Lecture Notes in Artificial Intelligence 11683

Subseries of Lecture Notes in Computer Science

Series Editors

Randy GoebelUniversity of Alberta, Edmonton, Canada

Yuzuru TanakaHokkaido University, Sapporo, Japan

Wolfgang WahlsterDFKI and Saarland University, Saarbrücken, Germany

Founding Editor

Jörg SiekmannDFKI and Saarland University, Saarbrücken, Germany

More information about this series at http://www.springer.com/series/1244

Ngoc Thanh Nguyen • Richard Chbeir •

Ernesto Exposito • Philippe Aniorté •

Bogdan Trawiński (Eds.)

ComputationalCollective Intelligence11th International Conference, ICCCI 2019Hendaye, France, September 4–6, 2019Proceedings, Part I

123

EditorsNgoc Thanh NguyenTon Duc Thang UniversityHo Chi Minh City, Vietnam

Wrocław University of Scienceand TechnologyWrocław, Poland

Richard ChbeirUniversity of Pau and Pays de l’AdourPau, France

Ernesto ExpositoUniversity of Pau and Pays de l’AdourPau, France

Philippe AniortéUniversity of Pau and Pays de l’AdourPau, France

Bogdan TrawińskiWrocław University of Scienceand TechnologyWrocław, Poland

ISSN 0302-9743 ISSN 1611-3349 (electronic)Lecture Notes in Artificial IntelligenceISBN 978-3-030-28376-6 ISBN 978-3-030-28377-3 (eBook)https://doi.org/10.1007/978-3-030-28377-3

LNCS Sublibrary: SL7 – Artificial Intelligence

© Springer Nature Switzerland AG 2019This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of thematerial is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation,broadcasting, reproduction on microfilms or in any other physical way, and transmission or informationstorage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology nowknown or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoes not imply, even in the absence of a specific statement, that such names are exempt from the relevantprotective laws and regulations and therefore free for general use.The publisher, the authors and the editors are safe to assume that the advice and information in this book arebelieved to be true and accurate at the date of publication. Neither the publisher nor the authors or the editorsgive a warranty, expressed or implied, with respect to the material contained herein or for any errors oromissions that may have been made. The publisher remains neutral with regard to jurisdictional claims inpublished maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AGThe registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Preface

This volume contains the proceedings of the 11th International Conference onComputational Collective Intelligence (ICCCI 2019), held in Hendaye, France,September 4–6, 2019. The conference was co-organized by the French SIGAPPChapter (ACM Special Interest Group on Applied Computing), the LIUPPA(Laboratoire d’Informatique de l’Université de Pau et des Pays de l’Adour), France,and the Wrocław University of Science and Technology, Poland. The conference wasrun under the patronage of the IEEE SMC Technical Committee on ComputationalCollective Intelligence.

Following the successes of the First ICCCI (2009) held in Wrocław, Poland, theSecond ICCCI (2010) in Kaohsiung, Taiwan, the Third ICCCI (2011) in Gdynia,Poland, the 4th ICCCI (2012) in Ho Chi Minh City, Vietnam, the 5th ICCCI (2013) inCraiova, Romania, the 6th ICCCI (2014) in Seoul, South Korea, the 7th ICCCI (2015)in Madrid, Spain, the 8th ICCCI (2016) in Halkidiki, Greece, the 9th ICCCI (2017) inNicosia, Cyprus, and the 10th ICCCI (2018) in Bristol, UK, this conference continuedto provide an internationally respected forum for scientific research in thecomputer-based methods of collective intelligence and their applications.

Computational collective intelligence (CCI) is most often understood as a sub-fieldof artificial intelligence (AI) dealing with soft computing methods that facilitate groupdecisions or processing knowledge among autonomous units acting in distributedenvironments. Methodological, theoretical, and practical aspects of CCI are consideredas the form of intelligence that emerges from the collaboration and competition ofmany individuals (artificial and/or natural). The application of multiple computationalintelligence technologies such as fuzzy systems, evolutionary computation, neuralsystems, consensus theory, etc., can support human and other collective intelligence,and create new forms of CCI in natural and/or artificial systems. Three subfields of theapplication of computational intelligence technologies to support various forms ofcollective intelligence are of special interest but are not exclusive: the Semantic Web(as an advanced tool for increasing collective intelligence), social network analysis (asthe field targeted at the emergence of new forms of CCI), and multi-agent systems (as acomputational and modeling paradigm especially tailored to capture the nature of CCIemergence in populations of autonomous individuals).

