Marcin Czajkowski

Izabela Justyna Kartowicz-Stolarska

Future Gener. Comput. Syst., 2024

Relative Relation in KNN Classification for Gene Expression Data. A Preliminary Study.

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[DOI]

Proceedings of the Harnessing Opportunities: Reshaping ISD in the post-COVID-19 and Generative AI Era (ISD2024 Proceedings), 2024

2023

Steering the interpretability of decision trees using lasso regression - an evolutionary perspective.

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[DOI]

Inf. Sci., August, 2023

Hierarchical Relative Expression Analysis in Multi-omics Data Classification.

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[DOI]

Proceedings of the Computational Science - ICCS 2023, 2023

From Random Forest to an interpretable decision tree - An evolutionary approach.

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[DOI]

Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

2022

GPU-based acceleration of evolutionary induction of model trees.

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[DOI]

Appl. Soft Comput., 2022

Compact In-Memory Representation of Decision Trees in GPU-Accelerated Evolutionary Induction.

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[DOI]

Proceedings of the Parallel Processing and Applied Mathematics, 2022

2021

Fitness evaluation reuse for accelerating GPU-based evolutionary induction of decision trees.

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[DOI]

Int. J. High Perform. Comput. Appl., 2021

Multi-GPU approach to global induction of classification trees for large-scale data mining.

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[DOI]

Appl. Intell., 2021

Understanding evolutionary induction of decision trees: a multi-tree repository approach.

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[DOI]

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Accelerated evolutionary induction of heterogeneous decision trees for gene expression-based classification.

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[DOI]

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

2020

Generic Relative Relations in Hierarchical Gene Expression Data Classification.

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[DOI]

Proceedings of the Parallel Problem Solving from Nature - PPSN XVI, 2020

Tree Based Advanced Relative Expression Analysis.

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[DOI]

Proceedings of the Computational Science - ICCS 2020, 2020

2019

A multi-objective evolutionary approach to Pareto-optimal model trees.

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[DOI]

Soft Comput., 2019

Decision tree underfitting in mining of gene expression data. An evolutionary multi-test tree approach.

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[DOI]

Expert Syst. Appl., 2019

Accelerating GPU-based Evolutionary Induction of Decision Trees - Fitness Evaluation Reuse.

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[DOI]

Proceedings of the Parallel Processing and Applied Mathematics, 2019

Relative Expression Classification Tree. A Preliminary GPU-Based Implementation.

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[DOI]

Proceedings of the Parallel Processing and Applied Mathematics, 2019

Multi-GPU approach for big data mining: global induction of decision trees.

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[DOI]

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019

Relative evolutionary hierarchical analysis for gene expression data classification.

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[DOI]

Proceedings of the Genetic and Evolutionary Computation Conference, 2019

2017

Evolutionary induction of a decision tree for large-scale data: a GPU-based approach.

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[DOI]

Soft Comput., 2017

GPU-Accelerated Evolutionary Induction of Regression Trees.

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[DOI]

Proceedings of the Theory and Practice of Natural Computing - 6th International Conference, 2017

2016

TIGER: an evolutionary search for Top Inter-GEne Relations.

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[DOI]

Anna Czajkowska

Int. J. Data Min. Bioinform., 2016

The role of decision tree representation in regression problems - An evolutionary perspective.

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[DOI]

Appl. Soft Comput., 2016

A Multi-objective Evolutionary Approach to Pareto Optimal Model Trees. A Preliminary Study.

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[DOI]

Proceedings of the Theory and Practice of Natural Computing - 5th International Conference, 2016

Hybrid Parallelization of Evolutionary Model Tree Induction.

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[DOI]

Proceedings of the Artificial Intelligence and Soft Computing, 2016

2015

Cost-sensitive Global Model Trees applied to loan charge-off forecasting.

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[DOI]

Monika Czerwonka

Decis. Support Syst., 2015

A Parallel Approach for Evolutionary Induced Decision Trees. MPI+OpenMP Implementation.

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[DOI]

Proceedings of the Artificial Intelligence and Soft Computing, 2015

2014

Evolutionary induction of global model trees with specialized operators and memetic extensions.

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[DOI]

Inf. Sci., 2014

Multi-test decision tree and its application to microarray data classification.

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[DOI]

Marek Grzes

Artif. Intell. Medicine, 2014

2013

An evolutionary algorithm for global induction of regression and model trees.

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[DOI]

Int. J. Data Min. Model. Manag., 2013

Cost-Sensitive Extensions for Global Model Trees: Application in Loan Charge-Off Forecasting.

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[DOI]

Monika Czerwonka

Proceedings of the Advances in Systems Science, 2013

Global Induction of Oblique Model Trees: An Evolutionary Approach.

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[DOI]

Proceedings of the Artificial Intelligence and Soft Computing, 2013

Global Top-Scoring Pair Decision Tree for Gene Expression Data Analysis.

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[DOI]

Proceedings of the Genetic Programming - 16th European Conference, 2013

2012

Does Memetic Approach Improve Global Induction of Regression and Model Trees?

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[DOI]

Proceedings of the Swarm and Evolutionary Computation, 2012

2011

An Evolutionary Algorithm for Global Induction of Regression Trees with Multivariate Linear Models.

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[DOI]

Proceedings of the Foundations of Intelligent Systems - 19th International Symposium, 2011

Multi-Test Decision Trees for Gene Expression Data Analysis.

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[DOI]

Marek Grzes

Proceedings of the Security and Intelligent Information Systems, 2011

2010

Globally Induced Model Trees: An Evolutionary Approach.

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[DOI]

Proceedings of the Parallel Problem Solving from Nature, 2010

An Evolutionary Algorithm for Global Induction of Regression Trees.

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[DOI]

Proceedings of the Artifical Intelligence and Soft Computing, 2010

2008

Novel Extension of k-TSP Algorithm for Microarray Classification.

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[DOI]