From Krzysztof Krawiec

Site: Publications

Publications

Abstracts are available under the 'BibTeX' links. This page is automatically generated from a BibTeX file, apologies for minor glitches. Full texts of many of these papers can be downloaded from my ResearchGate profile.

Books

Krzysztof Krawiec (2016) Behavioral Program Synthesis with Genetic Programming. Springer International Publishing. (URL) (BibTeX)


Bir Bhanu, Yingqiang Lin and Krzysztof Krawiec (2005) Evolutionary Synthesis of Pattern Recognition Systems. Springer-Verlag, New York. (aboutThisBook | URL) (BibTeX)


Krzysztof Krawiec (2004) Evolutionary Feature Programming: Cooperative learning for knowledge discovery and computer vision. Wydawnictwo Politechniki Poznanskiej, Poznan University of Technology, Poznan, Poland. (URL) (BibTeX)


K. Krawiec and J. Stefanowski (2003) Sieci neuronowe i uczenie maszynowe. Wydawnictwo Politechniki Pozna{\'n}skiej, Poznan. (BibTeX)


Krawiec, K., Constructive Induction of Features in Decision Support based on Pictorial Information, Ph.D. Dissertation, Poznan University of Technology, Poznan, Poland, 2000 (in Polish)

Edited conference proceedings

(2014) Proceedings of the 17th European Conference on Genetic Programming, EuroGP 2014. (Miguel Nicolau and Krzysztof Krawiec and Malcolm I. Heywood and Mauro Castelli and Pablo Garcia-Sanchez and Juan J. Merelo and Victor M. {Rivas Santos} and Kevin Sim, Eds.)volume 8599 of LNCS, Granada, Spain, Springer Verlag. (URL) (BibTeX)


(2013) Genetic Programming. (Krzysztof Krawiec and Alberto Moraglio and Ting Hu and A. \c{S}ima Etaner-Uyar and Bin Hu, Eds.)volume 7831 of Lecture Notes in Computer Science, Vienna, Austria, Springer. (BibTeX)


(2012) Genetic Programming. (Alberto Moraglio and Sara Silva and Krzysztof Krawiec and Penousal Machado and Carlos Cotta, Eds.)volume 7244 of Lecture Notes in Computer Science, Malaga, Spain, Springer. (URL) (BibTeX)


Journal papers

Szymon Wasik, Natalia Szostak, Mateusz Kudla, Michal Wachowiak, Krzysztof Krawiec and Jacek Blazewicz (2019) Detecting life signatures with RNA sequence similarity measures. Journal of Theoretical Biology, 463:110 - 120. (URL) (BibTeX)


Tomasz P. Pawlak and Krzysztof Krawiec (2019) Synthesis of Constraints for Mathematical Programming With One-Class Genetic Programming. {IEEE} Transactions on Evolutionary Computation, 23(1):117-129. (URL) (BibTeX)


Tomasz P. Pawlak and Krzysztof Krawiec (2018) Competent Geometric Semantic Genetic Programming for Symbolic Regression and Boolean Function Synthesis. Evolutionary Computation, 26(2):177-212. (BibTeX)


B{\l}{\k a}dek, Iwo, Krawiec, Krzysztof and Swan, Jerry (2018) Counterexample-Driven Genetic Programming: Heuristic Program Synthesis from Formal Specifications. Evolutionary Computation, 26(3):441-469. (BibTeX)


Pawel Liskowski, Wojciech M. Jaskowski and Krzysztof Krawiec (2018) Learning to Play Othello with Deep Neural Networks. {IEEE} Transactions on Games, 10:354-364. (URL) (BibTeX)


Bednarek, Jakub, Piaskowski, Karol and Krawiec, Krzysztof (2018) Ain't Nobody Got Time For Coding: Structure-Aware Program Synthesis From Natural Language. arXiv e-prints. (BibTeX)


Karnowski, Karol, Ajduk, Anna, Wieloch, Bartosz, Tamborski, Szymon, Krawiec, Krzysztof, Wojtkowski, Maciej and Szkulmowski, Maciej (2017) Optical coherence microscopy as a novel, non-invasive method for the 4D live imaging of early mammalian embryos. Scientific Reports, 7(1):4165. (URL) (BibTeX)


Jerzy Stefanowski, Krzysztof Krawiec, Robert Wrembel (2017) Exploring Complex and Big Data. International Journal of Applied Mathematics and Computer Science, 27(4):669-679. (BibTeX)


Maciej Szkulmowski, Pawe{\l} Liskowski, Bartosz Wieloch, Krzysztof Krawiec and Bartosz Sikorski (2017) Convolutional neural networks for artifact free OCT retinal angiography. Investigative Ophthalmology \& Visual Science, 58(8):649-649. (BibTeX)


Krzysztof Krawiec and Pawe{\l} Liskowski (2017) Adaptive Test Selection for Factorization-based Surrogate Fitness in Genetic Programming. Foundations of Computing and Decision Sciences, 42(4):339-358. (URL) (BibTeX)


Tomasz P. Pawlak and Krzysztof Krawiec (2017) Automatic Synthesis of Constraints from Examples using Mixed Integer Linear Programming. European Journal of Operational Research, 261(3):1141-1157. (URL) (BibTeX)


Krzysztof Krawiec (2017) Opening the Black Box: Alternative Search Drivers for Genetic Programming and Test-based Problems. MENDEL Soft Computing Journal, 23(1):1-6. (BibTeX)


Pawe{\l} Liskowski and Krzysztof Krawiec (2017) Online Discovery of Search Objectives for Test-Based Problems. Evolutionary Computation. (URL) (BibTeX)


Pawe{\l} Liskowski and Krzysztof Krawiec (2016) Segmenting Retinal Blood Vessels with Deep Neural Networks. {IEEE} Transactions on Medical Imaging, 35(11):2369-2380. (URL) (BibTeX)


