmnožiny příznaků.]
Praha: ÚTIA AV ČR, 2009. 38 s. Research Report, 2251.
R&D Projects: GA ČR GA102/07/1594; GA ČR GA102/08/0593; GA MŠk 1M0572
Grant - others: GA MŠk(CZ) 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : feature selection * stability measure * consistency measure * feature subset size optimization * sequential search * floating search * individual ranking * feature selection evaluation
Subject RIV: BB - Applied Statistics, Operational Research
Permanent Link: http://hdl.handle.net/11104/0172988
- 6.0305410 - ÚTIA 2008 CZ eng V - Research Report
Grim, Jiří - Somol, Petr
Diagnostic Enhancement of Screening Mammograms by Means of Local Texture Models.
[Diagnostické vyhodnocování screeningových mamogramů pomocí lokálních texturních modelů.]
Praha: ÚTIA AV ČR, 2008. 23 s. Research Report, 2217.
R&D Projects: GA MŠk 1M0572; GA MŠk 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : Distribution mixtures * Screening Mammography * Local Statistical Models * Computer assisted screening and diagnosis * Visualization of biomedical data
Subject RIV: IN - Informatics, Computer Science
Permanent Link: http://hdl.handle.net/11104/0158711
- 7.0085720 - ÚTIA 2008 CZ eng V - Research Report
Somol, Petr - Novovičová, Jana
Does It Make Sense to Develop New Feature Selection Methods?.
[Má smysl vyvíjet nové metody výběru příznaků?]
Praha: ÚTIA AV ČR, 2007. 11 s. Research Report, 2193.
R&D Projects: GA MŠk(CZ) 2C06019; GA MŠk 1M0572; GA AV ČR IAA2075302
EU Projects: European Commission(XE) 507752 - MUSCLE
Institutional research plan: CEZ:AV0Z10750506
Keywords : feature selection * subset search * search methods * performance estimation * classification accuracy
Subject RIV: BB - Applied Statistics, Operational Research
Permanent Link: http://hdl.handle.net/11104/0148168
- 8.0083328 - ÚTIA 2008 CZ eng V - Research Report
Pudil, Pavel - Somol, Petr - Haindl, Michal
Selection of Most Informative Variables in Statistical Pattern Recognition.
[Výběr nejinformativnějších proměnných ve statistickém rozpoznávání.]
Plzeň: UWB, 2007. 87 s. MATEO -The European Network of Mechatronics Centres and Industrial Controllers.
R&D Projects: GA MMR(CZ) MAT-12-C4; GA MŠk 1M0572; GA MŠk 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : feture selection
Subject RIV: BD - Theory of Information
Permanent Link: http://hdl.handle.net/11104/0146600
- 9.0083324 - ÚTIA 2008 CZ eng V - Research Report
Haindl, Michal - Pudil, Pavel - Somol, Petr
Model-Based Visual Inspection.
[Obrazová inspekce založená na modelech.]
Plzeň: UWB, 2007. 25 s. MATEO - The European Network of Mechatronics Centres and Industrial Controllers.
R&D Projects: GA MMR(CZ) MAT-12-C4; GA AV ČR 1ET400750407; GA MŠk 1M0572; GA MŠk 2C06019; GA AV ČR IAA2075302
Institutional research plan: CEZ:AV0Z10750506
Keywords : visual inspection * multidimensional models
Subject RIV: BD - Theory of Information
Permanent Link: http://hdl.handle.net/11104/0146597