Szymon Jaroszewicz's publications

S. Jaroszewicz. Using interesting sequences to interactively build Hidden Markov Models. Data Mining and Knowledge Discovery, , 2010, accepted.

@article{my:HMMInterDMKD,
    author = {S. Jaroszewicz},
    title = {Using interesting sequences to interactively build Hidden Markov Models},
    journal = {Data Mining and Knowledge Discovery},
    year = 2010,
    note = {accepted}
}

S. Jaroszewicz. Discovering Interesting Patterns in Numerical Data with Background Knowledge. In Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection, pages 118-130, IGI Global, 2010.

@incollection{my:InterPatNumerData,
    author = {S. Jaroszewicz},
    title = {Discovering Interesting Patterns in Numerical Data with Background Knowledge},
    booktitle = {Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection},
    pages = {118--130},
    publisher = {IGI Global},
    year = 2010,
    editor = {Y.S. Koh and N. Rountree}
}

S. Jaroszewicz, T. Scheffer, D.A. Simovici. Scalable pattern mining with Bayesian networks as background knowledge. Data Mining and Knowledge Discovery, 18(1), pages 56-100, 2009.

@article{my:BayesIntDMKD,
    author = {S. Jaroszewicz and T. Scheffer and D.A. Simovici},
    title = {Scalable pattern mining with Bayesian networks as background knowledge},
    journal = {Data Mining and Knowledge Discovery},
    year = {2009},
    volume = 18,
    number = 1,
    pages = "56--100"
}

S. Jaroszewicz. Interactive HMM Construction Based on Interesting Sequences. In Proc. of Local Patterns to Global Models (LeGo'08) Workshop at the 12th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'08), pages 82-91, Antwerp, Belgium, 2008.

@inproceedings{my:HMMInter,
    author = {S. Jaroszewicz},
    title = {Interactive {HMM} Construction Based on Interesting Sequences},
    booktitle = {Proc. of Local Patterns to Global Models ({LeGo}'08) Workshop at the 12th European Conference on Principles and Practice of Knowledge Discovery in Databases ({PKDD}'08)},
    pages = {82--91},
    year = 2008,
    address = {Antwerp, Belgium}
}

S. Jaroszewicz. Minimum Variance Associations -- Discovering Relationships in Numerical Data. In The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pages 172-183, Osaka, Japan, 2008.

@inproceedings{my:Funcrules,
    author = {S. Jaroszewicz},
    title = {Minimum Variance Associations --- Discovering Relationships in Numerical Data},
    booktitle = {The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)},
    pages = {172--183},
    year = 2008,
    address = {Osaka, Japan}
}

T. Calders, S. Jaroszewicz. Efficient AUC Optimization for Classification. In 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'07), pages 42-53, Warsaw, Poland, 2007, Best paper award.

@inproceedings{my:AUCapprox,
    author = "T. Calders and S. Jaroszewicz",
    title = "Efficient AUC Optimization for Classification",
    booktitle = "11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'07)",
    year = 2007,
    mon = sep,
    pages = "42--53",
    address = "Warsaw, Poland",
    software = http://www.cs.umb.edu/~sj/AUCopt,
    note = {{\bf Best paper award}}
}

S. Jaroszewicz, L. Ivantysynova, T. Scheffer. Schema Matching on Streams with Accuracy Guarantees. Intelligent Data Analysis, 12(3), pages 253-270, 2008.

@article{my:schemaMatchingIDA,
    author = {S. Jaroszewicz and L. Ivantysynova and T. Scheffer},
    title = "Schema Matching on Streams with Accuracy Guarantees",
    journal = "Intelligent Data Analysis",
    volume = 12,
    number = 3,
    pages = "253--270",
    year = 2008
}

S. Jaroszewicz, M. Korze�. Approximating Representations for Large Numerical Databases. In 7th SIAM International Conference on Data Mining (SDM'07), pages 521-526, Minneapolis, MN, 2007.

@inproceedings{my:approx-repr,
    author = "S. Jaroszewicz and M. Korze{�}",
    title = "Approximating Representations for Large Numerical Databases",
    booktitle = "7th SIAM International Conference on Data Mining (SDM'07)",
    address = "Minneapolis, MN",
    pages = "521--526",
    year = 2007,
    mon = apr
}

S. Jaroszewicz, L. Ivantysynova, T. Scheffer. Accurate Schema Matching on Streams. In 4th International Workshop on Knowledge Discovery from Data Streams at the 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'06), pages 3-12, 2006.