Aleks, ra Wyciszkiewicz, Mikolaj A. Pawlak and Krzysztof Krawiec (2016) Cerebellar Volume in Children With Attention-Deficit Hyperactivity Disorder (ADHD). Journal of Child Neurology, 32(2):215-221. (URL) (BibTeX)


Pawlak, Tomasz P. and Krawiec, Krzysztof (2015) Progress properties and fitness bounds for geometric semantic search operators. Genetic Programming and Evolvable Machines. (URL) (BibTeX)


Pawlak, Tomasz P., Wieloch, Bartosz and Krawiec, Krzysztof (2015) Semantic Backpropagation for Designing Search Operators in Genetic Programming. IEEE Transactions on Evolutionary Computation, 19(3):326-340. (URL) (BibTeX)


Pawlak, Tomasz P., Wieloch, Bartosz and Krawiec, Krzysztof (2015) Review and comparative analysis of geometric semantic crossovers. Genetic Programming and Evolvable Machines, 16(3):351-386. (URL) (BibTeX)


Daniel Rumi{\'n}ski, Bartosz L. Sikorski, Danuta Bukowska, Maciej Szkulmowski, Krzysztof Krawiec, Gra{\.z}yna Malukiewicz, Lech Bieganowski and Maciej Wojtkowski (2015) OCT angiography by absolute intensity difference applied to normal and diseased human retinas. Biomedical Optics Express, 6(8):2738-2754. (URL) (BibTeX)


Wojciech Jaskowski, Krzysztof Krawiec and Bartosz Wieloch (2014) Cross-Task Code Reuse in Genetic Programming Applied to Visual Learning. International Journal of Applied Mathematics and Computer Science, 24(1):183-197. (URL) (BibTeX)


Krawiec, Krzysztof and Pawlak, Tomasz (2013) 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. (URL) (BibTeX)


Karolina Stanislawska, Zbigniew W. Kundzewicz and Krzysztof Krawiec (2013) Hindcasting global temperature by evolutionary computation. Acta Geophysica, 61(3). (BibTeX)


Sikorski, Bartosz L., Bukowska, Danuta, Rumi{\'n}ski, Daniel, Gorczy{\'n}ska, Iwona, Szkulmowski, Maciej, Krawiec, Krzysztof, Malukiewicz, Gra{\.z}yna and Wojtkowski, Maciej (2013) Visualization of 3D retinal microcapillary network using OCT. Acta Ophthalmologica, 91:0-0. (URL) (BibTeX)


Krawiec, Krzysztof (2013) Genetic programming: where meaning emerges from program code. Genetic Programming and Evolvable Machines. (URL) (BibTeX)


Szubert, Marcin, Ja{\'s}kowski, Wojciech and Krawiec, Krzysztof (2013) On Scalability, Generalization, and Hybridization of Coevolutionary Learning: A Case Study for Othello. Computational Intelligence and AI in Games, IEEE Transactions on, 5(3):214-226. (BibTeX)


Karolina Stanislawska, Krzysztof Krawiec and Zbigniew W. Kundzewicz (2012) Modelling global temperature changes with genetic programming. Computer \& Mathematics with Applications, 64(12):3717-3728. (URL) (BibTeX)


Krzysztof Krawiec, Wojciech Ja{\'s}kowski and Marcin Szubert (2011) Evolving Small-Board Go Players using Coevolutionary Temporal Difference Learning with Archive. International Journal of Applied Mathematics and Computer Science, 21(4):717-731. (URL) (BibTeX)


Ja{\'s}kowski, Wojciech and Krawiec, Krzysztof (2011) Formal Analysis, Hardness, and Algorithms for Extracting Internal Structure of Test-Based Problems. Evolutionary Computation, 19(4):639-671. (URL) (BibTeX)


Marcin Szubert, Wojciech Ja{\'s}kowski and Krzysztof Krawiec (2011) Learning Board Evaluation Function for Othello by Hybridizing Coevolution with Temporal Difference Learning. Control and Cybernetics, 40(3):805-832. (BibTeX)


Marcin Perzyk, Krzysztof Krawiec and Jacek Koz{\l}owski (2009) Application of time-series analysis in foundry production. Archives of Foundry Engineering, 9(3):109-114. (BibTeX)


Krzysztof Krawiec and Bartosz Wieloch (2009) Analysis of Semantic Modularity for Genetic Programming. Foundations of Computing and Decision Sciences, 34(4):265-285. (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2008) Evolving Strategy for a Probabilistic Game of Imperfect Information using Genetic Programming. Genetic Programming and Evolvable Machines, 9(4):281-294. (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2008) Multitask Visual Learning using Genetic Programming. Evolutionary Computation, 16(4):439-459. (BibTeX)


Zenon Ignaszak, Pawe{\l} Popielarski and Krzysztof Krawiec (2007) Contribution to quantitative identification of casting defects based on computer analysis of X-ray images. Archives of Foundry Engineering, 7(4):89-94. (BibTeX)


Krzysztof Krawiec (2007) Generative Learning of Visual Concepts using Multiobjective Genetic Programming. Pattern Recognition Letters, 28:2385-2400. (URL) (BibTeX)


Krzysztof Krawiec and Bir Bhanu (2007) Visual Learning by Evolutionary and Coevolutionary Feature Synthesis. {IEEE} Transactions on Evolutionary Computation, 11:635-650. (URL) (BibTeX)


Krzysztof Krawiec and Bir Bhanu (2005) Visual Learning by Coevolutionary Feature Synthesis. {IEEE} Transactions on System, Man, and Cybernetics -- Part B, 35(3):409-425. (URL) (BibTeX)


K. Krawiec (2002) Genetic Programming-based Construction of Features for Machine Learning and Knowledge Discovery Tasks. Genetic Programming and Evolvable Machines, 4:329-343. (BibTeX)


K. Krawiec (2001) Evolutionary Computation Framework for Learning from Visual Examples. Image Processing and Communications, 7(3/4/2004):85-96. (BibTeX)


