Jana Novovičová

Books and chapters

1. Pudil Pavel, Novovičová Jana, Somol Petr: Recent feature selection methods in statistical pattern recognition , Pattern Recognition and String Matching, p. 1-51 , Eds: Chen D., Cheng X., Kluwer, (Dordrecht 2003) (2003)
2. Novovičová Jana: Pravděpodobnost a matematická statistika, ČVUT, (Praha 1999) (1999)
3. Pudil Pavel, Novovičová Jana: Novel methods for feature subset selection with respect to problem knowledge , Feature Extraction, Construction and Selection: A Data Mining Perspective, p. 101-116 , Eds: Liu H., Motoda H., Kluwer Academic, (Boston 1998) (1998)
4. Novovičová Jana, Pudil Pavel: Feature selection and classification by modified model with latent structure , Dealing with Complexity. A Neural Networks Approach, p. 126-138 , Eds: Kárný M., Warwick K., Kůrková V., Springer, (London 1997) (1997)

Journal articles

1. Somol Petr, Novovičová Jana: Evaluating the Stability of Feature Selectors that Optimize Feature Subset Cardinality , Lecture Notes in Computer Science vol.2008, 5342 (2008), p. 956-966, Joint IAPR International Workshops SSPR 2008 and SPR 2008, (Orlando, US, 04.12.2008-06.12.2008) (2008) Download
2. Novovičová Jana, Somol Petr, Haindl Michal, Pudil Pavel: Conditional Mutual Information Based Feature Selection for Classification Task , Lecture Notes in Computer Science vol.45, 4756 (2007), p. 417-426 (2007)
3. Somol Petr, Novovičová Jana, Pudil Pavel: Notes on the evolution of feature selection methodology , Kybernetika vol.43, 5 (2007), p. 713-730 (2007)
4. Paclík P., Novovičová Jana, Duin R.P.W.: Building Road-Sign Classifiers Using a Trainable Similarity Measure , IEEE Transactions on Intelligent Transportation Systems vol.7, 3 (2006), p. 309-321 (2006) Download
5. Somol Petr, Novovičová Jana, Pudil Pavel: Flexible-hybrid sequential floating search in statistical feature selection , Lecture Notes in Computer Science vol.44, 4109 (2006), p. 623-639, Joint IAPR International Workshops SSPR 2006 and SPR 2006, (Hong Kong, CN, 17.08.2006-19.08.2006) (2006) Download
6. Novovičová Jana, Somol Petr, Pudil Pavel: Oscillating feature subset search algorithm for text categorization , Lecture Notes in Computer Science vol.44, 4225 (2006), p. 578-587 (2006)
7. Svítek M., Novovičová Jana: Performance parameters definition and processing , Neural Network World vol.15, 6 (2005), p. 1-11 (2005)
8. Novovičová Jana: Text document classification , ERCIM News, p. 53-54 (2005)
9. Novovičová Jana, Malík Antonín: Text document classification based on mixture models , Kybernetika vol.40, 3 (2004), p. 293-304 (2004)
10. Pudil Pavel, Novovičová Jana, Somol Petr: Feature selection toolbox software package , Pattern Recognition Letters vol.23, 4 (2002), p. 487-492 (2002)
11. Kárný Miroslav, Nagy Ivan, Novovičová Jana: Mixed-data multi-modelling for fault detection and isolation , International Journal of Adaptive Control and Signal Processing vol.16, 1 (2002), p. 61-83 (2002) Download
12. Paclík Pavel, Novovičová Jana, Pudil Pavel, Somol Petr: Road sing classification using Laplace kernel classifier , Pattern Recognition Letters vol.21, p. 1165-1173 (2000)
13. Pudil Pavel, Novovičová Jana, Somol Petr: Znalostní přístup k výběru nejinformativnějších proměnných pro rozhodovací problémy klasifikačního typu , Acta Oeconomica Pragensia vol.8, 2 (2000), p. 11-24 (2000)
