Artificial intelligence and soft computing : 20th international conference, ICAISC 2021, virtual event, June 21-23, 2021 : proceedings

535 Pages·2021·51.308 MB·English

by  Jacek M. Zurada (editor), Marcin Korytkowski (editor), Rafał Scherer (editor), Leszek Rutkowski (editor), Witold Pedrycz (editor), Ryszard Tadeusiewicz (editor)

Leszek Rutkowski · Rafał Scherer ·
Marcin Korytkowski · Witold Pedrycz ·
Ryszard Tadeusiewicz · Jacek M. Zurada (Eds.)
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Artificial Intelligence
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A and Soft Computing
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20th International Conference, ICAISC 2021
Virtual Event, June 21–23, 2021
Proceedings, Part II
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Lecture Notes in Arti cial Intelligence 12855
Subseries of Lecture Notes in Computer Science
Series Editors
Randy Goebel
University of Alberta, Edmonton, Canada
Yuzuru Tanaka
Hokkaido University, Sapporo, Japan
Wolfgang Wahlster
DFKI and Saarland University, Saarbrücken, Germany
Founding Editor
Jörg Siekmann
DFKI and Saarland University, Saarbrücken, Germany
More information about this subseries at http://www.springer.com/series/1244
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Leszek Rutkowski Rafa Scherer
(cid:129) (cid:129)
Marcin Korytkowski Witold Pedrycz
(cid:129) (cid:129)
Ryszard Tadeusiewicz
(cid:129)
Jacek M. Zurada (Eds.)
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Arti cial Intelligence
and Soft Computing
20th International Conference, ICAISC 2021
–
Virtual Event, June 21 23, 2021
Proceedings, Part II
123
Editors
Leszek Rutkowski RafałScherer
CzestochowaUniversity of Technology CzęstochowaUniversity of Technology
Częstochowa,Poland Częstochowa,Poland
Marcin Korytkowski Witold Pedrycz
CzęstochowaUniversity of Technology Edmonton, AB,Canada
Częstochowa,Poland
JacekM. Zurada
Ryszard Tadeusiewicz Electrical andComputer Engineering
AGHUniversityofScienceandTechnology University of Louisville
Krakow, Poland Louisville,KY, USA
ISSN 0302-9743 ISSN 1611-3349 (electronic)
Lecture Notesin Artificial Intelligence
ISBN 978-3-030-87896-2 ISBN978-3-030-87897-9 (eBook)
https://doi.org/10.1007/978-3-030-87897-9
LNCSSublibrary:SL7–ArtificialIntelligence
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Preface
Thisvolumeconstitutestheproceedingsof20thInternationalConferenceonArtificial
Intelligence and Soft Computing (ICAISC 2021) held in Zakopane, Poland, during
June 21–23, 2021, which took place virtually due to the COVID-19 pandemic. The
conference was organized by the Polish Neural Network Society in cooperation with
the University of Social Sciences in Łódż, the Department of Intelligent Computer
Systems at the Częstochowa University of Technology, and the IEEE Computational
IntelligenceSociety, Poland Chapter. Previous conferencestook place inKule(1994),
Szczyrk (1996), Kule (1997), and Zakopane (1999, 2000, 2002, 2004, 2006, 2008,
2010, and 2012–2020) and attracted a large number of papers and internationally
recognized speakers: Lotfi A. Zadeh, Hojjat Adeli, Rafal Angryk, Igor Aizenberg,
Cesare Alippi, Shun-ichi Amari, Daniel Amit, Plamen Angelov, Albert Bifet,
Piero P. Bonissone, Jim Bezdek, Zdzisław Bubnicki, Jan Chorowski, Andrzej
Cichocki, Swagatam Das, Ewa Dudek-Dyduch, Włodzisław Duch, Adel
S. Elmaghraby, Pablo A. Estévez, João Gama, Erol Gelenbe, Jerzy Grzymala-Busse,
Martin Hagan, Yoichi Hayashi, Akira Hirose, Kaoru Hirota, Adrian Horzyk, Eyke
Hüllermeier, Hisao Ishibuchi, Er Meng Joo, Janusz Kacprzyk, Jim Keller, Laszlo T.
Koczy, Tomasz Kopacz, Jacek Koronacki, Zdzislaw Kowalczuk, Adam Krzyzak,
Rudolf Kruse, James Tin-Yau Kwok, Soo-Young Lee, Derong Liu, Robert Marks,
UjjwalMaulik,ZbigniewMichalewicz,EvangeliaMicheli-Tzanakou,KaisaMiettinen,
Krystian Mikołajczyk, Henning Müller, Ngoc Thanh Nguyen, Andrzej Obuchowicz,
Erkki Oja, Nikhil R. Pal, Witold Pedrycz, Marios M. Polycarpou, José C. Príncipe,
Jagath C. Rajapakse, Šarunas Raudys, Enrique Ruspini, Jörg Siekmann, Andrzej
Skowron,RomanSłowiński,IgorSpiridonov,BorisStilman,PonnuthuraiNagaratnam
Suganthan, Ryszard Tadeusiewicz, Ah-Hwee Tan, Dacheng Tao, Shiro Usui, Thomas
Villmann, Fei-Yue Wang,JunWang,BogdanM.Wilamowski,RonaldY.Yager,Xin
Yao, Syozo Yasui, Gary Yen, Ivan Zelinka, and Jacek Zurada. The aim of this con-
ference is to build a bridge between traditional artificial intelligence techniques and