Maciej Komosi{\'n}ski and Krzysztof Krawiec (2000) Evolutionary weighting of image features for diagnosing of CNS tumors. Artificial Intelligence in Medicine, 19(1):25-38. (BibTeX)


J. Jelonek, K. Krawiec, R. S{\l}owi{\'n}ski and J. Szyma{\'s} (1998) Grizzly -- An image processing and analysis system oriented towards medical images. Journal of Decision Systems, 7(3--4). (BibTeX)


J. Jelonek, K. Krawiec and R. S{\l}owi{\'n}ski (1995) Rough Set Reduction of Attributes and their Domains for Neural Networks. Computational Intelligence, 11(2):339-347. (BibTeX)


Book chapters

Krawiec, Krzysztof, Simons, Christopher, Swan, Jerry and Woodward, John (2018) Metaheuristic Design Patterns: New Perspectives for Larger-Scale Search Architectures. In Handbook of Research on Emergent Applications of Optimization Algorithms, pages 1-36. . IGI Global. (URL) (BibTeX)


Krawiec, Krzysztof (2016) Evolutionary Feature Selection and Construction. In Encyclopedia of Machine Learning and Data Mining. (Sammut, Claude and Webb, Geoffrey I., Eds.). Boston, MA, Springer US, pages 1-5. (URL) (BibTeX)


Jerry Swan and Krzysztof Krawiec (2016) Discovering Relational Structure in Program Synthesis Problems with Analogical Reasoning. In Genetic Programming Theory and Practice XIV. Springer. (BibTeX)


Krzysztof Krawiec, Jerry Swan and Una-May O'Reilly (2016) Behavioral Program Synthesis: Insights and Prospects. In Genetic Programming Theory and Practice XIII. Springer. (BibTeX)


Ryan, Conor, Fitzgerald, Jeannie, Krawiec, Krzysztof and Medernach, David (2015) Handbook of Genetic Programming Applications.. (URL) (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2009) Genetic Programming for Generative Learning and Recognition of Hand-drawn Shapes. In Evolutionary Image Analysis and Signal Processing. (Stefano Cagnoni, Eds.), Springer-Verlag, pages 73-90. (URL) (BibTeX)


Krzysztof Krawiec (2007) Encyclopedia of Machine Learning.. (URL) (BibTeX)


Krzysztof Krawiec (2005) Koewolucja kooperatywna w dekompozycji zada\'n rozpoznawania obraz\'ow. In Sztuczna inteligencja w zarz{\k a}dzaniu i sterowaniu, pages 333-358. . Wydawnictwo Uniwersytetu {\'S}l{\k a}skiego. (BibTeX)


Krzysztof Krawiec, Roman S{\l}owi{\'n}ski, Daniel V and erpooten (1998) Learning of decision rules from similarity based rough approximations. In Rough Sets in Knowledge Discovery, pages 37-54. . Physica Verlag. (BibTeX)


Reviewed conference proceedings

Krzysztof Krawiec, Iwo B{\l}{\k a}dek, Jerry Swan and John H. Drake (2018) Counterexample-Driven Genetic Programming: Stochastic Synthesis of Provably Correct Programs. In Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, {IJCAI-18}. 7. International Joint Conferences on Artificial Intelligence Organization, pages 5304-5308. (URL) (BibTeX)


Krawiec, Krzysztof, B\l\k{a}dek, Iwo and Swan, Jerry (2017) Counterexample-driven Genetic Programming. In Proceedings of the Genetic and Evolutionary Computation Conference. New York, NY, USA. ACM, pages 953-960. (URL) (BibTeX)


Liskowski, Pawe{\l} and Krawiec, Krzysztof (2017) Discovery of Search Objectives in Continuous Domains. In Proceedings of the Genetic and Evolutionary Computation Conference. New York, NY, USA. ACM, pages 969-976. (URL) (BibTeX)


Vanneschi, Leonardo, Castelli, Mauro, Manzoni, Luca, Krawiec, Krzysztof, Moraglio, Alberto, Silva, Sara and Gon\c{c}alves, Ivo (2017) PSXO: Population-wide Semantic Crossover. In Proceedings of the Genetic and Evolutionary Computation Conference Companion. New York, NY, USA. ACM, pages 257-258. (URL) (BibTeX)


Moraglio, Alberto and Krawiec, Krzysztof (2017) Geometric Semantic Genetic Programming for Recursive Boolean Programs. In Proceedings of the Genetic and Evolutionary Computation Conference. New York, NY, USA. ACM, pages 993-1000. (URL) (BibTeX)


Maciej Szkulmowski, Pawe{\l} Liskowski, Bartosz Wieloch, Krzysztof Krawiec and Bartosz Sikorski (2017) Convolutional Neural Networks for Artifact Free OCT Retinal Angiography. In The Annual Meeting of the Association for Research in Vision and Ophthalmology.. (URL) (BibTeX)


Pawlak, Tomasz P. and Krawiec, Krzysztof (2017) Synthesis of Mathematical Programming Constraints with Genetic Programming. In Genetic Programming: 20th European Conference, EuroGP 2017, Amsterdam, The Netherlands, April 19-21, 2017, Proceedings. Cham. (McDermott, James and Castelli, Mauro and Sekanina, Lukas and Haasdijk, Evert and Garc{\'\i}a-S{\'a}nchez, Pablo, Eds.) Springer International Publishing, pages 178-193. (URL) (BibTeX)


B{\l}{\k a}dek, Iwo and Krawiec, Krzysztof (2017) Evolutionary Program Sketching. In Genetic Programming: 20th European Conference, EuroGP 2017, Amsterdam, The Netherlands, April 19-21, 2017, Proceedings. Cham. (McDermott, James and Castelli, Mauro and Sekanina, Lukas and Haasdijk, Evert and Garc{\'\i}a-S{\'a}nchez, Pablo, Eds.) Springer International Publishing, pages 3-18. (URL) (BibTeX)


