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ORCIDMarcin Czajkowski
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2020 – today
- 2024
[j14]Krzysztof Jurczuk
, Marcin Czajkowski, Marek Kretowski:
Adaptive in-memory representation of decision trees for GPU-accelerated evolutionary induction. Future Gener. Comput. Syst. 153: 419-430 (2024)- [c25]Izabela Justyna Kartowicz-Stolarska, Marcin Czajkowski:
Relative Relation in KNN Classification for Gene Expression Data. A Preliminary Study. ISD 2024 - 2023
- [j13]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Steering the interpretability of decision trees using lasso regression - an evolutionary perspective. Inf. Sci. 638: 118944 (2023) - [c24]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
From Random Forest to an interpretable decision tree - An evolutionary approach. GECCO Companion 2023: 291-294 - [c23]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Hierarchical Relative Expression Analysis in Multi-omics Data Classification. ICCS (2) 2023: 722-729 - 2022
- [j12]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
GPU-based acceleration of evolutionary induction of model trees. Appl. Soft Comput. 119: 108503 (2022) - [c22]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Compact In-Memory Representation of Decision Trees in GPU-Accelerated Evolutionary Induction. PPAM (1) 2022: 126-138 - 2021
- [j11]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Multi-GPU approach to global induction of classification trees for large-scale data mining. Appl. Intell. 51(8): 5683-5700 (2021) - [j10]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Fitness evaluation reuse for accelerating GPU-based evolutionary induction of decision trees. Int. J. High Perform. Comput. Appl. 35(1) (2021) - [c21]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Understanding evolutionary induction of decision trees: a multi-tree repository approach. GECCO Companion 2021: 155-156 - [c20]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Accelerated evolutionary induction of heterogeneous decision trees for gene expression-based classification. GECCO 2021: 946-954 - 2020
- [c19]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Tree Based Advanced Relative Expression Analysis. ICCS (3) 2020: 496-510 - [c18]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Generic Relative Relations in Hierarchical Gene Expression Data Classification. PPSN (2) 2020: 372-384
2010 – 2019
- 2019
- [j9]Marcin Czajkowski, Marek Kretowski:
Decision tree underfitting in mining of gene expression data. An evolutionary multi-test tree approach. Expert Syst. Appl. 137: 392-404 (2019) - [j8]Marcin Czajkowski, Marek Kretowski:
A multi-objective evolutionary approach to Pareto-optimal model trees. Soft Comput. 23(5): 1423-1437 (2019) - [c17]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Multi-GPU approach for big data mining: global induction of decision trees. GECCO (Companion) 2019: 175-176 - [c16]Marcin Czajkowski, Marek Kretowski:
Relative evolutionary hierarchical analysis for gene expression data classification. GECCO 2019: 1156-1164 - [c15]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Relative Expression Classification Tree. A Preliminary GPU-Based Implementation. PPAM (1) 2019: 359-369 - [c14]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Accelerating GPU-based Evolutionary Induction of Decision Trees - Fitness Evaluation Reuse. PPAM (1) 2019: 421-431 - 2017
- [j7]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
Evolutionary induction of a decision tree for large-scale data: a GPU-based approach. Soft Comput. 21(24): 7363-7379 (2017) - [c13]Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski:
GPU-Accelerated Evolutionary Induction of Regression Trees. TPNC 2017: 87-99 - 2016
- [j6]Marcin Czajkowski, Marek Kretowski:
The role of decision tree representation in regression problems - An evolutionary perspective. Appl. Soft Comput. 48: 458-475 (2016) - [j5]Marcin Czajkowski, Anna Czajkowska, Marek Kretowski:
TIGER: an evolutionary search for Top Inter-GEne Relations. Int. J. Data Min. Bioinform. 16(2): 170-182 (2016) - [c12]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
Hybrid Parallelization of Evolutionary Model Tree Induction. ICAISC (1) 2016: 370-379 - [c11]Marcin Czajkowski, Marek Kretowski:
A Multi-objective Evolutionary Approach to Pareto Optimal Model Trees. A Preliminary Study. TPNC 2016: 85-96 - 2015
- [j4]Marcin Czajkowski, Monika Czerwonka, Marek Kretowski:
Cost-sensitive Global Model Trees applied to loan charge-off forecasting. Decis. Support Syst. 74: 57-66 (2015) - [c10]Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski:
A Parallel Approach for Evolutionary Induced Decision Trees. MPI+OpenMP Implementation. ICAISC (1) 2015: 340-349 - 2014
- [j3]Marcin Czajkowski, Marek Grzes, Marek Kretowski:
Multi-test decision tree and its application to microarray data classification. Artif. Intell. Medicine 61(1): 35-44 (2014) - [j2]Marcin Czajkowski, Marek Kretowski:
Evolutionary induction of global model trees with specialized operators and memetic extensions. Inf. Sci. 288: 153-173 (2014) - 2013
- [j1]Marcin Czajkowski, Marek Kretowski:
An evolutionary algorithm for global induction of regression and model trees. Int. J. Data Min. Model. Manag. 5(3): 261-276 (2013) - [c9]Marcin Czajkowski, Marek Kretowski:
Global Top-Scoring Pair Decision Tree for Gene Expression Data Analysis. EuroGP 2013: 229-240 - [c8]Marcin Czajkowski, Marek Kretowski:
Global Induction of Oblique Model Trees: An Evolutionary Approach. ICAISC (2) 2013: 1-11 - [c7]Marcin Czajkowski, Monika Czerwonka, Marek Kretowski:
Cost-Sensitive Extensions for Global Model Trees: Application in Loan Charge-Off Forecasting. ICSS 2013: 315-324 - 2012
- [c6]Marcin Czajkowski, Marek Kretowski:
Does Memetic Approach Improve Global Induction of Regression and Model Trees? ICAISC (SIDE-EC) 2012: 174-181 - 2011
- [c5]Marcin Czajkowski, Marek Grzes, Marek Kretowski:
Multi-Test Decision Trees for Gene Expression Data Analysis. SIIS 2011: 154-167 - [c4]Marcin Czajkowski, Marek Kretowski:
An Evolutionary Algorithm for Global Induction of Regression Trees with Multivariate Linear Models. ISMIS 2011: 230-239 - 2010
- [c3]Marek Kretowski, Marcin Czajkowski:
An Evolutionary Algorithm for Global Induction of Regression Trees. ICAISC (2) 2010: 157-164 - [c2]Marcin Czajkowski, Marek Kretowski:
Globally Induced Model Trees: An Evolutionary Approach. PPSN (1) 2010: 324-333
2000 – 2009
- 2008
- [c1]Marcin Czajkowski, Marek Kretowski:
Novel Extension of k-TSP Algorithm for Microarray Classification. IEA/AIE 2008: 456-465
Coauthor Index
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