Marcin Czajkowski

42 papers A 2B 1C 2Journal 16Unranked 21
YearRankTypeTitle / Venue / Authors
2025 J jnl
Enhancing multi-omics data classification with relative expression analysis and decision trees.
J. Comput. Sci.
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2025 J jnl
Enhancing transparency of omics data analysis with the Evolutionary Multi-Test Tree and Relative Expression.
Expert Syst. Appl.
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2024 J jnl
Adaptive in-memory representation of decision trees for GPU-accelerated evolutionary induction.
Future Gener. Comput. Syst.
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2024 — conf
Improved GPU Memory Management in Evolutionary Decision Tree Induction for Large-Scale Data.
PPAM (1)
Krzysztof Jurczuk, Daniel Reska, Marcin Czajkowski, Marek Kretowski
2024 — conf
Relative Relation in KNN Classification for Gene Expression Data. A Preliminary Study.
ISD
Izabela Justyna Kartowicz-Stolarska, Marcin Czajkowski
2023 — conf
From Random Forest to an interpretable decision tree - An evolutionary approach.
GECCO Companion
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2023 — conf
Hierarchical Relative Expression Analysis in Multi-omics Data Classification.
ICCS (2)
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2023 J jnl
Steering the interpretability of decision trees using lasso regression - an evolutionary perspective.
Inf. Sci.
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2022 — conf
Compact In-Memory Representation of Decision Trees in GPU-Accelerated Evolutionary Induction.
PPAM (1)
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2022 J jnl
GPU-based acceleration of evolutionary induction of model trees.
Appl. Soft Comput.
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2021 A conf
Accelerated evolutionary induction of heterogeneous decision trees for gene expression-based classification.
GECCO
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2021 J jnl
Fitness evaluation reuse for accelerating GPU-based evolutionary induction of decision trees.
Int. J. High Perform. Comput. Appl.
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2021 J jnl
Multi-GPU approach to global induction of classification trees for large-scale data mining.
Appl. Intell.
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2021 — conf
Understanding evolutionary induction of decision trees: a multi-tree repository approach.
GECCO Companion
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2020 — conf
Generic Relative Relations in Hierarchical Gene Expression Data Classification.
PPSN (2)
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2020 — conf
Tree Based Advanced Relative Expression Analysis.
ICCS (3)
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2019 J jnl
A multi-objective evolutionary approach to Pareto-optimal model trees.
Soft Comput.
Marcin Czajkowski, Marek Kretowski
2019 — conf
Accelerating GPU-based Evolutionary Induction of Decision Trees - Fitness Evaluation Reuse.
PPAM (1)
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2019 J jnl
Decision tree underfitting in mining of gene expression data. An evolutionary multi-test tree approach.
Expert Syst. Appl.
Marcin Czajkowski, Marek Kretowski
2019 — conf
Multi-GPU approach for big data mining: global induction of decision trees.
GECCO (Companion)
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2019 — conf
Relative Expression Classification Tree. A Preliminary GPU-Based Implementation.
PPAM (1)
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2019 A conf
Relative evolutionary hierarchical analysis for gene expression data classification.
GECCO
Marcin Czajkowski, Marek Kretowski
2017 J jnl
Evolutionary induction of a decision tree for large-scale data: a GPU-based approach.
Soft Comput.
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2017 — conf
GPU-Accelerated Evolutionary Induction of Regression Trees.
TPNC
Krzysztof Jurczuk, Marcin Czajkowski, Marek Kretowski
2016 — conf
A Multi-objective Evolutionary Approach to Pareto Optimal Model Trees. A Preliminary Study.
TPNC
Marcin Czajkowski, Marek Kretowski
2016 — conf
Hybrid Parallelization of Evolutionary Model Tree Induction.
ICAISC (1)
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2016 J jnl
TIGER: an evolutionary search for Top Inter-GEne Relations.
Int. J. Data Min. Bioinform.
Marcin Czajkowski, Anna Czajkowska, Marek Kretowski
2016 J jnl
The role of decision tree representation in regression problems - An evolutionary perspective.
Appl. Soft Comput.
Marcin Czajkowski, Marek Kretowski
2015 — conf
A Parallel Approach for Evolutionary Induced Decision Trees. MPI+OpenMP Implementation.
ICAISC (1)
Marcin Czajkowski, Krzysztof Jurczuk, Marek Kretowski
2015 J jnl
Cost-sensitive Global Model Trees applied to loan charge-off forecasting.
Decis. Support Syst.
Marcin Czajkowski, Monika Czerwonka, Marek Kretowski
2014 J jnl
Evolutionary induction of global model trees with specialized operators and memetic extensions.
Inf. Sci.
Marcin Czajkowski, Marek Kretowski
2014 J jnl
Multi-test decision tree and its application to microarray data classification.
Artif. Intell. Medicine
Marcin Czajkowski, Marek Grzes, Marek Kretowski
2013 J jnl
An evolutionary algorithm for global induction of regression and model trees.
Int. J. Data Min. Model. Manag.
Marcin Czajkowski, Marek Kretowski
2013 — conf
Cost-Sensitive Extensions for Global Model Trees: Application in Loan Charge-Off Forecasting.
ICSS
Marcin Czajkowski, Monika Czerwonka, Marek Kretowski
2013 — conf
Global Induction of Oblique Model Trees: An Evolutionary Approach.
ICAISC (2)
Marcin Czajkowski, Marek Kretowski
2013 B conf
Global Top-Scoring Pair Decision Tree for Gene Expression Data Analysis.
EuroGP
Marcin Czajkowski, Marek Kretowski
2012 — conf
Does Memetic Approach Improve Global Induction of Regression and Model Trees?
ICAISC (SIDE-EC)
Marcin Czajkowski, Marek Kretowski
2011 C conf
An Evolutionary Algorithm for Global Induction of Regression Trees with Multivariate Linear Models.
ISMIS
Marcin Czajkowski, Marek Kretowski
2011 — conf
Multi-Test Decision Trees for Gene Expression Data Analysis.
SIIS
Marcin Czajkowski, Marek Grzes, Marek Kretowski
2010 — conf
An Evolutionary Algorithm for Global Induction of Regression Trees.
ICAISC (2)
Marek Kretowski, Marcin Czajkowski
2010 — conf
Globally Induced Model Trees: An Evolutionary Approach.
PPSN (1)
Marcin Czajkowski, Marek Kretowski
2008 C conf
Novel Extension of k-TSP Algorithm for Microarray Classification.
IEA/AIE
Marcin Czajkowski, Marek Kretowski