Milan Studený

Books and chapters

1. Vomlel Jiří, Studený Milan: Graphical and Algebraic Representatives of Conditional Independence Models , Advances in Probabilistic Graphical Models , Eds: Lucas Peter, Gámez José A., Salmerón Antonio (2007)
2. Studený Milan: Probabilistic Conditional Independence Structures, Springer, (London 2005) (2005)
3. Studený Milan: Other approaches to the description of conditional independence structures , Highly Structured Stochastic Systems, p. 106-108 , Eds: Green P. J., Hjort N. L., Richardson S., Oxford University Press, (New York 2003) Oxford Statistical Science Series. vol.27 (2003)
4. Studený Milan, Vejnarová Jiřina: On multiinformation function as a tool for measuring stochastic dependence , Learning in Graphical Models, p. 261-297 , Eds: Jordan M. I., Kluwer Academic, (Dordrecht 1998) NATO Science Series. Series D: Behavioural and Social Sciences. vol.89 (1998)
5. Studený Milan: Description of Conditional Independence Structures by Means of Imsets: A Connection with Product Formula Validity , Uncertainty in Intelligent Systems, p. 179-194 , Eds: Bouchon-Meunier B., Valverde L., Yager R. R., Elsevier, (Amsterdam 1993) (1993)

Journal articles

1. Studený Milan, Vomlel Jiří: A reconstruction algorithm for the essential graph , International Journal of Approximate Reasoning vol.50, 2 (2009), p. 385-413 (2009)
2. Perez A., Studený Milan: Comparison of two methods for approximation of probability distributions with prescribed marginals , Kybernetika vol.43, 5 (2007), p. 591-618 (2007)
3. Bouckaert R. R., Studený Milan: Racing algorithms for conditional independence inference , International Journal of Approximate Reasoning vol.45, 2 (2007), p. 386-401 (2007)
4. Roverato A., Studený Milan: A graphical representation of equivalence classes of AMP chain graphs , Journal of Machine Learning Research vol.7, 6 (2006), p. 1045-1078 (2006)
5. Studený Milan: Characterization of inclusion neighbourhood in terms of the essential graph , International Journal of Approximate Reasoning vol.38, 3 (2005), p. 283-309 (2005)
6. Bouckaert R. R., Studený Milan: Racing for conditional independence inference , Proceedings of the 8th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty vol.3571, p. 221-232, ECSQARU 2005 /8./, (Barcelona, ES, 06.07.2005-08.07.2005) (2005)
7. Studený Milan: Characterization of essential graphs by means of the operation of legal merging of components , International Journal of Uncertainty Fuzziness and Knowledge-Based Systems vol.12, p. 43-62 (2004)
8. Studený Milan: Chain graph models and their causal interpretations - discussion on the paper by Lauritzen and Richardson , Journal of the Royal Statistical Society Series B-Statistical Methodology vol.64, 3 (2002), p. 358 (2002)
9. Studený Milan: On stochastic conditional independence: the problems of characterization and description , Annals of Mathematics and Artificial Intelligence vol.35, p. 323-341 (2002)
10. Paz A., Geva R. Y., Studený Milan: Representation of irrelevance relations by annotated graphs , Fundamenta Mathematicae vol.42, 1 (2000), p. 149-199 (2000)
11. Volf M., Studený Milan: A graphical characterization of the largest chain graphs , International Journal of Approximate Reasoning vol.20, 3 (1999), p. 209-236 (1999)
12. Studený Milan, Bouckaert R. R.: On chain graph models for description of conditional independence structures , Annals of Statistics vol.26, 4 (1998), p. 1434-1495 (1998)
13. Studený Milan: A recovery algorithm for chain graphs , International Journal of Approximate Reasoning vol.17, 213 (1997), p. 265-293 (1997)
14. Studený Milan: Semigraphoids and structures of probabilistic conditional independence , Annals of Mathematics and Artificial Intelligence vol.21, 1 (1997), p. 71-98 (1997)
15. Studený Milan: Conditional independence and natural conditional functions , International Journal of Approximate Reasoning vol.12, 1 (1995), p. 43-68 (1995)
16. Matúš František, Studený Milan: Conditional independences among four random variables I , Combinatorics, Probability and Computing vol.4, p. 269-278 (1995)
