@article{classflipping-arxiv, title = {Class flipping for uplift modeling and Heterogeneous Treatment Effect estimation on imbalanced RCT data}, author = {Krzysztof Rudaś and Szymon Jaroszewicz}, year = {2024}, volume = {2412.10009}, journal = {arXiv, cs.LG} }

@article{j-biomed, author = {Nevo Itzhak and Szymon Jaroszewicz and Robert Moskovitch}, title = {Event prediction by estimating continuously the completion of a single temporal pattern's instances}, journal = {Journal of Biomedical Informatics}, volume = {156}, pages = {104665}, year = {2024} }

@inproceedings{uplift-regul, author = {Krzysztof Rudaś and Szymon Jaroszewicz}, title = {Regularization for Uplift Regression}, booktitle = "Proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD'23)", pages = {593--608}, publisher = {Springer}, year = {2023} }

@article{kais-cont-pred, author = {Nevo Itzhak and Szymon Jaroszewicz and Robert Moskovitch}, title = {Continuous Prediction of a Time Intervals-Related Pattern's Completion}, journal = {Knowledge and Information Systems}, volume = {65}, number = {11}, pages = "4797--4846", year = 2023 }

@proceedings{ecml-22-workshop-editor, editor = {Irena Koprinska and Paolo Mignone and Riccardo Guidotti and Szymon Jaroszewicz and others}, opteditorfull = {Irena Koprinska and Paolo Mignone and Riccardo Guidotti and Szymon Jaroszewicz and Holger Fr{\"{o}}ning and Francesco Gullo and Pedro M. Ferreira and Damian Roqueiro and Gaia Ceddia and Slawomir Nowaczyk and Jo{\~{a}}o Gama and Rita P. Ribeiro and Ricard Gavald{\`{a}} and Elio Masciari and Zbigniew W. Ras and Ettore Ritacco and Francesca Naretto and Andreas Theissler and Przemyslaw Biecek and Wouter Verbeke and Gregor Schiele and Franz Pernkopf and Michaela Blott and Ilaria Bordino and Ivan Luciano Danesi and Giovanni Ponti and Lorenzo Severini and Annalisa Appice and Giuseppina Andresini and Ib{\'{e}}ria Medeiros and Guilherme Gra{\c{c}}a and Lee A. D. Cooper and Naghmeh Ghazaleh and Jonas Richiardi and Diego Saldana Miranda and Konstantinos Sechidis and Arif Canakoglu and Sara Pid{\`{o}} and Pietro Pinoli and Albert Bifet and Sepideh Pashami}, title = {Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of {ECML} {PKDD} 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part {I}}, series = {Communications in Computer and Information Science}, volume = {1752}, publisher = {Springer}, year = {2023}, isbn = {978-3-031-23617-4} }

@article{uplift-response-transf-revenue, author = {R. M. Gubela and S. Lessmann and S. Jaroszewicz}, title = {Response transformation and profit decomposition for revenue uplift modeling}, journal = {European Journal of Operational Research}, volume = {283}, number = {2}, pages = {647--661}, year = {2020} }

@article{uplift-linreg, author = "Ruda{ś}, Krzysztof and Jaroszewicz, Szymon", title = "Linear regression for uplift modeling", journal = "Data Mining and Knowledge Discovery", year = "2018", month = "Sep", volume = "32", number = "5", pages = "1275--1305" }

@article{uplift-boosting, author = {M. So{ł}tys and S. Jaroszewicz}, title = {Boosting algorithms for uplift modeling}, journal = {CoRR}, volume = {abs/1807.07909}, year = {2018}, note = {arXiv preprint} }

@incollection{uplift-ml-encyclopedia, author = "S. Jaroszewicz", editor = "C. Sammut and G. Webb", title = "Uplift Modeling", booktitle = "Encyclopedia of Machine Learning and Data Mining", year = "2017", publisher = "Springer US", address = "Boston, MA", pages = "1304--1309" }

@incollection{Szekely-regularization, author = "S. Jaroszewicz and {Ł}. Zaniewicz", editor = "S. Matwin and J. Mielniczuk", title = "Sz{é}kely Regularization for Uplift Modeling", booktitle = "Challenges in Computational Statistics and Data Mining", year = "2016", publisher = "Springer International Publishing", address = "Cham", pages = "135--154" }

@article{uplift-onco, author = {Wyrwicz, L. and Jaroszewicz, S. and Rzepakowski, P. and Bujko, K.}, title = {Uplift modeling in selection of patients to either radiotherapy or radiochemotherapy in resectable rectal cancer: reassessment of data from the phase 3 study}, journal = {Annals of Oncology}, volume = {26}, number = {suppl_4}, pages = {iv107}, year = {2015}, note = "conference abstract" }

@article{PacalJSS, author = "M. Korze{ń} and Szymon Jaroszewicz", title = "{PaCAL}: A Python Package for Arithmetic Computations with Random Variables", journal = "Journal of Statistical Software", volume = "57", number = "10", day = "6", month = "5", year = "2014" }

@inproceedings{ZogalaJaroszewicz:LD4KD2014, author = "B. {Ż}oga{ł}a-Siudem and S. Jaroszewicz", booktitle = "Proc. of the 1st Workshop on Linked Data for Knowledge Discovery (LD4KD) co-located with ECML/PKDD'14", title = "{Fast stepwise regression on Linked Data}", address = "Nancy, France", month = sep, pages = "17--26", year = "2014" }

@inproceedings{wikipedia-teams, author = "L. Bukowski and M. Jankowski-Lorek and S. Jaroszewicz and M. Sydow", title = "What Makes a Good Team of {W}ikipedia Editors?~{A} Preliminary Statistical Analysis", booktitle = "Proc. of the 5th International Conference on Social Informatics (SocInfo'14)", year = "2013", month = nov, address = "Kyoto, Japan", pages = "14--28" }

@article{uplift-trees-KAIS, author = "P. Rzepakowski and S. Jaroszewicz", title = "Decision trees for uplift modeling with single and multiple treatments", journal = {Knowledge and Information Systems}, year = 2012, volume = 32, issue = 2, month = aug, pages = "303--327" }

@article{RJ2012, author = "P. Rzepakowski and S. Jaroszewicz", title = "Uplift Modeling in Direct Marketing", journal = "Journal of Telecommunications and Information Technology", volume = "2", year = "2012", pages = "43--50" }

@inproceedings{uplift-trees-ICDM, author = {P. Rzepakowski and S. Jaroszewicz}, title = {Decision Trees for Uplift Modeling}, booktitle = {Proc. of the 10th International Conference on Data Mining (ICDM)}, year = 2010, pages = "441--450", address = "Sydney, Australia", month = dec }

@incollection{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} }

@inproceedings{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} }

@inproceedings{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}} }

@inproceedings{approx-repr, author = "S. Jaroszewicz and M. Korze{ń}", 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 }

@inproceedings{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 }

@inproceedings{roughInfoMeasures, author = "S. Jaroszewicz and M. Korze{ń}", 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" }

@inproceedings{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" }

@article{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" }

@inproceedings{roughReducts, author = {M. Korze{ń} 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{ł}aw, Poland} }

@article{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" }

@article{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 }

@inproceedings{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" }

@inproceedings{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" }

@inproceedings{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 }

@inproceedings{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" }

@incollection{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 }

@inproceedings{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 Góra, Poland", year = 1997, pages = "121--126", note = "(in Polish)" }

@inproceedings{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" }