@inproceedings{my:schemaMatching,
    author = {S. Jaroszewicz and L. Ivantysynova and T. Scheffer},
    title = "Accurate Schema Matching on Streams",
    booktitle = "4th International Workshop on Knowledge Discovery from Data Streams at the 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'06)",
    year = 2006,
    adrress = "Berlin, Germany",
    mon = sep,
    pages = "3--12"
}

T. Calders, B. Goethals, S. Jaroszewicz. Mining Rank-Correlated Sets of Numerical Attributes. In Proc. of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06), 2006.

@inproceedings{my:rank-methods,
    author = "T. Calders and B. Goethals and S. Jaroszewicz",
    title = "Mining Rank-Correlated Sets of Numerical Attributes",
    booktitle = "Proc. of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06)",
    year = 2006
}

S. Jaroszewicz. Polynomial Association Rules with Applications to Logistic Regression. In Proc. of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06), 2006.

@inproceedings{my:poly-rules-logistic,
    author = "S. Jaroszewicz",
    title = "Polynomial Association Rules with Applications to Logistic Regression",
    booktitle = "Proc. of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06)",
    year = 2006
}

S. Jaroszewicz, M. Korze�. Comparison of Information Theoretical Measures for Reduct Finding. In Proc. of the 8th International Conference on Artificial Intelligence and Soft Computing (ICAISC'06), pages 518-527, Zakopane, June, 2006.

@inproceedings{my:roughInfoMeasures,
    author = "S. Jaroszewicz and M. Korze{�}",
    title = "Comparison of Information Theoretical Measures for Reduct Finding",
    booktitle = "Proc. of the 8th International Conference on Artificial Intelligence and Soft Computing (ICAISC'06)",
    address = "Zakopane",
    year = 2006,
    month = jun,
    pages = "518--527",
    series = "LNAI 4029",
    publisher = "Springer-Verlag"
}

D. A. Simovici, S. Jaroszewicz. A new metric splitting criterion for decision trees. Parallel Algorithms Appl., 21(4), pages 239-256, 2006.

@article{my:trees-journal,
    author = {D. A. Simovici and S. Jaroszewicz},
    title = {A new metric splitting criterion for decision trees},
    journal = {Parallel Algorithms Appl.},
    volume = {21},
    number = {4},
    year = 2006,
    pages = "239--256"
}

D. A. Simovici, S. Jaroszewicz. Generalized Conditional Entropy and a Metric Splitting Criterion for Decision Trees. In 10th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining (PAKDD'06), pages 35-44, Singapore, 2006.

@inproceedings{my:trees-PAKDD,
    author = {D. A. Simovici and S. Jaroszewicz},
    title = {Generalized Conditional Entropy and a Metric Splitting Criterion for Decision Trees},
    booktitle = {10th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining (PAKDD'06)},
    year = 2006,
    mon = apr,
    address = "Singapore",
    pages = "35--44"
}

S. Jaroszewicz, T. Scheffer. Fast Discovery of Unexpected Patterns in Data, Relative to a Bayesian Network. In 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2005), pages 118-127, Chicago, IL, August, 2005.

@inproceedings{my:BayesIntSampling,
    author = "S. Jaroszewicz and T. Scheffer",
    title = "Fast Discovery of Unexpected Patterns in Data, Relative to a Bayesian Network",
    booktitle = {11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2005)},
    address = "Chicago, IL",
    pages = "118--127",
    month = aug,
    year = 2005
}

D. Simovici, S. Jaroszewicz. A New Metric Splitting Criterion for Decision Trees. International Journal of Parallel, Emergent and Distributed Systems, 21(4), pages 239-256, August, 2006.