17. Studený Milan: Description of structures of stochastic conditional independence by means of faces and imsets. 2nd part: basic theory. , International Journal of General Systems vol.23, 3 (1995), p. 201-219 (1995)
18. Studený Milan: Description of structures of stochastic conditional independence by means of faces and imsets. 3rd part: examples of use and appendices , International Journal of General Systems vol.23, 4 (1995), p. 323-341 (1995)
19. Studený Milan: Description of structures of stochastic conditional independence by means of faces and imsets. 1st part: introduction and basic concepts , International Journal of General Systems vol.23, 2 (1994), p. 123-137 (1994)
20. Studený Milan: Structural semigraphoids , International Journal of General Systems vol.22, 2 (1994), p. 207-217 (1994)
21. Studený Milan: Convex Cones in Finite-Dimensional Real Vector Spaces , Kybernetika vol.29, 2 (1993), p. 180-200 (1993)
22. Lachout Petr, Studený Milan, Šindelář Jan: On set-valued measures , Informatica vol.4, p. 21-44 (1993)
23. Malvestuto F. M., Studený Milan: Comment on "A Unique Formal System for Binary Decompositions of Database Relations, Probability Distributions, and Graphs" , Information Sciences vol.63, p. 1-2 (1992)

Other publications

1. Studený Milan, Vomlel Jiří: A Geometric Approach to Learning BN Structures , Proceedings of the Fourth European Workshop on Probabilistic Graphical Models (PGM'08) , Eds: Jaeger Manfred, Nielsen Thomas D., the Fourth European Workshop on Probabilistic Graphical Models (PGM'08), (Hirtshals, DK, 17.09.2008-19.09.2008) (2008) Download
2. Studený Milan: Mathematical aspects of learning Bayesian networks: Bayesian quality criteria, ÚTIA AV ČR, v.v.i, (Praha 2008) Research Report 2234 (2008) Download
3. Jiroušek Radim, Kratochvíl Václav, Kroupa Tomáš, Lněnička Radim, Studený Milan, Vomlel Jiří, Hampl P., Hamplová H.: An evaluation of string similarity measures on pricelists of computer components , Proceedings of Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty /10./ , Eds: Kroupa T., Vejnarová J., Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty /10./, (Liblice, CZ, 15.09.2007-18.09.2007) (2007)
4. Vomlel Jiří, Studený Milan: Using imsets for learning Bayesian networks , Proceedings of Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty /10./ , Eds: Kroupa T., Vejnarová J., Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty /10./, (Liblice, CZ, 15.09.2007-18.09.2007) (2007)
5. Studený Milan: An algeraic approach to structural learning Bayesian networks , Information Processing and Management of Uncertainty in Knowledge-Based Systems, p. 2284-2291 , Eds: Bouchon-Meunier B., Yager R. R., IMPU 2006, (Paris, FR, 02.07.2006-07.07.2006) (2006)
6. Roverato A., Studený Milan: A Graphical Representation of Equivalence Classes of AMP Chain Graphs, ÚTIA AV ČR, (Praha 2005) Internal Publication 2005/37 (2005)
7. Perez A., Studený Milan: Comparsion of Two Methods for Approximation of Probability Distributions with Prescribed Marginals, ÚTIA AV ČR, (Praha 2005) Internal Publication 2005/39 (2005)
8. Hamplová H., Ivánek J., Jiroušek Radim, Kroupa Tomáš, Lněnička Radim, Studený Milan, Vomlel Jiří: Decision support system for comparison of price lists , Proceedings of the 8th Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty, p. 32-38 , Eds: Kroupa T., Vejnarová J., Oeconomica, (Praha 2005) , Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty /8./, (Třešť, CZ, 19.09.2005-21.09.2005) (2005)
9. Studený Milan, Roverato A., Štěpánová Š.: Two Operations of Merging Components in a Chain Graph, ÚTIA AV ČR, (Praha 2005) Internal Publication 2005/38 (2005)
10. Studený Milan: Structural imsets: an algebraic method for describing conditional independence structures , Proceedings of the Tenth International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, p. 1323-1330, IPMU 2004 /10./, (Perugia, IT, 04.07.2004-09.07.2004) (2004)