Swan, Jerry, Krawiec, Krzysztof and Ghani, Neil (2017) Polytypic Genetic Programming. In Applications of Evolutionary Computation: 20th European Conference, EvoApplications 2017, Amsterdam, The Netherlands, April 19-21, 2017, Proceedings, Part II. Cham. (Squillero, Giovanni and Sim, Kevin, Eds.) Springer International Publishing, pages 66-81. (URL) (BibTeX)


Pawe{\l} Liskowski and Krzysztof Krawiec (2016) Non-negative Matrix Factorization for Unsupervised Derivation of Search Objectives in Genetic Programming. In Proceedings of the Genetic and Evolutionary Computation Conference 2016. New York, NY, USA. ACM, pages 749-756. (URL) (BibTeX)


Tomasz P. Pawlak and Krzysztof Krawiec (2016) Semantic Geometric Initialization. In EuroGP 2016: Proceedings of the 19th European Conference on Genetic Programming. Porto, Portugal, {30 } # mar # {--1 } # apr. (Malcolm I. Heywood and James McDermott and Mauro Castelli and Ernesto Costa, Eds.) Springer Verlag, pages 254-269. (BibTeX)


Maciej Szkulmowski, Daniel Rumi{\'n}ski, Pawe{\l} Liskowski, Bartosz Wieloch, Krzysztof Krawiec, Bartosz Sikorski and Maciej D. Wojtkowski (2016) OCT Retinal Angiography Using Neural Networks. In The Annual Meeting of the Association for Research in Vision and Ophthalmology.. (URL) (BibTeX)


Pawel Liskowski and Krzysztof Krawiec (2016) Surrogate Fitness via Factorization of Interaction Matrix. In EuroGP 2016: Proceedings of the 19th European Conference on Genetic Programming. Porto, Portugal, {30 } # mar # {--1 } # apr. (Malcolm I. Heywood and James McDermott and Mauro Castelli and Ernesto Costa, Eds.) Springer Verlag, pages 65-79. (BibTeX)


Wojciech Ja\'skowski, Marcin Szubert, Pawe{\l} Liskowski and Krzysztof Krawiec (2015) High-Dimensional Function Approximation for Knowledge-Free Reinforcement Learning: a Case Study in SZ-Tetris. In Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA. ACM, pages 567-573. (URL) (BibTeX)


Liskowski, Pawe{\l}, Krawiec, Krzysztof, Helmuth, Thomas and Spector, Lee (2015) Comparison of Semantic-aware Selection Methods in Genetic Programming. In Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference. New York, NY, USA. ACM, pages 1301-1307. (URL) (BibTeX)


Szubert, Marcin, Ja{\'s}kowski, Wojciech, Liskowski, Pawe{\l} and Krawiec, Krzysztof (2015) The Role of Behavioral Diversity and Difficulty of Opponents in Coevolving Game-Playing Agents. In Applications of Evolutionary Computation. (Mora, Antonio M. and Squillero, Giovanni, Eds.) Springer International Publishing, pages 394-405. (URL) (BibTeX)


Jerry Swan, Steven Adriaensen, Mohamed Bishr, Edmund K Burke, John A Clark, Patrick De Causmaecker, Juanjo Durillo, Kevin Hammond, Emma Hart, Colin G Johnson, Zoltan A Kocsis, Ben Kovitz, Krzysztof Krawiec, Simon Martin, JJ Merelo, Le, ro L Minku, Ender Ozcan, Gisele L Pappa, Erwin Pesch, Pablo Garc─▒a-S{\'a}nchez, Andrea Schaerf, Kevin Sim, Jim E Smith, Thomas St{\"u}tzle, Stefan Vo{\ss}, Stefan Wagner and Xin Yao (2015) A Research Agenda for Metaheuristic Standardization. In MIC 2015: The XI Metaheuristics International Conference. June. (BibTeX)


Fitzgerald, Jeannie, Ryan, Conor, Medernach, David and Krawiec, Krzysztof (2015) An Integrated Approach to Stage 1 Breast Cancer Detection. In Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA. ACM, pages 1199-1206. (URL) (BibTeX)


Krzysztof Krawiec and Pawel Liskowski (2015) Automatic Derivation of Search Objectives for Test-Based Genetic Programming. In 18th European Conference on Genetic Programming. Copenhagen, {8-10 } # apr. (Penousal Machado and Malcolm I. Heywood and James McDermott and Mauro Castelli and Pablo Garcia-Sanchez and Paolo Burelli and Sebastian Risi and Kevin Sim, Eds.) Springer, pages 53-65. (BibTeX)


Krzysztof Krawiec and Miko{\l}aj Pawlak (2015) Genetic Programming with Alternative Search Drivers for Detection of Retinal Blood Vessels. In 18th European Conference on the Applications of Evolutionary Computation. Copenhagen, {8-10 } # apr. (Antonio M. Mora and Giovanni Squillero, Eds.) Springer, pages 554-566. (BibTeX)


Stanislawska, Karolina, Krawiec, Krzysztof and Vihma, Timo (2015) Genetic Programming for Estimation of Heat Flux Between the Atmosphere and Sea Ice in Polar Regions. In Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA. ACM, pages 1279-1286. (URL) (BibTeX)


Ignacio Arnaldo, Krzysztof Krawiec and Una-May O'Reilly (2014) Multiple Regression Genetic Programming. In Proceeding of the sixteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM. (URL) (BibTeX)


Pawe{\l} Liskowski and Krzysztof Krawiec (2014) Discovery of Implicit Objectives by Compression of Interaction Matrix in Test-Based Problems. In Parallel Problem Solving from Nature -- PPSN XIII. (Thomas Bartz-Beielstein and J\"{u}rgen Branke and Bogdan Filipi\v{c} and Jim Smith, Eds.) Springer, pages 611-620. (BibTeX)