14. Somol Petr, Pudil Pavel, Novovičová Jana, Paclík Pavel: Adaptive floating search methods in feature selection , Pattern Recognition Letters vol.20, p. 1157-1163 (1999)
15. Pudil Pavel, Novovičová Jana, Somol Petr, Vrňata Radislav: Conceptual base of feature selection consulting system , Kybernetika vol.34, 4 (1998), p. 451-460 (1998)
16. Pudil Pavel, Novovičová Jana: Novel methods for subset selection with respect to problem knowledge , IEEE Intelligent Systems vol.13, 2 (1998), p. 66-74 (1998)
17. Novovičová Jana, Pudil Pavel, Kittler J.: Divergence based feature selection for multimodal class densities , IEEE Transactions on Pattern Analysis and Machine Intelligence vol.18, 1 (1996), p. 218-223 (1996)
18. Pudil Pavel, Novovičová Jana, Choakjarernwanit N., Kittler J.: Feature selection based on the approximation of class densities by finite mixtures of special type , Pattern Recognition vol.28, 9 (1995), p. 1389-1398 (1995)
19. Pudil Pavel, Novovičová Jana, Kittler J.: Floating search methods in feature selection , Pattern Recognition Letters vol.15, p. 1119-1125 (1994)
20. Pudil Pavel, Novovičová Jana, Kittler J.: Simultaneous learning of decision rules and important attributes for classification problems in image analysis , Image and Vision Computing vol.12, 3 (1994), p. 193-198 (1994)
21. Pudil Pavel, Novovičová Jana, Kittler J.: The Max-Min approach to feature selection: its foundations and practical potential , Indian Journal of Pure and Applied Mathematics vol.25, p. 71-84 (1994)
22. Pudil Pavel, Novovičová Jana, Choakjarernwanit N., Kittler J.: An analysis of the Max-Min approach to feature selection and ordering , Pattern Recognition Letters vol.14, 11 (1993), p. 841-847 (1993)
23. Pudil Pavel, Novovičová Jana, Bláha Svatopluk: Statistical Approach to Pattern Recognition: Theory and Practical Solution by Means of PREDITAS System , Kybernetika vol.27, 1 (1991), p. 1-24/příl. (1991)
24. Pudil Pavel, Novovičová Jana, Bláha Svatopluk: Statistical Approach to Pattern Recognition: Theory and Practical Solution by Means of PREDITAS System , Kybernetika vol.27, 2 (1991), p. 25-40/příl. (1991)
25. Pudil Pavel, Novovičová Jana, Bláha Svatopluk: Statistical Approach to Pattern Recognition: Theory and Practical Solution by Means of PREDITAS System , Kybernetika vol.27, 5 (1991), p. 41-56 (1991)
26. Pudil Pavel, Novovičová Jana, Bláha Svatopluk: Statistical Approach to Pattern Recognition: Theory and Practical Solution by Means of PREDITAS System , Kybernetika vol.27, 6 (1991), p. příloha 57-78 (1991)
27. Novovičová Jana: Mr-Estimators and Gnostical Estimators of Location , Problems of Control and Information Theory vol.19, 2 (1990), p. 129-140 (1990)
28. Novovičová Jana: M-estimators and Gnostical Estimators for Identification of a Regression Model , Automatica vol.26, 3 (1990), p. 607-610 (1990)

Other publications

1. Novovičová Jana, Somol Petr, Pudil Pavel: A New Measure of Feature Selection Algorithms’ Stability , 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) (2009)
2. Somol Petr, Novovičová Jana: Evaluating Stability of Single and Multiple Feature Selectors that Optimize Feature Subset Cardinality, ÚTIA AV ČR, (Praha 2009) Research Report 2251 (2009)
3. Somol Petr, Novovičová Jana, Pudil Pavel: On the Over-Fitting Problem of Complex Feature Selection Methods , 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) (2009) Download