11. Studený Milan, Vomlel Jiří: Transition between graphical and algebraic representatives of Bayesian network models , Proceedings of the Second European Workshop on Probabilistic Graphical Models, p. 193-200, Probabilistic Graphical Models PGM'04 /2./, (Leiden, NL, 04.10.2004-08.10.2004) (2004)
12. Šimeček Petr, Studený Milan: Využití Hilbertovy báze k ověření shodnosti strukturálních a kombinatorických imsetů , Sborník ROBUST 2004, p. 395-402 , Eds: Antoch J., Dohnal G., Robust 2004, (Třešť, CZ, 07.06.2004-11.06.2004) (2004)
13. Šimeček P., Studený Milan: Využití pojmu Hilbertovy báze pro ověřování hypotézy o shodnosti strukturálních a kombinatorických imsetů , Sborník prací 13. letní školy JČMF ROBUST 2004, p. 395-401 , Eds: Antoch J., Dohnal G., JČMF, (Praha 2004) , Letní škola JČMF ROBUST 2004 /13./, (Třešť, CZ, 07.06.2004-11.06.2004) (2004)
14. Studený Milan: Characterization of inclusion neighbourhood in terms of the essential graph: Lower neighbours , Proceedings of the 6th Workshop on Uncertainty Processing, p. 243-262 , Eds: Vejnarová J., University of Economics, (Prague 2003) , WUPES 2003. Workshop on Uncertainty Processing /6./, (Hejnice, CZ, 24.09.2003-27.09.2003) (2003)
15. Studený Milan: Characterization of inclusion neighbourhood in terms of the essential graph: upper neighbours , Symbolic and Quantitative Approaches to Reasoning with Uncertainty. European Conference, p. 161-172 , Eds: Nielsen T. D., Zhang N. L., Springer, (Berlin 2003) , ECSQARU 2003 /7./, (Aalborg, DK, 02.07.2003-05.07.2003) (2003)
16. Studený Milan: Algebraic approach to learning Bayesian networks. Abstract , BAYESIAN STATISTICS 7 Programme Abstracts Participants, p. 179, Universitat de Valencia, (Valencia 2002) , Valencia International Meeting on Bayesian Statisitcs /7./, (Playa de las Americas, ES, 01.06.2002-06.06.2002) (2002)
17. Studený Milan: Characterization of essential graphs by means of an operation of legal component merging , Proceedings of the First European Workshop on Probabilistic Graphical Models, p. 161-168 , Eds: Gamez J. A., Salmeron A., University of Castilla, (Cuenca 2002) , European Workshop on Probabilistic Graphical Models /1./ PGM'02, (Cuenca, ES, 06.11.2002-08.11.2002) (2002)
18. Studený Milan: O použití řetězcových grafů pro popis struktur podmíněné nezávislosti , ROBUST'2002. Sborník prací dvanácté zimní školy JČMF, p. 292-314 , Eds: Antoch J., Dohnal G., Klaschka J., JČMF, (Praha 2002) , ROBUST'2002 /12./, (Hejnice, CZ, 21.01.2002-25.01.2002) (2002)
19. Studený Milan: On methods of description of conditional independence structures. Abstract , Abstracts of the 24th European Meeting of Statisticians & 14th Prague Conference on Information Theory, Statistical Decision Functions and Random Processes, p. 333 , Eds: Janžura M., Mikosch T., Institute of Information Theory and Automation, (Prague 2002) , EMS 2002, (Prague, CZ, 19.08.2002-23.08.2002) (2002)
20. Jiroušek Radim, Studený Milan, Vejnarová Jiřina: Open problems inspired by Albert Perez , Conditionals, Information, Inference, p. 117-128 , Eds: Kern-Isberner G., Rodder W., Fern Universität, (Hagen 2002) , Workshop on Conditionals, Information, and Inference, (Hagen, DE, 13.05.2002-15.05.2002) (2002)
21. Kočka T., Bouckaert R. R., Studený Milan: On characterizing inclusion of Bayesian networks , Uncertainty in Artificial Intelligence. Proceeding of the 17th Conference, p. 261-268 , Eds: Breese J., Koller D., Morgan Kaufmann, (San Francisco 2001) , Uncertainty in Artificial Intelligence /17./, (Seattle, US, 02.08.2001-05.08.2001) (2001)
22. Studený Milan: On Mathematical Description of Probabilistic Conditional Independence Structures. DrSc. Dissertation, ( 2001) (2001)
23. Studený Milan: On non-graphical description of models of conditional independence structure, Katholieke Universiteit, (Leuven 2001) (2001) Download
24. Kočka T., Bouckaert R. R., Studený Milan: On the Inclusion Problem, ÚTIA AV ČR, (Praha 2001) Research Report 2010 (2001)
25. Studený Milan, Bouckaert R. R., Kočka T.: Extreme Supermodular Set Functions over Five Variables, ÚTIA AV ČR, (Praha 2000) Research Report 1977 (2000)
