Publications
For the list of newer publications see the Scientific Information System.
Older publications
2022
Jędrzej Potoniec, Daniel Sroka, Tomasz P. Pawlak, Continuous discovery of Causal nets for non-stationary business processes using the Online Miner, European Journal of Operational Research 303(3):1304-1320, Elsevier, 2022.
Tomasz P. Pawlak, Bartosz Górka, Continuous update of business process trees using Continuous Inductive Miner, Bulletin of the Polish Academy of Sciences. Technical Sciences, in press, 2022.
2021
Tomasz P. Pawlak, Michael O'Neill, Grammatical evolution for constraint synthesis for mixed-integer linear programming, Swarm and Evolutionary Computation 64(100896):1-16, Elsevier, July 2021.
Tomasz P. Pawlak, Bartosz Litwiniuk, Ellipsoidal one-class constraint acquisition for quadratically constrained programming, European Journal of Operational Research 293(1):36-49, Elsevier, 16 August 2021.
2020
Marcin Karmelita, Tomasz P. Pawlak, CMA-ES for One-Class Constraint Synthesis, Genetic and Evolutionary Computation Conference (GECCO ’20), July 8–12, 2020, Cancún, Mexico. ACM, New York, NY, USA.
2019
Tomasz P. Pawlak, Krzysztof Krawiec, Synthesis of Constraints for Mathematical Programming with One-Class Genetic Programming, IEEE Transactions on Evolutionary Computation 23(1):117-129, IEEE Press, 2019.
Tomasz P. Pawlak, Synthesis of Mathematical Programming models with one-class evolutionary strategies, Swarm and Evolutionary Computation 44:335-348, Elsevier, 2019.
2018
Tomasz P. Pawlak, Performance Improvements for Evolutionary Strategy-based One-Class Constraint Synthesis, GECCO '18, pp. 873-880, ACM, 2018.
Daniel Sroka, Tomasz P. Pawlak, One-Class Constraint Acquisition with Local Search, GECCO '18, pp. 363-370, ACM, 2018.
Patryk Kudła, Tomasz P. Pawlak, One-class synthesis of constraints for Mixed-Integer Linear Programming with C4.5 decision trees, Applied Soft Computing 68:1-12, Elsevier, 2018.
Tomasz P. Pawlak, Krzysztof Krawiec, Competent Geometric Semantic Genetic Programming for Symbolic Regression and Boolean Function Synthesis, Evolutionary Computation 26(2):177-212, 2018.
2017
Tomasz P. Pawlak, Krzysztof Krawiec, Automatic Synthesis of Constraints from Examples using Mixed Integer Linear Programming, European Journal of Operational Research 261:1141-1157, 2017.
Tomasz P. Pawlak, Krzysztof Krawiec, Synthesis of Mathematical Programming Constraints with Genetic Programming, EuroGP 2017, Lecture Notes in Computer Science 10196:178-193, Springer, 2017.
2016
Tomasz P. Pawlak, Geometric Semantic Genetic Programming is Overkill, EuroGP 2016, Lecture Notes in Computer Science 9594:246-260, Springer, 2016.
Tomasz P. Pawlak, Krzysztof Krawiec, Semantic Geometric Initialization, EuroGP 2016, Lecture Notes in Computer Science 9594:261-277, Springer, 2016.
Tomasz P. Pawlak, Krzysztof Krawiec, Progress Properties and Fitness Bounds for Geometric Semantic Search Operators, Genetic Programming and Evolvable Machines 17(1):5-23, Springer, 2016.
2015
Tomasz P. Pawlak, Competent Algorithms for Geometric Semantic Genetic Programming, PhD Thesis, Poznan University of Technology, 2015.
Tomasz P. Pawlak, Bartosz Wieloch, Krzysztof Krawiec, Review and Comparative Analysis of Geometric Semantic Crossovers, Genetic Programming and Evolvable Machines 16(3):351-386, Springer, 2015.
Tomasz P. Pawlak, Bartosz Wieloch, Krzysztof Krawiec, Semantic Backpropagation for Designing Search Operators in Genetic Programming, IEEE Transactions on Evolutionary Computation 19(3):326-340, IEEE Press, 2015.
2014
Tomasz P. Pawlak, Combining Semantically-Effective and Geometric Crossover Operators for Genetic Programming, PPSN XIII, Lecture Notes in Computer Science 8672:454-464, Springer, 2014.
Tomasz P. Pawlak, Krzysztof Krawiec, Guarantees of Progress for Geometric Semantic Genetic Programming, Workshop on Semantic Methods in Genetic Programming, PPSN XIII, 2014.
2013
Krzysztof Krawiec, Tomasz Pawlak, Approximating Geometric Crossover by Semantic Backpropagation, GECCO '13, pp. 941-948, ACM, 2013.
Krzysztof Krawiec, Tomasz Pawlak, Locally Geometric Semantic Crossover: A Study on the Roles of Semantics and Homology in Recombination Operators, Genetic Programming and Evolvable Machines, 14(1):31-63, Springer, 2013.
2012
Krzysztof Krawiec, Tomasz Pawlak, Quantitative Analysis of Locally Geometric Semantic Crossover, PPSN XII, Lecture Notes in Computer Science 7491:397-406, Springer, 2012.
Krzysztof Krawiec, Tomasz Pawlak, Locally Geometric Semantic Crossover, GECCO '12, pp. 1487-1488, ACM, 2012.
2011
Jerzy Brzeziński, Dariusz Dwornikowski, Michał Kalewski, Tomasz Pawlak, Michał Sajkowski, MDL: Metrics Definition Language, ACIIDS 2011, Lecture Notes in Computer Science 6591:248-256, Springer, 2011.
2009
Jerzy Brzeziński, Dariusz Dwornikowski, Bartosz Nowaczyk, Tomasz Pawlak, Michał Sajkowski, Tomasz Wsuł, Projekt modułu obliczania metryk oceny działania systemów SOA, Raport techniczny, Instytut Informatyki Politechniki Poznańskiej, 2009.
Adam Czajka, Dariusz Dwornikowski, Dariusz Filipiak, Tomasz Pawlak, Michał Sajkowski, Opracowanie języka i narzędzi definiowania celu monitorowania na poziomie procesu, Raport techniczny, Instytut Informatyki Politechniki Poznańskiej, 2009.
Jerzy Brzeziński, Dariusz Dwornikowski, Bartosz Nowaczyk, Tomasz Pawlak, Michał Sajkowski, Tomasz Wsuł, Metryki oceny działania systemów SOA, Raport techniczny, Instytut Informatyki Politechniki Poznańskiej, 2009.