@article{my:metricSplitting,
    author = "D. Simovici and  S. Jaroszewicz",
    title = "A New Metric Splitting Criterion for Decision Trees",
    journal = "International Journal of Parallel, Emergent and Distributed Systems",
    volume = "21",
    number = "4",
    month = aug,
    year = 2006,
    pages = "239--256"
}

S. Jaroszewicz, W. Kosi�ski. Machine Learning for Speech Recognition Researchers. In Proceedings of the Speech Analysis, Synthesis and Recognition Applications of Phonetics Conference, Kraków, Poland, September, 2005, Publication on CD-ROM.

@inproceedings{my:MLforSpeech,
    author = "S. Jaroszewicz and W.  Kosi{�}ski",
    title = "Machine Learning  for Speech Recognition Researchers",
    booktitle = "Proceedings of the Speech Analysis, Synthesis and Recognition Applications of Phonetics Conference",
    address = "Krak{\'o}w, Poland",
    month = sep,
    year = "2005",
    note = "Publication on CD-ROM"
}

M. Korze�, S. Jaroszewicz. Finding Reducts Without Building the Discernibility Matrix.. In Proceedings of the Fifth International Conference on Intelligent Systems Design and Applications (ISDA'05), pages 450-455, Wroc�aw, Poland, 2005.

@inproceedings{my:roughReducts,
    author = {M. Korze{�} and S. Jaroszewicz},
    title = {Finding Reducts Without Building the Discernibility Matrix.},
    booktitle = {Proceedings of the Fifth International Conference on Intelligent Systems Design and Applications (ISDA'05)},
    year = {2005},
    pages = {450-455},
    address = {Wroc{�}aw, Poland}
}

D. Simovici, S. Jaroszewicz. A Metric Approach to Building Decision Trees Based on Goodman-Kruskal Association Index. In PAKDD 2004, pages 181-190, Sydney, Australia, May, 2004.

@inproceedings{my:GKtrees,
    author = "D. Simovici and S. Jaroszewicz",
    title = "A Metric Approach to Building Decision Trees Based on {G}oodman-{K}ruskal Association Index",
    booktitle = "PAKDD 2004",
    address = "Sydney, Australia",
    month = may,
    year = 2004,
    series = "LNAI 3056",
    publisher = "Springer-Verlag",
    pages = "181--190"
}

S. Jaroszewicz, D. A. Simovici, I. Rosenberg. Measures on Boolean Polynomials and Their Applications in Data Mining. Discrete Applied Mathematics, 144(1-2), pages 123-139, November, 2004.

@article{my:exor-Bonferroni-ADM,
    author = "S. Jaroszewicz and D. A. Simovici and I. Rosenberg",
    title = "Measures on {B}oolean Polynomials and Their Applications in Data Mining",
    journal = "Discrete Applied Mathematics",
    year = 2004,
    month = nov,
    volume = "144",
    number = "1--2",
    pages = "123--139"
}

Szymon Jaroszewicz, Dan Simovici. Interestingness of Frequent Itemsets Using Bayesian Networks as Background Knowledge. In 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2004), pages 178-186, Seattle, WA, August, 2004.

@inproceedings{my:BayesInt,
    author = {Szymon Jaroszewicz and Dan Simovici},
    title = {Interestingness of Frequent Itemsets Using Bayesian Networks as Background Knowledge},
    booktitle = {10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2004)},
    address = "Seattle, WA",
    pages = "178--186",
    month = aug,
    year = 2004
}

S. Jaroszewicz, D. A. Simovici, W. P. Kuo, L. Ohno-Machado. The Goodman-Kruskal Ceofficient and its Applications in Genetic Diagnosis of Cancer. IEEE Transactions on Biomedical Engineering, 51(7), pages 1095-1102, July, 2004.

@article{my:gk-gene-prediction,
    author = "S. Jaroszewicz and D. A. Simovici and W. P. Kuo and L. Ohno-Machado",
    title = "The {G}oodman-{K}ruskal Ceofficient and its Applications in Genetic Diagnosis of Cancer",
    journal = "IEEE Transactions on Biomedical Engineering",
    year = 2004,
    pages = "1095--1102",
    volume = "51",
    number = "7",
    month = jul
}

Szymon Jaroszewicz. Information Theoretical and Combinatorial Methods in Data Mining. PhD thesis, University of Massachusetts Boston, December, 2003.