Krawiec, Krzysztof (2014) Metaheuristic Design Pattern: Candidate Solution Repair. In Proceedings of the 2014 Conference Companion on Genetic and Evolutionary Computation Companion. New York, NY, USA. ACM, pages 1415-1418. (URL) (BibTeX)


Krzysztof Krawiec, Arm and o Solar-Lezama (2014) Improving Genetic Programming with Behavioral Consistency Measure. In Parallel Problem Solving from Nature -- PPSN XIII. (Thomas Bartz-Beielstein and J\"{u}rgen Branke and Bogdan Filipi\v{c} and Jim Smith, Eds.) Springer, pages 434-443. (BibTeX)


Conor Ryan, Krzysztof Krawiec, Una-May O'Reilly, Jeannie Fitzgerald and David Medernach (2014) Building a Stage 1 Computer Aided Detector for Breast Cancer using Genetic Programming. In 17th European Conference on Genetic Programming. Granada, Spain, {23-25 } # apr. (Miguel Nicolau et al., Eds.) Springer, pages 162-173. (BibTeX)


Krzysztof Krawiec and Una-May O'Reilly (2014) Behavioral programming: a broader and more detailed take on semantic GP. In GECCO '14: Proceedings of the 2014 conference on Genetic and evolutionary computation. Vancouver, BC, Canada, {12-16 } # jul. (Christian Igel et al., Eds.) ACM, pages 935-942. (URL) (BibTeX)


Krzysztof Krawiec and Una-May O'Reilly (2014) Behavioral Programming: A Broader and More Detailed Take on Semantic GP. In Proceeding of the sixteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM. (URL) (BibTeX)


Conor Ryan, Krzysztof Krawiec, Una-May O'Reilly, Jeannie Fitzgerald and David Medernach (2014) Building a Stage 1 Computer Aided Detector for Breast Cancer using Genetic Programming. In Genetic Programming. Granada, Spain, 23-25 April. (Nicolau, Miguel and Krawiec, Krzysztof and Heywood, MalcolmI. and Castelli, Mauro and Garc{\'\i}a-S{\'a}nchez, Pablo and Merelo, JuanJ. and Rivas Santos, VictorM. and Sim, Kevin, Eds.) Springer Berlin Heidelberg, pages 162-173. (URL) (BibTeX)


Krzysztof Krawiec and Una-May O'Reilly (2014) Behavioral Search Drivers for Genetic Programing. In Genetic Programming. Granada, Spain, 23-25 April. (Miguel Nicolau and Krzysztof Krawiec and Malcolm Heywood, Eds.) Springer, pages 210-221. (BibTeX)


Ja{\'s}kowski, Wojciech, Liskowski, Pawe{\l}, Szubert, Marcin and Krawiec, Krzysztof (2013) Improving coevolution by random sampling. In Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM, pages 1141-1148. (URL) (BibTeX)


Szubert, Marcin, Ja{\'s}kowski, Wojciech, Liskowski, Pawe{\l} and Krawiec, Krzysztof (2013) Shaping fitness function for evolutionary learning of game strategies. In Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM, pages 1149-1156. (URL) (BibTeX)


Wieloch, Bartosz and Krawiec, Krzysztof (2013) Running programs backwards: instruction inversion for effective search in semantic spaces. In Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM, pages 1013-1020. (URL) (BibTeX)


Krawiec, Krzysztof and Swan, Jerry (2013) Guiding Evolutionary Learning by Searching for Regularities in Behavioral Trajectories: A Case for Representation Agnosticism. In How Should Intelligence be Abstracted in AI Research: MDPs, Symbolic Representations, Artificial Neural Networks, or ...? AAAI Fall Symposium 2013.. AAAI, pages 41-46. (URL) (BibTeX)


Krawiec, Krzysztof and Swan, Jerry (2013) Pattern-guided genetic programming. In Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM, pages 949-956. (URL) (BibTeX)


Krzysztof Krawiec and Mateusz Nawrocki (2013) Implicit Fitness Sharing for Evolutionary Synthesis of License Plate Detectors. In Applications of Evolutionary Computing, EvoApplications 2012. Vienna, Austria, {3-5 } # apr. (Anna I. Esparcia-Alcazar et al., Eds.) Springer, pages 376-386. (BibTeX)


Krzysztof Krawiec and Mateusz Nawrocki (2013) Implicit Fitness Sharing for Evolutionary Synthesis of License Plate Detectors. In Applications of Evolutionary Computation. (Anna I. Esparcia-Alc\'{a}zar, Eds.) Springer, pages 376-386. (BibTeX)


Krawiec, Krzysztof and Pawlak, Tomasz (2013) Approximating geometric crossover by semantic backpropagation. In Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM, pages 941-948. (URL) (BibTeX)


McDermott, James, White, David R., Luke, Sean, Manzoni, Luca, Castelli, Mauro, Vanneschi, Leonardo, Ja{\'s}kowski, Wojciech, Krawiec, Krzysztof, Harper, Robin, De Jong, Kenneth and O'Reilly, Una-May (2012) Genetic programming needs better benchmarks. In Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference. New York, NY, USA. ACM, pages 791-798. (URL) (BibTeX)


Marcin Szubert and Krzysztof Krawiec (2012) Autonomous Shaping via Coevolutionary Selection of Training Experience. In Parallel Problem Solving from Nature - PPSN XII. (Carlos A. Coello Coello and Vincenzo Cutello and Kalyanmoy Deb and Stephanie Forrest and Giuseppe Nicosia and Mario Pavone, Eds.) Springer, pages 215-224. (BibTeX)


Krzysztof Krawiec and Tomasz Pawlak (2012) Quantitative Analysis of Locally Geometric Semantic Crossover. In Parallel Problem Solving from Nature - PPSN XII. (Carlos A. Coello Coello and Vincenzo Cutello and Kalyanmoy Deb and Stephanie Forrest and Giuseppe Nicosia and Mario Pavone, Eds.) Springer, pages 397-406. (BibTeX)