26. Studený Milan: On stochastic conditional independence: Problem of characterization and description , Partial Knowledge and Uncertainty: Independence, Conditioning, Inference, p. 5-8 , Eds: Scozzafava R., Vantaggi B., Baltzer Science Publ., (Rome 2000) , Workshop on Partial Knowledge and Uncertainty: Independence, Conditioning, Inference., (Rome, IT, 04.05.2000-06.05.2000) (2000)
27. García-Mata Osvaldo, Studený Milan: About the Closure Operation for Relational Models Induced by Syntactic Inference Rules, ÚTIA AV ČR, (Praha 1999) Research Report 1959 (1999)
28. Dawid A. P., Studený Milan: Conditional products: An alternative approach to conditional independence , Artificial Intelligence and Statistics 99. Proceedings, p. 32-40 , Eds: Heckerman D., Whittaker J., Morgan Kaufmann, (San Francisco 1999) , International Workshop on Artificial Intelligence and Statistics /7./, (Fort Lauderdale, US, 03.01.1999-06.01.1999) (1999)
29. Matúš František, Studený Milan: Workshop on Conditional Independence Structures and Graphical Models. Book of Abstracts, ÚTIA AV ČR, (Praha 1999) , Conditional Independence Structures and Graphical Models, (Toronto, CA, 27.09.1999-01.10.1999) (1999)
30. Studený Milan: Bayesian networks from the point of view of chain graphs , Uncertainty in Artificial Intelligence. Proceedings of the Fourteenth Conference, p. 496-503 , Eds: Cooper G. F., Moral S., Morgan Kaufmann, (San Francisco 1998) , Uncertainty in Artificial Intelligence /14./, (Madison, US, 24.07.1998-26.07.1998) (1998)
31. Studený Milan: Complexity of structural models , Prague Stochastics '98. Proceedings, p. 521-528 , Eds: Hušková M., Lachout P., Víšek J. Á., JČMF, (Praha 1998) , Prague Stochastics '98, (Praha, CZ, 23.08.1998-28.08.1998) (1998)
32. Studený Milan: Comparison of graphical approaches to description of conditional independence structures , Proceedings of the 4th Workshop on Uncertainty Processing, p. 156-172, VŠE, (Praha 1997) , WUPES '97 /4./, (Prague, CZ, 22.01.1997-25.01.1997) (1997)
33. Studený Milan: On marginalization, collapsibility and precollapsibility , Distributions with Given Marginals and Moment Problems, p. 191-198 , Eds: Beneš V., Štěpán J., Kluwer, (Dordrecht 1997) , Distributions with Given Marginals and Moment Problems /3./, (Prague, CZ, 02.09.1996-06.09.1996) (1997)
34. Studený Milan: On Recovery Algorithm for Chain Graphs, ÚTIA AV ČR, (Praha 1996) Research Report 1874 (1996)
35. Studený Milan: On separation criterion and recovery algorithm for chain graphs , Uncertainty in Artificial Intelligence. Proceedings, p. 509-516 , Eds: Horvik E., Jensen F., Morgan Kaufmann Publ., (San Francisco 1996) , Conference on Uncertainty in Artificial Intelligence /12./, (Portland, US, 01.08.1996-04.08.1996) (1996)
36. Studený Milan: On stochastic conditional independence structures , European Conference on Higly Structured Stochastic Systems. Proceedings, p. 165-169, University of Aalborg, (Rebild 1996) , European Conference on Highly Structured Stochastic Systems /1./, (Rebild, DK, 19.05.1996-24.05.1996) (1996)
37. Bouckaert R. R., Studený Milan: Chain graphs: semantics and expressiveness , Symbolic and Quantitative Approaches to Reasoning and Uncertainty, p. 67-76 , Eds: Froidevaux Ch., Kohlas J., Springer, (Berlin 1995) Lecture Notes in Artificial Intelligence. vol.946 , ECSQARU '95, (Fribourg, CH, 03.07.1995-05.07.1995) (1995)
38. Bouckaert R. R., Studený Milan: Chain Graphs: Semantics and Expressiveness - Extended Version, ÚTIA AV ČR, (Praha 1995) Research Report 1836 (1995)
39. Zvárová Jana, Studený Milan: Information Theoretical Approach to Constitution and Reduction of Medical Data , EuroMISE 95: Information, Health and Education, p. 88 , Eds: Zvárová J., Malá I., EuroMISE Center, (Prague 1995) , TEMPUS International Conference, (Prague, CZ, 20.10.1995-23.10.1995) (1995)
40. Zvárová Jana, Studený Milan: Information theoretical approach to constitution and reduction of medical data. Abstract , EuroMISE '95: Information, Health and Education, p. 88 , Eds: Zvárová J., Malá I., EuroMISE Center, (Prague 1995) , TEMPUS International Conference, (Prague, CZ, 20.10.1995-23.10.1995) (1995)