@phdthesis{my:dissert,
    author = "Szymon Jaroszewicz",
    title = "Information Theoretical and Combinatorial Methods in Data Mining",
    school = "University of Massachusetts Boston",
    year = 2003,
    month = dec
}

Dan A. Simovici, Szymon Jaroszewicz. Generalized Conditional Entropy and Decision Trees. In Journees francophones d'Extraction et de Gestion de Connaissances (EGC 2003), pages 369-380, Lyon, France, January, 2003.

@inproceedings{my:egc03,
    author = "Dan A. Simovici and Szymon Jaroszewicz",
    title = "Generalized Conditional Entropy and Decision Trees",
    booktitle = "Journees francophones d'Extraction et de Gestion de Connaissances (EGC 2003)",
    pages = "369--380",
    month = jan,
    year = 2003,
    address = "Lyon, France"
}

S. Jaroszewicz, D. A. Simovici. Support Approximations Using Bonferroni-type Inequalities. In 6th European Conference on Principles of Data Mining and Knowledge Discovery (PKDD 2002), pages 212-223, Helsinki, Finland, August, 2002.

@inproceedings{my:support-approx,
    author = "S. Jaroszewicz and  D. A. Simovici",
    title = "Support Approximations Using {B}onferroni-type Inequalities",
    booktitle = "6th European Conference on Principles of Data Mining and Knowledge Discovery (PKDD 2002)",
    year = "2002",
    month = aug,
    address = "Helsinki, Finland",
    pages = "212--223"
}

S. Jaroszewicz, D. A. Simovici. Pruning Redundant Association Rules Using Maximum Entropy Principle. In Advances in Knowledge Discovery and Data Mining, 6th Pacific-Asia Conference, PAKDD'02, pages 135-147, Taipei, Taiwan, May, 2002.

@inproceedings{my:prunning-MaxEnt,
    author = "S. Jaroszewicz and  D. A. Simovici",
    title = "Pruning Redundant Association Rules Using Maximum Entropy Principle",
    booktitle = "Advances in Knowledge Discovery and Data Mining, 6th Pacific-Asia Conference, PAKDD'02",
    year = "2002",
    month = may,
    address = "Taipei, Taiwan",
    pages = "135--147"
}

I. Rosenberg, D. A. Simovici, S. Jaroszewicz. On Functions Defined on Free Boolean Algebras. In IEEE Intenrational Symposiun on Multiple-Valued Logic ISMVL'02, Boston, MA, May, 2002.

@inproceedings{my:measures-on-bool-func,
    author = "I. Rosenberg and D. A. Simovici and S. Jaroszewicz",
    title = "On Functions Defined on Free Boolean Algebras",
    booktitle = "IEEE Intenrational Symposiun on Multiple-Valued Logic ISMVL'02",
    year = "2002",
    month = may,
    address = "Boston, MA"
}

S. Jaroszewicz, D. A. Simovici, I. Rosenberg. An Inclusion-Exclusion Result for Boolean Polynomials and Its Applications in Data Mining. In Workshop on Discrete Mathematics and Data Mining (DM&DM), Second SIAM International Conference on Data Mining, Arlington, VA, April, 2002.

@inproceedings{my:exor-Bonferroni,
    author = "S. Jaroszewicz and D. A. Simovici and I. Rosenberg",
    title = "An Inclusion-Exclusion Result for Boolean Polynomials and Its Applications in Data Mining",
    booktitle = "Workshop on Discrete Mathematics and Data Mining (DM\&DM), Second SIAM International Conference on Data Mining",
    year = 2002,
    address = "Arlington, VA",
    month = apr
}

D. A. Simovici, S. Jaroszewicz. An Axiomatization of Partition Entropy. IEEE Transactions on Information Theory, 48(7), pages 2138-2142, July, 2002.

@article{my:part-ent-axiom,
    author = "D. A. Simovici and S. Jaroszewicz",
    title = "An Axiomatization of Partition Entropy",
    journal = "IEEE Transactions on Information Theory",
    year = 2002,
    pages = "2138--2142",
    volume = "48",
    number = "7",
    month = jul
}

S. Jaroszewicz, D. A. Simovici. A General Measure of Rule Interestingness. In 5th European Conference on Principles of Data Mining and Knowledge Discovery (PKDD 2001), pages 253-265, 2001.