4. Somol Petr, Novovičová Jana, Pudil Pavel: Are Better Feature Selection Methods Actually Better? Discussion, Reasoning and Examples , Proceedings of the International Joint Conference on Biomedical Engineering Systems and Technologies - BIOSTEC 2008, International Conference on Health Informatics, (Funchal Madeira, PT, 28.01.2008-31.01.2008) (2008) Download
5. Somol Petr, Novovičová Jana, Grim Jiří, Pudil Pavel: Dynamic Oscillating Search Algorithm for Feature Selection , ICPR 2008 Proceedings (Int. Conf. on Pattern Recognition), ICPR 2008 (Int. Conf. on Pattern Recognition), (Tampa, Florida, US, 07.12.2008-11.12.2008) (2008) Download
6. Grim Jiří, Novovičová Jana, Somol Petr: Structural Poisson Mixtures for Classification of Documents , Proceedings of the 19th International Conference on Pattern Recognition, 19th International Conference on Pattern Recognition, (Tampa, US, 07.12.2008-11.12.2008) (2008) Download
7. Paclík P., Lai C., Novovičová Jana, Duin R.P.W.: Variance estimation for two-class and multi-class ROC analysis using operating point averaging , Proceedings on the 19th International Conference on Pattern Recognition, International Conference on Pattern Recognition 2008 /19./, (Tampa, US, 08.12.2008-11.12.2008) (2008) Download
8. Somol Petr, Novovičová Jana: Does It Make Sense to Develop New Feature Selection Methods?, ÚTIA AV ČR, (Praha 2007) Research Report 2193 (2007)
9. Paclík P., Novovičová Jana, Duin R.P.W.: A trainable similarity measure for image classification , Proceedings of the 18th Conference on Pattern Recognition. ICPR 2006, p. 391-394 , Eds: Haralic B., Ho T. K., International Conference on Pattern Recognition /18./, (Hong-Kong, CN, 20.08.2006-24.08.2006) (2006)
10. Somol Petr, Novovičová Jana, Pudil Pavel: Advances in Feature Selection Methodology: an Overview of Recent ÚTIA Results, ÚTIA AV ČR, (Praha 2006) Internal Publication 2006/21 (2006)
11. Novovičová Jana, Malík Antonín: Information-theoretic feature selection algorithms for text classification , Proceedings of the International Joint Conference on Neural Networks, p. 3272-3277, IEEE Computational Intelligence Society, (Los Alamitos 2005) , International Joint Conference on Neural Networks, (Montreal, CA, 31.07.2005-04.08.2005) (2005)
12. Novovičová Jana, Malík Antonín, Pudil Pavel: Feature selection using improved mutual information for text classification , Structural, Syntactic, and Statistical Pattern Recognition. Joint IAPR International Workshops SSPR 2004 and SPR 2004. Proceedings, p. 1010-1017, Joint IAPR International Workshops SSPR 2004 and SPR 2004, (Lisbon, PT, 18.08.2004-20.08.2004) (2004)
13. Novovičová Jana, Malík Antonín: Application of finite mixtures to text document classification , Znalosti 2003. Sborník příspěvků 2. ročníku konference, p. 23-32 , Eds: Svátek V., VŠB, (Ostrava 2003) , Znalosti 2003 /2./, (Ostrava, CZ, 19.02.2003-21.02.2003) (2003)
14. Novovičová Jana, Malík Antonín: Application of multinomial mixture model to text classification , Pattern Recognition and Image Analysis, p. 646-653 , Eds: Perales F. J., Campilho A. J. C., Springer, (Berlin 2003) Lecture Notes in Computer Science. vol.2652 , Iberian Conference on Pattern Recognition and Image Analysis. IbPRIA 2003 /1./, (Puerto de Andratx, ES, 04.06.2003-06.06.2003) (2003)
15. Novovičová Jana, Malík Antonín: Text Document Classification Using Finite Mixtures, ÚTIA AV ČR, (Praha 2002) Research Report 2063 (2002) Download