Alberto Moraglio, Krzysztof Krawiec and Colin G. Johnson (2012) Geometric Semantic Genetic Programming. In Parallel Problem Solving from Nature - PPSN XII. (Carlos A. Coello Coello and Vincenzo Cutello and Kalyanmoy Deb and Stephanie Forrest and Giuseppe Nicosia and Mario Pavone, Eds.) Springer, pages 21-31. (BibTeX)


Krzysztof Krawiec (2012) Medial Crossovers for Genetic Programming. In Genetic Programming. Malaga, Spain, 11-13 April. (Alberto Moraglio and Sara Silva and Krzysztof Krawiec and Penousal Machado and Carlos Cotta, Eds.) Springer, pages 61-72. (BibTeX)


Krawiec, Krzysztof (2012) On Relationships Between Semantic Diversity, Complexity and Modularity of Programming Tasks. In Proceedings of the Fourteenth International Conference on Genetic and Evolutionary Computation Conference. New York, NY, USA. ACM, pages 783-790. (URL) (BibTeX)


Krzysztof Krawiec (2011) Semantically embedded genetic programming: automated design of abstract program representations. In Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA. ACM, pages 1379-1386. (URL) (BibTeX)


Wojciech Ja{\'s}kowski and Krzysztof Krawiec (2011) How many dimensions in co-optimization. In Proceedings of the 13th Annual Conference Companion on Genetic and Evolutionary Computation. New York, NY, USA, pages 829-830. (URL) (BibTeX)


Krzysztof Krawiec (2011) Learnable Embeddings of Program Spaces. In Proceedings of the 14th European Conference on Genetic Programming, EuroGP 2011. Turin, Italy, April 27-29. (Sara Silva and James A. Foster and Miguel Nicolau and Mario Giacobini and Penousal Machado, Eds.) Springer Verlag, pages 167-178. (BibTeX)


Krzysztof Krawiec and Marcin Grzegorz Szubert (2011) Learning n-tuple networks for othello by coevolutionary gradient search. In Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA. ACM, pages 355-362. (URL) (BibTeX)


Krawiec, Krzysztof and Nawrocki, Mateusz (2011) Evolutionary Tuning of Compound Image Analysis Systems for Effective Li cense Plate Recognition. In Computational Collective Intelligence. Technologies and Application s. (Jedrzejowicz, Piotr and Nguyen, Ngoc and Hoang, Kiem, Eds.) Springer Berlin / Heidelberg, pages 203-212. (URL) (BibTeX)


Alberto Moraglio, Krzysztof Krawiec and Colin Johnson (2011) Geometric Semantic Genetic Programming. In 5th workshop on Theory of Randomized Search Heuristics. July 8-9, Copenhagen, Denmark. (URL) (BibTeX)


Krzysztof Krawiec and Pawe{\l} Lichocki (2010) Using Co-solvability to Model and Exploit Synergetic Effects in Evolution. In Parallel Problem Solving from Nature -- PPSN XI. (Robert Schaefer and Carlos Cotta and Joanna Ko{\l}odziej and G\"{u}nter Rudolph, Eds.) Springer, pages 492-501. (BibTeX)


Mateusz Nawrocki and Krzysztof Krawiec (2010) A Robuts Method for Real-Time Detection and Recognition of Licence Plates. In {IEEE} International Conference on Multimedia Communications, Services, and Security ({MCSS} 2010)., pages 171-175. (BibTeX)


Krzysztof Krawiec and Bartosz Wieloch (2010) Automatic generation and exploitation of related problems in genetic programming. In IEEE Congress on Evolutionary Computation (CEC 2010). Barcelona, Spain, {18-23 } # jul. IEEE Press, pages 1248-1255. (BibTeX)


Krzysztof Krawiec, Bartosz Kukawka and Tomasz Maciejewski (2010) Evolving cascades of voting feature detectors for vehicle detection in satellite imagery. In IEEE Congress on Evolutionary Computation (CEC 2010). Barcelona, Spain, {18-23 } # jul. IEEE Press, pages 2392-2399. (BibTeX)


Krzysztof Krawiec and Marcin Szubert (2010) Coevolutionary Temporal Difference Learning for small-board Go. In Evolutionary Computation (CEC), 2010 IEEE Congress on. July, pages 1-8. (BibTeX)


Wojciech Ja{\'s}kowski and Krzysztof Krawiec (2010) Coordinate System Archive for coevolution. In IEEE Congress on Evolutionary Computation (CEC 2010). Barcelona, Spain, {18-23 } # jul. IEEE Press, pages 1-10. (BibTeX)


Pawe{\l} Lichocki, Krzysztof Krawiec and Wojciech Ja{\'s}kowski (2009) Evolving Teams of Cooperating Agents for Real-Time Strategy Game. In Applications of Evolutionary Computing. (Mario Giacobini and Anthony Brabazon and Stefano Cagnoni and Gianni A. Di Caro and Anik\'{o} Ek\'{a}rt and Anna Isabel Esparcia-Alc\'{a}zar and Muddassar Farooq and Andreas Fink and Penousal Machado, Eds.) Springer, pages 333-342. (BibTeX)


Marcin Szubert, Wojciech Ja{\'s}kowski and Krzysztof Krawiec (2009) Coevolutionary Temporal Difference Learning for Othello. In IEEE Symposium on Computational Intelligence and Games. Mediolan. IEEE, pages 104-111. (URL) (BibTeX)


Wojciech Ja{\'s}kowski and Krzysztof Krawiec (2009) Formal Analysis and Algorithms for Extracting Coordinate Systems of Games. In IEEE Symposium on Computational Intelligence and Games. Mediolan. IEEE, pages 201-208. (URL) (BibTeX)