@inproceedings{my:general-inter-measure,
    author = "S. Jaroszewicz and  D. A. Simovici",
    title = "A General Measure of Rule Interestingness",
    booktitle = "5th European Conference on Principles of Data Mining and Knowledge Discovery (PKDD 2001)",
    year = 2001,
    pages = "253--265"
}

S. Jaroszewicz, D. A. Simovici. Data Mining of Weak Functional Decompositions. In Proc. of the 30th International Symposium on Multiple-Valued Logic (ISMVL 2000), pages 77-82, 2000.

@inproceedings{my:weak-decomp,
    author = "S. Jaroszewicz and D. A. Simovici",
    title = "Data Mining of Weak Functional Decompositions",
    booktitle = "Proc. of the 30th International Symposium on Multiple-Valued Logic (ISMVL 2000)",
    year = 2000,
    pages = "77--82"
}

D. A. Simovici, S. Jaroszewicz. On Information-Theoretical Aspects of Relational Databases. In Finite versus Infinite, Springer Verlag, London, 2000.

@incollection{my:inf-theor-db,
    author = "D. A. Simovici and S. Jaroszewicz",
    title = "On Information-Theoretical Aspects of Relational Databases",
    booktitle = "Finite versus Infinite",
    editor = "C. Calude and G. Paun",
    publisher = "Springer Verlag",
    address = "London",
    year = 2000
}

S. Jaroszewicz, D. A. Simovici. On Axiomatization of Conditional Entropy of Functions Between Finite Sets. In Proceedings of the 29th International Symposium on Multiple-Valued Logic, pages 24-28, Freiburg, Germany, 1999.

@inproceedings{my:cond-ent-axiom,
    author = "S. Jaroszewicz and D. A. Simovici",
    title = "On Axiomatization of Conditional Entropy of Functions Between Finite Sets",
    booktitle = "Proceedings of the 29th International Symposium on Multiple-Valued Logic",
    address = "Freiburg, Germany",
    year = 1999,
    pages = "24--28"
}

S.Jaroszewicz. Minimization of Incompletely Specified Multiple-Valued Functions in Reed-Muller Domain. In Proc. of the 19th International Scientific Symposium for Students and Young Research Employees, pages 121-126, Zielona Góra, Poland, 1997, (in Polish).

@inproceedings{my:minim-inc-mvl-rm,
    author = "S.Jaroszewicz",
    title = "Minimization of Incompletely Specified Multiple-Valued Functions in Reed-Muller Domain",
    booktitle = "Proc. of the 19th International Scientific Symposium for Students and Young Research Employees",
    address = "Zielona G\'ora, Poland",
    year = 1997,
    pages = "121--126",
    note = "(in Polish)"
}

S.Jaroszewicz, V.Shmerko, S.Yanushkevich. Exact Irredundant Searching for a Minimal Reed-Muller Expansion for an Incompletely Specified MVL Function. In Proc. of the International Conference on Application of Computer Systems, pages 65-74, Szczecin, Poland, 1996.

@inproceedings{my:minim-single-mvl-func,
    author = "S.Jaroszewicz and V.Shmerko and S.Yanushkevich",
    title = "Exact Irredundant Searching for a Minimal Reed-Muller Expansion for an Incompletely Specified MVL Function",
    booktitle = "Proc. of the International Conference on Application of Computer Systems",
    address = "Szczecin, Poland",
    year = 1996,
    pages = "65--74"
}

A.D.Zakrevskij, S.N.Yanushkevich, S.Jaroszewicz. Minimization of Reed-Muller Expansions for Systems of Incompletely Specified MVL Functions. In Proc. of the International Conference on Methods and Models in Automatics and Robotics (MMAR'96), pages 1085-1090, Międzyzdroje, Poland, 1996.

@inproceedings{my:minim-syst-mvl-func,
    author = "A.D.Zakrevskij and S.N.Yanushkevich and S.Jaroszewicz",
    title = "Minimization of Reed-Muller Expansions for Systems of Incompletely Specified MVL Functions",
    booktitle = "Proc. of the International Conference on Methods and Models in Automatics and Robotics (MMAR'96)",
    address = "Mi\c edzyzdroje, Poland",
    year = 1996,
    pages = "1085--1090"
}