41. Studený Milan: Marginal problem in different calculi of AI , Advances in Intelligent Computing - IPMU '94, p. 348-359 , Eds: Bouchon-Meunier B., Yager R. R., Zadeh L. A., Springer, (Berlin 1995) Lecture Notes in Computer Science. vol.945 , IPMU '94 /5./, (Paris, FR, 04.07.1994-08.07.1994) (1995)
42. Studený Milan, Boček Pavel: CI-models arising among 4 random variables , Uncertainty Processing in Expert Systems. Proceedings, p. 268-282, VŠE, (Praha 1994) , Workshop on Uncertainty Processing in Expert Systems /3./, (Třešť, CZ, 11.09.1994-15.09.1994) (1994)
43. Studený Milan: Marginal problem in different calculi of AI , Information Processing and Management of Uncertainty in Knowledge-Based Systems. Proceedings, p. 597-604, Cité Internationale Universitaire, (Paris 1994) , IPMU '94 /5./, (Paris, FR, 04.07.1994-08.07.1994) (1994)
44. Studený Milan: Semigraphoids are two-antecedental approximations of stochastic conditional independence models , Uncertainty in Artificial Intelligence. Proceedings, p. 546-552 , Eds: Mantaras R. L., Poole D., Morgan Kaufmann, (San Francisco 1994) , Uncertainty in Artificial Intelligence /10./, (Seattle, US, 29.07.1994-31.07.1994) (1994)
45. Studený Milan, Matúš František, Vejnarová Jiřina: Decomposition of Large Systems and Independence Structures , Second European Congress on Systems Science, p. 891-898, Afcet, (Paris 1993) , European Congress on Systems Science /2./, (Prague, CZ, 05.10.1993-08.10.1993) (1993)
46. Studený Milan: Formal Properties of Conditional Independence in Different Calculi of AI , Symbolic and Quantitative Approaches to Reasoning and Uncertainty, p. 341-348 , Eds: Clarke M., Kruse R., Moral S., Springer, (Berlin 1993) Lecture Notes in Computer Science. vol.747 , European Conference ECSQARU '93, (Granada, ES, 08.11.1993-10.11.1993) (1993)
47. Studený Milan: Conditional Independence Relations Have No Finite Complete Characterization , Transactions of the Eleventh Prague Conference on Information Theory, Statistical Decision Functions, Random Processes, p. 377-396 , Eds: Víšek J. Á., Academia, (Prague 1992) , Prague Conference on Information Theory, Statistical Decision Functions and Random Procesess /11./, (Prague, CS, 27.08.1990-31.08.1990) (1992)
48. Studený Milan: Description of Conditional Independence Structures by Means of Imsets: A Connection with Product Formula Validity , International Conference on Information Processing and Management of Uncertainty. IPMU '92, p. 503-506, Universitat des les Illes Balears, (Palma 1992) , IPMU '92, (Mallorca, ES, 06.07.1992-10.07.1992) (1992)
49. Studený Milan: Multiinformation and Conditional Independence II, ÚTIA ČSAV, (Praha 1992) Research Report 1751 (1992)
50. Lachout Petr, Studený Milan, Šindelář Jan: On Set-Valued Measures, ÚTIA ČSAV, (Praha 1992) Research Report 1741 (1992)
51. Studený Milan: Popis struktur podmíněné stochastické nezávislosti pomocí formulí součinového typu , Sborník prací letní školy JČMF ROBUST '92, p. 146-155 , Eds: Antoch J., Dohnal G., JČMF, (Praha 1992) , ROBUST '92, (Herbertov, CS, 14.09.1992-18.09.1992) (1992)
52. Studený Milan: Convex cones in Rn, ÚTIA ČSAV, (Praha 1991) Research Report 1724 (1991)
53. Studený Milan: Convex Semigraphoids , Workshop on Uncertainty Processing in Expert Systems, p. - , Eds: Jiroušek R., ÚTIA ČSAV, (Prague 1991) , WUPES '91, (Alšovice, CS, 09.09.1991-12.09.1991) (1991)
54. Studený Milan: Convex Set Functions I, ÚTIA ČSAV, (Praha 1991) Research Report 1773 (1991)
55. Studený Milan: Convex set Functions II, ÚTIA ČSAV, (Praha 1991) Research Report 1734 (1991)
56. Studený Milan: Multiinformace jakožto nástroj pro studium podmíněné stochastické nezávislosti , PROBASTAT '89. Zborník príspevkov, p. 129, VVTŠ, (Liptovský Mikuláš 1989) , PROBASTAT '89, (Liptovský Mikuláš, CS, 03.09.1989-08.09.1989) (1989)
57. Studený Milan: Multiinformation and Conditional Independence I, ÚTIA ČSAV, (Praha 1989) Research Report 1619 (1989)