so-called soft computing techniques. It was pointed out by Lotfi A. Zadeh that “soft
computing (SC) is a coalition of methodologies which are oriented toward the con-
ception and design of information/intelligent systems. The principal members of the
coalition are: fuzzy logic (FL), neurocomputing (NC), evolutionary computing (EC),
probabilistic computing (PC), chaotic computing (CC), and machine learning (ML).
The constituent methodologies of SC are, for the most part, complementary and syn-
ergistic rather than competitive”. These proceedings present both traditional artificial
intelligence methods and soft computing techniques. Our goal is to bring together
scientists representing both areas of research. This volume is divided into four parts:
– Computer Vision, Image and Speech Analysis
– Data Mining
– Various Problems of Artificial Intelligence
– Bioinformatics, Biometrics and Medical Applications
vi Preface
Iwouldliketothankourparticipants,invitedspeakers,andreviewersofthepapers
for their scientific and personal contribution to the conference. Finally, I thank my
co-workers,ŁukaszBartczuk,PiotrDziwiński,MarcinGabryel,Rafał‚Grycuk,Marcin
Korytkowski, and Rafał‚ Scherer, for their enormous efforts to make the conference a
very successful event. Moreover, I appreciate the work of Marcin Korytkowski who
was responsible for the Internet submission system.
June 2021 Leszek Rutkowski
Organization
ICAISC2021wasorganizedbythePolishNeuralNetworkSocietyincooperationwith
the University of Social Sciences in Łódż and the Institute of Computational
Intelligence at Częstochowa University of Technology.
Conference Chairs
General Chair
Leszek Rutkowski, Poland
Area Chairs
Fuzzy Systems
Witold Pedrycz, Canada
Evolutionary Algorithms
Zbigniew Michalewicz, Australia
Neural Networks
Jinde Cao, China
Computer Vision
Dacheng Tao, Australia
Machine Learning
Nikhil R. Pal, India
Artificial Intelligence with Applications
Janusz Kacprzyk, Poland
International Liaison
Jacek Żurada, USA
viii Organization
Program Committee
Hojjat Adeli, USA Rudolf Kruse, Germany
Cesare Alippi, Italy Adam Krzyzak, Canada
Shun-ichi Amari, Japan Věra Kůrková, Czech Republic
Rafal A. Angryk, USA Soo-Young Lee, South Korea
Robert Babuska, The Netherlands Simon M. Lucas, UK
James C. Bezdek, Australia Luis Magdalena, Spain
Piero P. Bonissone, USA Jerry M. Mendel, USA
Bernadette Bouchon-Meunier, France Radko Mesiar, Slovakia
Jinde Cao, China Zbigniew Michalewicz, Australia
Juan Luis Castro, Spain Javier Montero, Spain
Yen-Wei Chen, Japan Eduard Montseny, Spain
Andrzej Cichocki, Japan Kazumi Nakamatsu, Japan
Krzysztof Cios, USA Detlef D. Nauck, Germany
Ian Cloete, Germany Ngoc Thanh Nguyen, Poland
Oscar Cordón, Spain Erkki Oja, Finland
Bernard De Baets, Belgium Nikhil R. Pal, India
Włodzisław Duch, Poland Witold Pedrycz, Canada
Meng Joo Er, Singapore Leonid Perlovsky, USA
Pablo Estevez, Chile Marios M. Polycarpou, Cyprus
David B. Fogel, USA Danil Prokhorov, USA
Tom Gedeon, Australia Vincenzo Piuri, Italy
Erol Gelenbe, UK Sarunas Raudys, Lithuania
Jerzy W. Grzymala-Busse, USA Olga Rebrova, Russia
Hani Hagras, UK Vladimir Red’ko, Russia
Saman Halgamuge, Australia Raúl Rojas, Germany
Yoichi Hayashi, Japan Imre J. Rudas, Hungary
Tim Hendtlass, Australia Norihide Sano, Japan
Francisco Herrera, Spain Rudy Setiono, Singapore
Kaoru Hirota, Japan Jennie Si, USA
Tingwen Huang, USA Peter Sincak, Slovakia
Hisao Ishibuchi, Japan Andrzej Skowron, Poland
Mo Jamshidi, USA Roman Słowiński, Poland
Robert John, UK Pilar Sobrevilla, Spain
Janusz Kacprzyk, Poland Janusz Starzyk, USA
Nikola Kasabov, New Zealand Jerzy Stefanowski, Poland
Okyay Kaynak, Turkey Vitomir Štruc, Slovenia
Vojislav Kecman, USA Ron Sun, USA
James M. Keller, USA Johan Suykens, Belgium
Etienne Kerre, Belgium Ryszard Tadeusiewicz, Poland
Frank Klawonn, Germany Hideyuki Takagi, Japan
Robert Kozma, USA Dacheng Tao, Australia
László Kóczy, Hungary Vicenç Torra, Spain
Józef Korbicz, Poland Burhan Turksen, Canada
Organization ix
Shiro Usui, Japan Bogdan M. Wilamowski, USA
Deliang Wang, USA Donald C. Wunsch, USA
Jun Wang, Hong Kong Ronald R. Yager, USA
Lipo Wang, Singapore Xin-She Yang, UK
Paul Werbos, USA Gary Yen, USA
Bernard Widrow, USA Sławomir Zadrożny, Poland
Kay C. Wiese, Canada Jacek Zurada, USA
Organizing Committee
Rafał Scherer
Łukasz Bartczuk
Piotr Dziwiłski
Marcin Gabryel (Finance Chair)
Rafał Grycuk
Marcin Korytkowski (Databases and Internet Submissions)