16. Paclík P., Novovičová Jana: Number of components and initialization in Gaussian mixture model for pattern recognition , Artificial Neural Nets and Genetic Algorithms. Proceedings, p. 406-409 , Eds: Kůrková J., Neruda R., Kárný M., Steele N. C., Springer, (Wien 2001) , International Conference on Artificial Neural Nets and Genetic Algorithms /5./, (Prague, CZ, 22.04.2001-25.04.2001) (2001)
17. Novovičová Jana: Statistical Pattern Recognition: Methods for Feature Selection. Habilitation Thesis, ( 2001) (2001)
18. Paclík P., Novovičová Jana: Road sign classification without color information , Proceedings of the 6th Annual Conference of the Advanced School for Computing and Imaging (ASCI), p. 84-90, Technische Universiteit, (Delft 2000) , Annual Conference of the Advanced School for Computing and Imaging /6./, (Lommel, BE, 14.06.2000-16.06.2000) (2000)
19. Pudil Pavel, Novovičová Jana, Somol Petr: Knowledge based feature selection in statistical pattern recognition , International Symposium on Pattern Recognition. "In Memoriam Pierre Devijver", p. 129-134 , Eds: Perneel Ch., Royal Military Academy, (Brussels 1999) , International Symposium on Pattern Recognition, (Brussels, BE, 12.02.1999) (1999)
20. Nagy Ivan, Kárný Miroslav, Novovičová Jana, Valečková Markéta: Mixture-model Identification in Traffic Control Problems, ÚTIA AV ČR, (Praha 1999) Research Report 1973 (1999) Download
21. Kárný Miroslav, Nagy Ivan, Novovičová Jana: Quasi-Bayes Approach to Multi-Model Fault Detection and Isolation, ÚTIA AV ČR, (Praha 1999) Research Report 1974 (1999) Download
22. Paclík Pavel, Novovičová Jana, Pudil Pavel, Somol Petr: Road sign classification using the Laplace kernel classifier , Proceedings of the 11th Scandinavian Conference on Image Analysis, p. 275-282 , Eds: Bjarne K. E., Peter J., Pattern Recognition Society Denmark, (Lyngby 1999) , SCIA '99 /11./, (Kangerlussuaq, GL, 07.06.1999-11.06.1999) (1999)
23. Novovičová Jana: Approximation of Bayes classifier using t-mixtures , Preprints of the 3rd European IEEE Workshop on Computer-Intensive Methods in Control and Data Processing, p. 247-252 , Eds: Rojíček J., Valečková M., Kárný M., Warwick K., ÚTIA AV ČR, (Praha 1998) , CMP'98 /3./, (Praha, CZ, 07.09.1998-09.09.1998) (1998)
24. Pudil Pavel, Novovičová Jana, Somol Petr, Vrňata Radislav: Feature selection expert - user oriented approach. Methodology and concept of the system , Advances in Pattern Recognition. Proceedings, p. 573-582 , Eds: Amin A., Dori D., Pudil P., Freeman H., Springer, (Berlin 1998) Lecture Notes in Computer Science. vol.1451 , Joint IAPR International Workshops SSPR'98 and SPR'98, (Sydney, AU, 11.08.1998-13.08.1998) (1998)
25. Grim Jiří, Novovičová Jana, Pudil Pavel, Somol Petr, Ferri F. J.: Initializing normal mixtures of densities , Proceedings of the 14th International Conference on Pattern Recognition, p. 886-890 , Eds: Jain A. K., Venkatesh S., Lovell B. C., IEEE, (Los Alamitos 1998) , ICPR '98 /14./, (Brisbane, AU, 16.08.1998-20.08.1998) (1998)
26. Pudil Pavel, Novovičová Jana, Somol Petr, Vrňata Radislav: Conceptual base of feature selection consulting system , Proceedings of the 1st IAPR TC1 Workshop on Statistical Techniques in Pattern Recognition, p. 125-134 , Eds: Pudil P., Novovičová J., Grim J., ÚTIA AV ČR, (Praha 1997) , STIPR '97 /1./, (Prague, CZ, 09.06.1997-11.06.1997) (1997)
27. Pudil Pavel, Novovičová Jana, Grim Jiří: Proceedings of the 1st IAPR TC1 Workshop on Statistical Techniques in Pattern Recognition, ÚTIA AV ČR, (Praha 1997) , STIPR '97 /1./, (Prague, CZ, 09.06.1997-11.06.1997) (1997)
