Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

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The rejection issue in pattern recognition: concepts, methods, analyses

2012/07/B/ST6/01501

Keywords:

pattern recognition classification rejection distance-based calssifiers statistical classifiers syntactical classification

Descriptors:

  • ST6_10: Web and information systems, database systems, internet technologies, including information retrieval and digital libraries
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Instytut Badań Systemowych PAN

woj. mazowieckie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Witold Pedrycz 

Number of co-investigators in the project: 6

Call: OPUS 4 - announced on 2012-09-15

Amount awarded: 498 755 PLN

Project start date (Y-m-d): 2013-07-16

Project end date (Y-m-d): 2017-07-15

Project duration:: 48 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (3)
  • Articles in post-conference publications (12)
  • Book publications / chapters in book publications (8)
  1. Unsupervised Mode of Rejection of Foreign Patterns
    Authors:
    Wladyslaw Homenda, and Agnieszka Jastrzebska, and Witold Pedrycz
    Academic press:
    Applied Soft Computing (rok: 2017, tom: 57, strony: 615–626), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.asoc.2017.04.036 - link to the publication
  2. Combining Classifiers for Foreign Patterns Rejection
    Authors:
    Władysław Homenda, and Agnieszka Jastrzebska
    Academic press:
    Advances in Data Analysis and Classification (rok: 2019, tom: brak, strony: 28 stron manuskryptu), Wydawca: Springer
    Status:
    Submitted
  3. Practical Web Spam Lifelong Machine Learning System with Automatic Adjustment to Current Lifecycle Phase
    Authors:
    Marcin Luckner
    Academic press:
    Security and Communication Networks (rok: 2019, tom: 2019, strony: 45307), Wydawca: Hindawi
    Status:
    Published
    DOI:
    10.1155/2019/6587020. - link to the publication
  1. Clustering as a Tool of Reinforced Rejecting in Pattern Recognition Problem
    Authors:
    Jakub Ciecierski, Bartlomiej Dybisz, Wladyslaw Homenda and Agnieszka Jastrzebska
    Conference:
    the 13th International Conference of Numerical Analysis and Applied Mathematics, ICNAAM 2015 (rok: 2016, ), Wydawca: the American Institute of Physics (AIP) Publishing
    Data:
    konferencja 23-29 September 2015
    Status:
    Published
  2. Pattern Recognition with Rejection: Application to Handwritten Digits
    Authors:
    Wladyslaw Homenda and Marcin Luckner
    Conference:
    the 4th World Congress on Information and Communication Technologies (WICT 2014) (rok: 2014, ), Wydawca: IEEE Catalog Number: CFP1468R-ART
    Data:
    konferencja December 08-11, 2014
    Status:
    Published
  3. Classification with a Limited Space of Features: Improving Quality by Rejecting Misclassifications
    Authors:
    Wladyslaw Homenda, Agnieszka Jastrzebska, Witold Pedrycz and Radoslaw Piliszek
    Conference:
    the 4th World Congress on Information and Communication Technologies (WICT 2014) (rok: 2014, ), Wydawca: IEEE Catalog Number: CFP1468R-ART
    Data:
    konferencja December 08-11, 2014
    Status:
    Published
  4. Classification with rejection: concepts and formal evaluations
    Authors:
    Wladyslaw Homenda, Marcin Luckner and Witold Pedrycz
    Conference:
    KICSS'2013, the 8th Conference on Knowledge, Information and Creativity Support Systems, Kraków (rok: 2013, ), Wydawca: © Progress & Business Publishers
    Data:
    konferencja November 7-9, 2013
    Status:
    Published
  5. Rejecting Foreign Elements in Pattern Recognition Problem: Reinforced Training of Rejection Level
    Authors:
    Wladyslaw Homenda, Agnieszka Jastrzebska and Witold Pedrycz
    Conference:
    the ICAART 2014, 7th International Conference on Agents and Artificial Intelligence (rok: 2015, ), Wydawca: SciTePress – Science and Technology Publications
    Data:
    konferencja January 10 - 12, 2015
    Status:
    Published
  6. A Practical Study on Feature Selection Methods in Pattern Recognition
    Authors:
    Władysław Homenda, Agnieszka Jastrzębska
    Conference:
    IIAI International Congress on Advanced Applied Informatics 2017, IIAI AAI 2017 (rok: 2017, ), Wydawca: IIAI CPS (IIAI Conference Publishing Services)
    Data:
    konferencja 9 - 13 July 2017
    Status:
    Published
  7. Foreign Patterns Rejection using Clustering and Classification
    Authors:
    Władysław Homenda, Agnieszka Jastrzębska
    Conference:
    IIAI International Congress on Advanced Applied Informatics 2017, IIAI AAI 2017 (rok: 2017, ), Wydawca: IIAI CPS (IIAI Conference Publishing Services)
