Search Results - "Jedrzejowicz, Piotr"

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  1. 1

    An approach for mining imbalanced datasets combining specialized oversampling and undersampling methods by Jedrzejowicz, Joanna, Jedrzejowicz, Piotr

    Published in IEEE access (01-01-2023)
    “…The paper proposes an approach for mining imbalanced datasets combining specialized oversampling and undersampling methods. The oversampling part produces a…”
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    Journal Article
  2. 2

    A Multisize no Migration Island-Based Differential Evolution Algorithm With Removal of Ineffective Islands by Skakovski, Aleksander, Jedrzejowicz, Piotr

    Published in IEEE access (2022)
    “…The paper is a continuation of our previous research where a novel concept of multisize island model was proposed. Such multisize approach facilitates the…”
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  3. 3

    Supervised Classification Problems-Taxonomy of Dimensions and Notation for Problems Identification by Czarnowski, Ireneusz, Jedrzejowicz, Piotr

    Published in IEEE access (2021)
    “…The paper proposes a taxonomy for categorizing the main features of the supervised learning classification problems and a notation for the identification of…”
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  4. 4

    Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction by Jedrzejowicz, Joanna, Jędrzejowicz, Piotr

    Published in Complexity (New York, N.Y.) (01-01-2018)
    “…The paper proposes an incremental Gene Expression Programming classifier. Its main features include using two-level ensemble consisting of base classifiers in…”
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  5. 5

    Parallelized Swarm Intelligence Approach for Solving TSP and JSSP Problems by Jedrzejowicz, Piotr, Wierzbowska, Izabela

    Published in Algorithms (01-06-2020)
    “…One of the possible approaches to solving difficult optimization problems is applying population-based metaheuristics. Among such metaheuristics, there is a…”
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  6. 6

    Designing RBFNs Structure Using Similarity-Based and Kernel-Based Fuzzy C-Means Clustering Algorithms by Czarnowski, Ireneusz, Jedrzejowicz, Joanna, Jedrzejowicz, Piotr

    Published in IEEE access (01-01-2021)
    “…The RBF networks belong to a set of artificial neural network architectures. RBF networks have been successfully applied for solving various data mining tasks…”
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  7. 7

    An island-based differential evolution algorithm with the multi-size populations by Skakovski, Aleksander, Jędrzejowicz, Piotr

    Published in Expert systems with applications (15-07-2019)
    “…•Differential evolution on islands of different sizes improves fitness dynamics.•Concept of multi-size island model facilitates the design of distributed…”
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  8. 8

    GEP-based classifier for mining imbalanced data by Jedrzejowicz, Joanna, Jedrzejowicz, Piotr

    Published in Expert systems with applications (01-02-2021)
    “…The paper proposes an incremental Gene Expression Programming classifier for mining imbalanced datasets. Imbalanced datasets are commonly encountered in…”
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    Journal Article
  9. 9

    An Approach to Data Reduction for Learning from Big Datasets: Integrating Stacking, Rotation, and Agent Population Learning Techniques by Czarnowski, Ireneusz, Jędrzejowicz, Piotr

    Published in Complexity (New York, N.Y.) (01-01-2018)
    “…In the paper, several data reduction techniques for machine learning from big datasets are discussed and evaluated. The discussed approach focuses on combining…”
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    Journal Article
  10. 10

    Distance-based online classifiers by Jedrzejowicz, Joanna, Jedrzejowiczb, Piotr

    Published in Expert systems with applications (30-10-2016)
    “…•Proposing the online distance-based classifier with fuzzy C-means clustering.•Evaluating different strategies for online updating training dataset.•Adopting…”
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    Journal Article
  11. 11

    A-Team Solving Distributed Resource-Constrained Multi-Project Scheduling Problem by Jędrzejowicz, Piotr, Ratajczak-Ropel, Ewa

    Published in Vietnam journal of computer science (01-11-2019)
    “…In this paper, a multi-agent system (MAS) based on the A-Team concept is proposed to solve the Distributed Resource-Constrained Multi-Project Scheduling…”
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  12. 12
  13. 13

    GEP‐based classifiers with d rift‐detection by Jedrzejowicz, Joanna, Jedrzejowicz, Piotr

    Published in Expert systems (01-11-2021)
    “…Abstract In the paper, we propose two gene expression programming (GEP)‐based ensemble classifiers with different drift detection mechanisms. In the related…”
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    Journal Article
  14. 14

    GEP‐based classifiers with drift‐detection by Jedrzejowicz, Joanna, Jedrzejowicz, Piotr

    Published in Expert systems (01-11-2021)
    “…In the paper, we propose two gene expression programming (GEP)‐based ensemble classifiers with different drift detection mechanisms. In the related work…”
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  15. 15
  16. 16

    Ensemble Online Classifier Based on the One-Class Base Classifiers for Mining Data Streams by Czarnowski, Ireneusz, Jędrzejowicz, Piotr

    Published in Cybernetics and systems (17-02-2015)
    “…The problem addressed in this study concerns mining data streams with concept drift. The goal of the article is to propose and validate a new approach to…”
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  17. 17

    Implementing Gene Expression Programming in the Parallel Environment for Big Datasets’ Classification by Jȩdrzejowicz, Joanna, Jȩdrzejowicz, Piotr, Wierzbowska, Izabela

    Published in Vietnam journal of computer science (01-05-2019)
    “…The paper investigates a Gene Expression Programming (GEP)-based ensemble classifier constructed using the stacked generalization concept. The classifier has…”
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  18. 18

    Agent-Based RBF Network Classifier with Feature Selection in a Kernel Space by Czarnowski, Ireneusz, Jędrzejowicz, Piotr

    Published in Cybernetics and systems (02-01-2016)
    “…The article addresses the problem of feature selection in a kernel space and proposes the approach to selecting the most informative features for…”
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  19. 19

    Learning Climate Perceptions as a Determinant of Employability: An Empirical Study Among European ICT Professionals by Van der Heijde, Claudia M, Van der Heijden, Beatrice I J M, Scholarios, Dora, Bozionelos, Nikos, Mikkelsen, Aslaug, Epitropaki, Olga, Marzec, Izabela, Jędrzejowicz, Piotr, Looise, Jan C

    Published in Frontiers in psychology (20-12-2018)
    “…This study investigated the role of age in the relationship between perceptions of learning climate and self- and supervisor-rated employability among European…”
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  20. 20

    Designing RBF Networks Using the Agent-Based Population Learning Algorithm by Czarnowski, Ireneusz, Jȩdrzejowicz, Piotr

    Published in New generation computing (01-08-2014)
    “…Radial Basis Function Neural Networks (RBFNs) are nowadays quite popular due to their ability to discover and approximate complex nonlinear dependencies within…”
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