28. Pudil Pavel, Novovičová Jana, Somol Petr, Vrňata Radislav: User oriented approach to feature selection in statistical pattern recognition , Multidisciplinární přístupy k podpoře rozhodování v ekonomii a managementu. Workshop '97 grantu VS 96063, p. 15-26 , Eds: Plešingr J., Fakulta managementu JU, (Jindřichův Hradec 1997) , Workshop '97 - Grant VS 96063, (Jindřichův Hradec, CZ, 12.11.1997-13.11.1997) (1997)
29. Novovičová Jana, Pudil Pavel, Somol Petr: Feature selection in statistical pattern recognition via modified model with latent structure , Computer-Intensive Methods in Control and Signal Processing. Preprints of the 2nd European IEEE Workshop CMP'96, p. 217-222 , Eds: Berec L., Rojíček J., Kárný M., Warwick K., ÚTIA AV ČR, (Praha 1996) , European IEEE Workshop CMP'96 /2./, (Prague, CZ, 28.08.1996-30.08.1996) (1996)
30. Ferri F. J., Albert J., Gracia I., Pla F., Pudil Pavel, Novovičová Jana: Hierarchical feature selection: A decision tree based approach , Intelligent Feature Selection: Statistical and Neural Approaches, p. 7-8, University of Sussex, (Brighton 1996) , AISB '96 Workshop and Tutorial Programme, (Brighton, GB, 01.04.1996) (1996)
31. Pudil Pavel, Novovičová Jana, Ferri F. J.: New tools for knowledge guided approach to feature selection in statistical pattern recognition , Intelligent Feature Selection: Statistical and Neural Approaches, p. 1-4, University of Sussex, (Brighton 1996) , AISB '96 Workshop and Tutorial Programme, (Brighton, GB, 01.04.1996) (1996)
32. Novovičová Jana: [Recenze] , IAPR Newsletter vol.18, 3 (1996), p. 5 (1996)
33. Pudil Pavel, Novovičová Jana, Ferri F. J., Kittler J.: Advances in the statistical methodology for the selection of image descriptors for visual pattern representation and classification , Computer Analysis of Images and Patterns, p. 832-837 , Eds: Hlaváč V., Šára R., Springer, (Berlin 1995) Lecture Notes in Computer Science. vol.970 , CAIP '95, (Prague, CZ, 06.09.1995-08.09.1995) (1995)
34. Novovičová Jana, Pudil Pavel, Kittler J.: Feature selection based on divergence for empirical class densities , Proceedings of the 9th Scandinavian Conference on Image Analysis, p. 989-996 , Eds: Borgefors G., SSAB, (Uppsala 1995) , Scandinavian Conference on Image Analysis /9./, (Uppsala, SE, 06.06.1995-09.06.1995) (1995)
35. Pudil Pavel, Ferri F. J., Novovičová Jana, Kittler J.: Floating Search methods for feature selection with nonmonotonic criterion functions , International Conference on Pattern Recognition. Proceedings, p. 279-283 , Eds: Storms P., IEEE Computer Society Press, (Los Alamitos 1994) , IAPR-International Conference on Pattern Recognition /12./, (Jerusalem, IL, 09.10.1994-13.10.1994) (1994)
36. Ferri F. J., Pudil Pavel, Novovičová Jana: Methods for selecting features from high dimensional pattern spaces , Computer-Intensive Methods in Control and Signal Processing, p. 273-278 , Eds: Kulhavá L., Kárný M., Warwick K., ÚTIA AV ČR, (Praha 1994) , IEEE Workshop CMP '94, (Praha, CZ, 07.09.1994-09.09.1994) (1994)
37. Pudil Pavel, Novovičová Jana, Ferri F. J.: Methods of dimensionality reduction in statistical pattern recognition , Computer-Intensive Methods in Control and Signal Processing, p. 185-198 , Eds: Kulhavá L., Kárný M., Warwick K., ÚTIA AV ČR, (Praha 1994) , IEEE Workshop CMP '94, (Praha, CZ, 07.09.1994-09.09.1994) (1994)