The ICCCI 2019 conference featured a number of keynote talks and oralpresentations, closely aligned to the theme of the conference. The conference attracteda substantial number of researchers and practitioners from all over the world, whosubmitted their papers for the main track and four special sessions.

The main track, covering the methodology and applications of CCI, included:knowledge engineering and Semantic Web, social networks and recommender systems,text processing and information retrieval, data mining methods and applications,computer vision techniques, decision support and control systems, as well asinnovations in intelligent systems. The special sessions, covering some specific topics

of particular interest, included: cooperative strategies for decision making andoptimization, intelligent modeling and simulation approaches for real world systems,computational collective intelligence and natural language processing, machinelearning in real-world data, distributed collective intelligence for smart manufacturing,collective intelligence for science and technology, intelligent management informationsystems, intelligent sustainable smart cities, new trends and challenges in education: theUniversity 4.0, intelligent processing of multimedia in web systems, as well as big datastreaming, applications and security.

We received more than 200 submissions from 41 countries all over the world. Eachpaper was reviewed by two to four members of the international Program Committee(PC) of either the main track or one of the special sessions. Finally, we selected 117best papers for oral presentation and publication in two volumes of the Lecture Notes inArtificial Intelligence series.

We would like to express our thanks to the keynote speakers: Eneko Agirre fromUniversity of the Basque Country, Spain, Costin Bădică from University of Craiova,Romania, Piotr Jędrzejowicz from Gdynia Maritime University, Poland, and NicolasSpyratos from Paris-Sud (Paris-Saclay) University, France, for their world-classplenary speeches.

Many people contributed toward the success of the conference. First, we would liketo recognize the work of the PC co-chairs and special sessions organizers for takinggood care of the organization of the reviewing process, an essential stage in ensuringthe high quality of the accepted papers. The workshop and special session chairsdeserve a special mention for the evaluation of the proposals and the organization andcoordination of the work of seven special sessions. In addition, we would like to thankthe PC members, of the main track and of the special sessions, for performing theirreviewing work with diligence. We thank the local Organizing Committee chairs,publicity chair, Web chair, and technical support chair for their fantastic work beforeand during the conference. Finally, we cordially thank all the authors, presenters, anddelegates for their valuable contribution to this successful event. The conference wouldnot have been possible without their support.

Our special thanks are also due to Springer for publishing the proceedings andsponsoring awards, and to all the other sponsors for their kind support.

It is our pleasure to announce that the ICCCI conference series continues to have aclose cooperation with the Springer journal Transactions on Computational CollectiveIntelligence, and the IEEESMCTechnical Committee on Transactions onComputationalCollective Intelligence.

Finally, we hope that ICCCI 2019 contributed significantly to the academicexcellence of the field and will lead to the even greater success of ICCCI events in thefuture.

September 2019 Ngoc Thanh NguyenRichard Chbeir

Ernesto ExpositoPhilippe Aniorté

Bogdan Trawiński

vi Preface

Organization

Organizing Committee

Honorary Chairs

Mohamad Amara President of University of Pau and Pays de l’Adour,France

Cezary Madryas Rector of Wrocław University of Scienceand Technology, Poland

General Chairs

Richard Chbeir University of Pau and Pays de l’Adour, FranceNgoc Thanh Nguyen Wrocław University of Science and Technology,

Poland

General Vice-chair

Philippe Aniorté University of Pau and Pays de l’Adour, France

Program Chairs

Ernesto Exposito University of Pau and Pays de l’Adour, FranceNick Bassiliades Aristotle University of Thessaloniki, GreeceCostin Bădică University of Craiova, RomaniaGottfried Vossen University of Münster, GermanyEdward Szczerbicki University of Newcastle, Australia