Krzysztof Krawiec and Pawel Lichocki (2009) Approximating geometric crossover in semantic space. In GECCO '09: Proceedings of the 11th Annual conference on Genetic and evolutionary computation. Montreal, {8-12 } # jul. (Guenther Raidl and Franz Rothlauf and Giovanni Squillero and Rolf Drechsler and Thomas Stuetzle and Mauro Birattari and Clare Bates Congdon and Martin Middendorf and Christian Blum and Carlos Cotta and Peter Bosman and Joern Grahl and Joshua Knowles and David Corne and Hans-Georg Beyer and Ken Stanley and Julian F. Miller and Jano {van Hemert} and Tom Lenaerts and Marc Ebner and Jaume Bacardit and Michael O'Neill and Massimiliano {Di Penta} and Benjamin Doerr and Thomas Jansen and Riccardo Poli and Enrique Alba, Eds.) ACM, pages 987-994. (URL) (BibTeX)


Krzysztof Krawiec and Bartosz Wieloch (2009) Functional modularity for genetic programming. In GECCO 09: Proceedings of the 11th Annual conference on Genetic and evolutionary computation. Montreal, {8-12 } # jul. (Guenther Raidl and Franz Rothlauf and Giovanni Squillero and Rolf Drechsler and Thomas Stuetzle and Mauro Birattari and Clare Bates Congdon and Martin Middendorf and Christian Blum and Carlos Cotta and Peter Bosman and Joern Grahl and Joshua Knowles and David Corne and Hans-Georg Beyer and Ken Stanley and Julian F. Miller and Jano {van Hemert} and Tom Lenaerts and Marc Ebner and Jaume Bacardit and Michael O'Neill and Massimiliano {Di Penta} and Benjamin Doerr and Thomas Jansen and Riccardo Poli and Enrique Alba, Eds.) ACM, pages 995-1002. (URL) (BibTeX)


Pawe{\l} Gajda and Krzysztof Krawiec (2008) Evolving a Vision-Driven Robot Controller for Real-World Indoor Navigation. In Applications of Evolutionary Computing. (Mario Giacobini and Anthony Brabazon and Stefano Cagnoni and Gianni A. Di Caro and Rolf Drechsler and Anik\'{o} Ek\'{a}rt and Anna Isabel Esparcia-Alc\'{a}zar and Muddassar Farooq and Andreas Fink and Jon McCormack and Michael O'Neill and Juan Romero and Franz Rothlauf and Giovanni Squillero and A. \c{S}ima Uyar and Shengxiang Yang, Eds.) Springer, pages 184-193. (BibTeX)


Krzysztof Krawiec and Przemys{\l}aw Polewski (2008) Potential fitness for genetic programming. In GECCO '08: Proceedings of the 2008 GECCO conference companion on Genetic and evolutionary computation. New York, NY, USA. ACM, pages 2175-2180. (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2008) Multi-task code reuse in genetic programming. In GECCO '08: Proceedings of the 2008 GECCO conference companion on Genetic and evolutionary computation. New York, NY, USA. ACM, pages 2159-2164. (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2008) Winning Ant Wars: Evolving a Human-Competitive Game Strategy Using Fitnessless Selection. In Genetic Programming. (Michael O'Neill and Leonardo Vanneschi and Steven Gustafson and Anna Isabel Esparcia Alc\'{a}zar and Ivanoe De Falco and Antonio Della Cioppa and Ernesto Tarantino, Eds.) Springer, pages 13-24. (BibTeX)


Ja{\'s}kowski, Wojciech, Krawiec, Krzysztof and Wieloch, Bartosz (2008) Fitnessless coevolution. In GECCO '08: Proceedings of the 10th annual conference on Genetic and evolutionary computation. New York, NY, USA. ACM, pages 355-362. (BibTeX)


Krzysztof Krawiec, Daniel Howard and Mengjie Zhang (2007) Overview of Object Detection and Image Analysis by Means of Genetic Programming Techniques. In Proceedings of Frontiers in the Convergence of Bioscience and Information Technologies 2007 (FBIT2007), Jeju, Korea, October 11-13, 2007.. IEEE CS Press, pages 779-784. (URL) (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2007) Evolutionary Learning with Cross-Class Knowledge Reuse for Handwritten Character Recognition. In Proceedings of Planning to Learn Workshop, PlanLearn'07. (Pavel Brazdil and Abraham Bernstain, Eds.) Pages 21 - 30. (URL) (BibTeX)


Rui Li, Bir Bhanu and Krzysztof Krawiec (2007) On the Number of Subpopulations in Coevolutionary Computation: A Database Application. In Genetic and Evolutionary Computation Conference GECCO. (Dirk Thierens, Eds.) Association for Computing Machinery, pages 489-489. (BibTeX)


Rui Li, Bir Bhanu and Krzysztof Krawiec (2007) Hybrid Coevolutionary Algorithms vs. SVM Algorithms. In Genetic and Evolutionary Computation Conference GECCO. (Dirk Thierens, Eds.) Association for Computing Machinery, pages 456-463. (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2007) Learning and Recognition of Hand-Drawn Shapes Using Generative Genetic Programming. In EvoWorkshops 2007. Berlin Heidelberg. (M. Giacobini et al., Eds.) Springer-Verlag, pages 281-290. (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2007) Genetic Programming for Cross-task Knowledge Sharing. In Genetic and Evolutionary Computation Conference GECCO. (Dirk Thierens, Eds.) Association for Computing Machinery, pages 1620-1627. (URL) (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2007) Knowledge Reuse in Genetic Programming applied to Visual Learning. In Genetic and Evolutionary Computation Conference GECCO. (Dirk Thierens, Eds.) Association for Computing Machinery, pages 1790-1797. (URL) (BibTeX)


Wojciech Ja{\'s}kowski, Krzysztof Krawiec and Bartosz Wieloch (2007) Knowledge Reuse for an Ensemble of GP-based Learners. In Evolutionary Computation and Global Optimization 2007. (Jaroslaw Arabas, Eds.) Oficyna Wydawnicza Politechniki Warszawskiej, pages 135 - 142. (URL) (BibTeX)