    Data:
    konferencja 9 - 13 July 2017
    Status:
    Published
  8. Imbalanced Pattern Recognition: Concepts and Evaluations
    Authors:
    Wladyslaw Homenda and Wojciech Lesinski
    Conference:
    2014 International Joint Conference on Neural Networks in frames of the WCCI 2014 IEEE World Congress on Computational Intelligence (rok: 2014, ), Wydawca: IEEE, 978-1-4799-1484-5/14/$31.00 © 2014
    Data:
    konferencja July, 6-11, 2014
    Status:
    Published
  9. Classification with rejection based on various SVM techniques
    Authors:
    Wladyslaw Homenda, Marcin Luckner and Witold Pedrycz
    Conference:
    2014 International Joint Conference on Neural Networks in frames of the WCCI 2014 IEEE World Congress on Computational Intelligence (rok: 2014, ), Wydawca: IEEE, 978-1-4799-1484-5/14/$31.00 © 2014
    Data:
    konferencja July, 6-11, 2014
    Status:
    Published
  10. Dealing with Contaminated Datasets: an Approach to Classifier's Training
    Authors:
    Wladyslaw Homenda, Agnieszka Jastrzebska and Mariusz Rybnik
    Conference:
    the 13th International Conference of Numerical Analysis and Applied Mathematics, ICNAAM 2015 (rok: 2016, ), Wydawca: the American Institute of Physics (AIP) Publishing
    Data:
    konferencja 23-29 September 2015
    Status:
    Published
  11. Global, Local and Embedded Architectures for Multiclass Classification with Foreign Elements Rejection: an Overview
    Authors:
    Wladyslaw Homenda and Agnieszka Jastrzebska
    Conference:
    the Seventh International Conference of Soft Computing and Pattern Recognition (SoCPaR 2015) (rok: 2015, ), Wydawca: IEEE SMC
    Data:
    konferencja November 13­15, 2015
    Status:
    Published
  12. Conversion of Decision Tree Into Deterministic Finite Automaton for High Accuracy Online SYN Flood Detection
    Authors:
    Marcin Luckner
    Conference:
    2015 IEEE Symposium Series on Computational Intelligence (rok: 2015, ), Wydawca: IEEE Computer Society
    Data:
    konferencja December 8-10, 2015
    Status:
    Published
  1. Decision Trees and Their Families in Imbalanced Pattern Recognition: Recognition with and without Rejection
    Authors:
    Wladyslaw Homenda and Wojciech Lesinski
    Book:
    Lecture Notes in Computer Science (rok: 2014, tom: 8838, strony: 219–230), Wydawca: IFIP International Federation for Information Processing 2014
    Status:
    Published
  2. Pattern Recognition with Rejection:Combining Standard Classification Methods with Geometrical Rejecting
    Authors:
    Wladyslaw Homenda, Agnieszka Jastrzebska, Piotr Waszkiewicz and Anna Zawadzka
    Book:
    Lecture Notes in Computer Science (rok: 2016, tom: 9842, strony: 589–602), Wydawca: IFIP International Federation for Information Processing 2016
    Status:
    Published
  3. Classification with Rejection: Concepts and Evaluations
    Authors:
    Wladyslaw Homenda, Marcin Luckner, Witold Pedrycz
    Book:
    Knowledge, Information and Creativity Support Systems: Recent Trends, Advances and Solutions (rok: 2016, tom: 364 2016, strony: 413-425), Wydawca: Springer
    Status:
    Published
  4. Decision Making beyond Pattern Recognition: Classification or Rejection
    Authors:
    Wladyslaw Homenda, Agnieszka Jastrzebska and Piotr Waszkiewicz
    Book:
    Intelligent Decision Technologies (rok: 2017, tom: 2017, strony: 173-183), Wydawca: Springer International Publishing AG
    Status:
    Published
  5. Global and Local Rejection Option in Multi–classification Task
    Authors:
    Marcin Luckner
    Book:
    Lecture Notes in Computer Science (rok: 2014, tom: 8681, strony: 483-490), Wydawca: Springer
    Status:
    Published
  6. A Geometrical Approach to Rejecting Option in Pattern Recognition Problem
    Authors:
    Jakub Ciecierski, Bartomiej Dybisz, Agnieszka Jastrzebska, and Witold Pedrycz
    Book:
    Lecture Notes in Computer Science (rok: 2015, tom: 9339, strony: 1–13), Wydawca: IFIP International Federation for Information Processing 2015
    Status:
    Published
  7. Pattern Classification with Rejection Using Cellular Automata-Based Filtering
    Authors:
    Agnieszka Jastrzebska and Rafael Toro Sluzhenko
    Book:
    Lecture Notes in Computer Science (rok: 2017, tom: 10244, strony: 45365), Wydawca: IFIP International Federation for Information Processing 2017
    Status:
    Published
  8. monografia, 9 rozdziałów
    Authors:
    Władysław Homenda, Witold Pedrycz
    Book:
    Pattern Recognition: A Quality of Data Perspective (rok: 2018, tom: nie dotyczy, strony: 1-296), Wydawca: John Wiley & Sons
    Status:
    Published