38. Pudil Pavel, Novovičová Jana, Kittler J.: Automatic Machine Learning of Decision Rule for Classification Problems in Image Analysis , Proceedings of the 4th British Machine Vision Conference, p. 15-24 , Eds: Worth J. I., BMVA Press, (Sheffield 1993) , British Machine Vision Conference /4./, (Guildford, GB, 21.09.1993-23.09.1993) (1993)
39. Pudil Pavel, Novovičová Jana, Kittler J.: Computationally Efficient Quasioptimal Algorithms for Feature Selection , Czech Pattern Recognition Workshop '93, p. 12-17 , Eds: Hlaváč V., Pajdla T., Czechoslovak Pattern Recognition Society, (Praha 1993) , Czech Pattern Recognition Workshop '93, (Temešvár, CZ, 04.11.1993-06.11.1993) (1993)
40. Novovičová Jana, Pudil Pavel, Kittler J.: Feature Selection for Discrimination Based on Finite Mixtures Approximation of Class Densities, University of Surrey, (Surrey 1993) Research Report 1/93 (1993)
41. Pudil Pavel, Novovičová Jana, Choakjarernwanit N., Kittler J.: A Comparative Evaluation of Floating Search Methods for Feature Selection, University of Surrey, (Guildford 1992) Research Report VSSP-TR-5/92 (1992)
42. Pudil Pavel, Novovičová Jana, Bláha Svatopluk, Kittler J.: Multistage Pattern Recognition with Reject Option , Proceedings of the 11th International Conference on Pattern Recognition, p. 92-95 , Eds: O'Conner L., Werner R., IEEE Computer Society Press, (Los Alamitos 1992) , International Conference on Pattern Recognition /11./, (Hague, NL, 30.08.1992-03.09.1992) (1992)
43. Pudil Pavel, Novovičová Jana: On the Amplifying Dependence Effect in Feature Selection, University of Surrey, (Surrey 1992) Research Report 4/92 (1992)
44. Pudil Pavel, Novovičová Jana, Choakjarernwanit N., Kittler J.: Selection of Features Optimizing a Finite Mixture Approximation of Nonparametric Densities, University of Surrey, (Guildford 1992) Research Report VSSP-TR-3/92 (1992)
45. Pudil Pavel, Novovičová Jana, Bláha Svatopluk: Experimental Study of the Relationship of the Error Probability to Certain Separability Measures in Normal Classification , Proceedings DIANA III Conference on Discriminant Analysis, Cluster Analysis, Factor Analysis, and Related Topics of Multivariate Statistics and Data Analysis, p. 221-232, MÚ ČSAV, (Praha 1990) , DIANA III, (Bechyně, CS, 04.06.1990-08.06.1990) (1990)
46. Bláha Svatopluk, Novovičová Jana, Pudil Pavel: Solution of pattern recognition problem by means of the PREDITAS program system. Part IV. Realization, ÚTIA ČSAV, (Praha 1990) Research Report 1672 (1990)
47. Novovičová Jana: Asymptotic behaviour of Mr-estimators of location, ÚTIA ČSAV, (Praha 1989) Research Report 1571 (1989)
48. Matúš František, Novovičová Jana: Odhady motivované relativistickou mechanikou, ÚTIA ČSAV, (Praha 1989) Research Report 1605 (1989)
49. Novovičová Jana: Relation between gnostical estimators and M- and Mr -estimators of location and regression /A survey/, ÚTIA ČSAV, (Praha 1989) Research Report 1583 (1989)
50. Bláha Svatopluk, Novovičová Jana, Pudil Pavel: Solution of pattern recognition problem by means of the PREDITAS program system. Part III. Sample-based classification procedures, ÚTIA ČSAV, (Praha 1989) Research Report 1593 (1989)
51. Bláha Svatopluk, Novovičová Jana: Use of Robust Estimates of Covariance Matrices , COSMEX '89. International Conference on Stochastic, p. 8-9, Technical University, (Wroclaw 1989) , COSMEX '89, (Sklarszka Poreba, PL, 08.09.1989-14.09.1989) (1989)