Krzysztof Krawiec and Ireneusz Wycza{\l}ek (2006) Supervised Road Detection Using Machine Learning Methodology. In Materia{\l}y Og{\'o}lnopolskiego Sympozjum Naukowego Opracowania cyfrowe w Fotogrametrii, Teledetekcji i GIS. Olsztyn. (BibTeX)


Krzysztof Krawiec and Patryk Lijewski (2006) Genetic Graph Programming for Object Detection. In Artificial Intelligence and Soft Computing {ICAISC} 2006, 8th International Conference, Zakopane, Poland, June 25-29, 2006. Proceedings.. Springer-Verlag, pages 804-813. (URL) (BibTeX)


Krzysztof Krawiec (2006) Evolutionary Learning of Primitive-Based Visual Concepts. In Proc. {IEEE} Congress on Evolutionary Computation, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada July 16-21., pages 4451-4458. (URL) (BibTeX)


Krzysztof Krawiec (2006) Genetic Programming for Primitive-based Acquisition of Visual Concepts. In Evolutionary Computation and Global Optimization 2006 Evolutionary Computation and Global Optimization 2006, Murzasichle, Poland, May 31 - June 2, 2006. Proceedings. Warszawa. (Jaroslaw Arabas, Eds.) Oficyna Wydawnicza Politechniki Warszawskiej, pages 211 - 222. (URL) (BibTeX)


Krzysztof Krawiec (2006) Learning High-Level Visual Concepts Using Attributed Primitives and Genetic Programming. In EvoWorkshops 2006. Berlin Heidelberg. (F. R., Eds.) Springer-Verlag, pages 515-519. (URL) (BibTeX)


K. Krawiec and L. W{\l}odarski (2004) Coevolutionary feature construction for transformation of representation. In New Trends in Intelligent Information Processing and Web Mining.. Springer-Verlag, pages 139-150. (BibTeX)


Krzysztof Krawiec, Jerzy Stefanowski and Roman S{\l}owi{\'n}ski (2004) Multiple classifiers for learning from pictorial information. In 7th European Congress on Telepathology, July 8-11, 2004, Poznan, Poland., page 46. (URL) (BibTeX)


K. Krawiec and B. Bhanu (2003) Coevolutionary Computation for Synthesis of Recognition Systems. In Proceedings of Computer Vision and Pattern Recognition Conference, Workshop on Learning in Computer Vision and Pattern Recognition CVPR.. (BibTeX)


K. Krawiec and B. Bhanu (2003) Coevolutionary Feature Learning for Object Recognition. In Machine Learning and Data Mining in Pattern Recognition. Third International Conference. Leipzig, Germany, July 5-7 2003. (P. Perner and A. Rosenfeld, Eds.) Springer-Verlag, pages 224-238. (BibTeX)


K. Krawiec and B. Bhanu (2003) Coevolution and Linear Genetic Programming for Visual Learning. In Genetic and Evolutionary Computation. Chicago, {IL}, July 12-16. (E. Cant{\'u}-Paz and and others, Eds.) Springer-Verlag, pages 332-343. (BibTeX)


K. Krawiec and B. Bhanu (2003) Visual Learning by Evolutionary Feature Synthesis. In Proceedings of the Twentieth International Conference on Machine Learning ({ICML} 2003). Menlo Park, CA. (T. Fawcett and N. Mishra, Eds.) {AAAI} Press, pages 376-383. (BibTeX)


B. Bhanu and K. Krawiec (2003) Coevolving Feature Extraction Agents for Target Recognition in SAR Images. In Algorithms for Synthetic Aperture Radar Imagery X. (E.G. Zelnio and F.D. Garber, Eds.) Pages 275-283. (BibTeX)


B. Bhanu and K. Krawiec (2002) Coevolutionary Construction of Features for Transformation of Representation in Machine Learning. In Proc. Bird of a Feather Workshops, Genetic and Evolutionary Computation Conference. New York. (Barry, A.M., Eds.) {AAAI} Press, pages 249-254. (BibTeX)


Krzysztof Krawiec (2001) Pairwise Comparison of Hypotheses in Evolutionary Learning. In Machine Learning. Proceedings of the Eighteenth International Conference (ICML 2001).. Morgan Kaufmann Publishers, pages 266-273. (BibTeX)


K. Krawiec (2001) Genetic programming using partial order of solutions for pattern recognition tasks. In Proc. {{II}} National Conference 'Computer Recognition Systems'., pages 427-433. (BibTeX)


K. Krawiec (2001) On the Use of Pairwise Comparison of Hypotheses in Evolutionary Learning Applied to Learning from Visual Examples. In Machine Learning and Data Mining in Pattern Recognition. Berlin. (P. Perner, Eds.) Springer-Verlag, pages 307-321. (BibTeX)


Krzysztof Krawiec (2001) Pairwise comparison of hypotheses in evolutionary learning. In Proc. Eighteenth International Conference on Machine Learning. San Francisco. (C.E. Brodley and A. Pohoreckyj-Danyluk, Eds.) Morgan Kaufmann, pages 266-273. (BibTeX)


K. Krawiec (2001) Genetic Programming with Local Improvement for Visual Learning from Examples. In Computer Analysis of Images and Patterns. Berlin. (W. Skarbek, Eds.) Springer-Verlag, pages 209-216. (BibTeX)


Maciej Faifer, Cezary Janikow and Krzysztof Krawiec (1999) Extracting fuzzy symbolic representation from artificial neural networks. In Proc. 18$^{th}$ International Conference of the North American Fuzzy Information Processing Society. New York, pages 600-604. (BibTeX)


J. Jelonek, K. Krawiec and J. Stefanowski (1998) Comparative study of feature subset selection techniques for machine learning tasks. In Proc. {{VII}} International Symposium Intelligent Information Systems. Zakopane, pages 68-77. (BibTeX)


K. Krawiec and R. S{\l}owi{\'n}ski (1997) Learning Discriminating Descriptions from Images. In Proc. {{VI}} International Symposium Intelligent Information Systems., pages 118-127. (BibTeX)


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