List of publications


2016

  • Czajkowski M., Kretowski M.: A Multi-Objective Evolutionary Approach to Pareto Optimal Model Trees. A Preliminary Study, TPNC'16. Lecture Notes in Computer Science, Springer, vol. 10071: 85-96. (tpnc2016.pdf)
  • Jurczuk K., Czajkowski M., Kretowski M.: Evolutionary Induction of a Decision Tree for Large Scale Data. A GPU-based Approach, Soft Computing, Springer, DOI 10.1007/s00500-016-2280-1 (accepted SC.pdf)
  • Czajkowski M., Czajkowska A., Kretowski M.: TIGER: an evolutionary search for Top Inter-GEne Relations, International Journal of Data Mining and Bioinformatics, vol. 16: 170-185. (IJDMB.pdf)
  • Czajkowski M., Kretowski M.: The Role of Decision Tree Representation in Regression Problems - an Evolutionary Perspective, Applied Soft Computing, Elsevier, vol. 48: 458-475. (ASC.pdf)
  • Czajkowski M., Jurczuk K., Kretowski M.: Hybrid Parallelization of Evolutionary Model Tree Induction, ICAISC'16. Lecture Notes in Artificial Intelligence, Springer, vol. 9692: 370-379. (ICAISC.pdf)

2015

  • Czajkowski M., Czerwonka M., Kretowski M.: Cost-sensitive global model trees applied in loan charge-off forecasting, Decision Support Systems, Elsevier, vol. 74: 57-66. (DSS.pdf)
  • Czajkowski M., Jurczuk K., Kretowski M.: A Parallel Approach for Evolutionary Induced Decision Trees. MPI+OpenMP Implementation, ICAISC'15, Lecture Notes in Artificial Intelligence, Springer, vol. 9119: 340-349. (ICAISC.pdf)

2014

  • Czajkowski M., Kretowski M.: Evolutionary Induction of Global Model Trees with Specialized Operators and Memetic Extensions, Information Sciences, Elsevier, vol. 288: 153-173. (IS.pdf)
  • Czajkowski M., Grześ M., Kretowski M.: Multi-test decision tree and its application to microarray data classification, Artificial Intelligence in Medicine, Elsevier, vol. 61(1): 35-44. (AIIM.pdf)
  • Kretowski M.,Czajkowski M.: Global Induction of Classification and Regression Trees, Encyclopedia of Business Analytics and Optimization, 1st Edition, 1080-1089.
  • Czajkowski M., Kretowski M.: Evolutionary Approach for Relative Gene Expression Algorithms, The Scientific World Journal, Hindawi, 2014:593503. (TSWJ.pdf)
  • Czajkowski M., Czerwonka M., Kretowski M.: Cost-Sensitive Extensions for Global Model Trees. Application in Loan Charge-Off Forecasting, ICSS'13. Advances in Intelligent Systems and Computing, Springer, vol. 400: 315-324. (ICSS.pdf)

2013

  • Czajkowski M., Kretowski M.: An Evolutionary Algorithm for Global Induction of Regression and Model Trees, International Journal of Data Mining, Modelling and Management, vol. 5(3): 261-276. (IJDMMM.pdf)
  • Czajkowski M., Kretowski M.: Global Induction of Oblique Model Trees: An Evolutionary Approach, ICAISC'13. Lecture Notes in Artificial Intelligence, Springer, vol. 7895: 1-11. (ICAISC.pdf)
  • Czajkowski M., Kretowski M.: Global Top-Scoring Pair Decision Tree for Gene Expression Data Analysis, EuroGP'13. Lecture Notes in Computer Science, Springer, vol. 7831: 229-240. (EuroGP.pdf)

2012

  • Czajkowski M., Kretowski M.: Does Memetic Approach Improve Global Induction of Regression and Model Trees?, Swarm and Evolutionary Computation, ICAISC'12. Lecture Notes in Computer Science, Springer, vol. 7269: 174-181. (ICAISC.pdf)
  • Czajkowski M., Grześ M., Kretowski M.: Multi-Test Decision Trees for Gene Expression Data Analysis, S&IIS'11. Lecture Notes in Computer Science, Springer, vol. 7053: 154-167. (SIIS.pdf)

2011

  • Czajkowski M., Kretowski M.: An Evolutionary Algorithm for Global Induction of Regression Trees with Multivariate Linear Models, ISMIS'11. Lecture Notes in Artificial Intelligence, Springer, vol. 6804: 230-239.(ISMIS.pdf)
  • Czajkowski M., Kretowski M.: Top Scoring Pair Decision Tree for Gene Expression Data Analysis, In: Arabnia H., Tran Q. (Eds.) Software Tools and Algorithms for Biological Systems, Advances in Experimental Medicine and Biology, Springer, vol. 696: 27-35. (AEMB.pdf)

2008-2010

  • Czajkowski M., Kretowski M.: Globally Induced Model Trees: An Evolutionary Approach, PPSN XI. Lecture Notes in Computer Science, Springer, vol. 6238: 324-333. (PPSN.pdf)
  • Kretowski M.,Czajkowski M.: An Evolutionary Algorithm for Global Induction of Regression Trees, ICAISC'10.Lecture Notes in Artificial Intelligence, Springer, vol. 6114: 157-164. (ICAISC.pdf)
  • Czajkowski M., Kretowski M.: An extension of TSP-family algorithms for microarray classification, Advances in Computer Science Research, vol. 4: 31-45. (ZNPB.pdf)
  • Czajkowski M., Kretowski M.: Novel extension of k-TSP algorithm for micro-array classification, IEA-AIE'08. Lecture Notes in Artificial Intelligence, Springer, vol. 5027: 456-465. (IEAAIE.pdf)