Organizing Chair

Khouloud Salameh American University of Ras Al Khaimah, UAE

Steering Committee

Ngoc Thanh Nguyen Wrocław University of Science and Technology,Poland

Shyi-Ming Chen National Taiwan University of Scienceand Technology, Taiwan

Toyoaki Nishida Kyoto University, JapanGeun-Sik Jo Inha University, South KoreaKiem Hoang University of Information Technology, VNU-HCM,

VietnamRyszard Kowalczyk Swinburne University of Technology, AustraliaLakhmi C. Jain University of South Australia, Australia

Janusz Kacprzyk Polish Academy of Sciences, PolandManuel Núñez Universidad Complutense de Madrid, SpainYannis Manolopolos Aristotle University of Thessaloniki, GreecePiotr Jędrzejowicz Gdynia Maritime University, PolandDosam Hwang Yeungnam University, South Korea

Special Session Chairs

Bogdan Trawiński Wrocław University of Science and Technology,Poland

Joe Tekli Lebanese American University, Lebanon

Doctoral Track Chair

Khouloud Salameh American University of Ras Al Khaimah, UAE

Publicity Chairs

Philippe Arnould University of Pau and Pays de l’Adour, FranceMarek Krótkiewicz Wrocław University of Science and Technology,

Poland

Webmaster

Elio Mansour University of Pau and Pays de l’Adour, France

Local Organizing Committee

Elio Mansour University of Pau and Pays de l’Adour, FranceLara Kallab University of Pau and Pays de l’Adour, FranceKaram Bou Chaaya University of Pau and Pays de l’Adour, FranceMarcin Jodłowiec Wrocław University of Science and Technology,

PolandBernadetta Maleszka Wrocław University of Science and Technology,

PolandMarcin Maleszka Wrocław University of Science and Technology,

PolandKrystian Wojtkiewicz Wrocław University of Science and Technology,

Poland

Keynote Speakers

Eneko Agirre University of the Basque Country, SpainCostin Bădică University of Craiova, RomaniaPiotr Jędrzejowicz Gdynia Maritime University, PolandNicolas Spyratos Paris-Sud (Paris-Saclay) University, France

viii Organization

Special Session Organizers

BiSAS 2019 – Special Session on Big Data Streaming, Applicationsand Security

Raja Chiky ISEP Paris, FranceFarid Meziane Salford University, UK

CCINLP 2019 – Special Session on Computational Collective Intelligenceand Natural Language Processing

Ismaïl Biskri University of Québec à Trois-Rivières, CanadaAdel Jebali Concordia University, Canada

CIST 2019 – Special Session on Collective Intelligence for Scienceand Technology

Habiba Drias Laboratory of Research in Artificial Intelligence,USTHB, Algiers, Algeria

Sadok Ben Yahia Tallinn University of Technology, EstoniaAbdellatif El-Afia University Mohammed V in Rabat, ENSIAS, MoroccoNadjet Kamel University Ferhat Abbas Setif 1, Algeria

CSDMO 2019 – Special Session on Cooperative Strategiesfor Decision Making and Optimization

Dariusz Barbucha Gdynia Maritime University, PolandIreneusz Czarnowski Gdynia Maritime University, PolandPiotr Jędrzejowicz Gdynia Maritime University, Poland

DCISM 2019 – Distributed Collective Intelligence for Smart Manufacturing

Marcin Fojcik Western Norway University of Applied Sciences,Norway

Rafał Cupek Silesian University of Technology, PolandAdam Ziębiński Silesian University of Technology, PolandKnut Øvsthus Western Norway University of Applied Sciences,

Norway

IMIS 2019 – Special Session on Intelligent Management Information Systems

Marcin Hernes Wrocław University of Economics, PolandArtur Rot Wrocław University of Economics, Poland

IMSARWS 2019 – Special Session on Intelligent Modeling and SimulationApproaches for Real World Systems

Doina Logofătu Frankfurt University of Applied Sciences, GermanyCostin Bădică University of Craiova, RomaniaFlorin Leon Gheorghe Asachi Technical University of Iaşi,

Romania

Organization ix

ISSC 2019 – Special Session on Intelligent Sustainable Smart Cities

Libuše Svobodová University of Hradec Kralove, Czech RepublicAli Selamat Universiti Teknology Malaysia, MalaysiaPetra Marešová University of Hradec Kralove, Czech RepublicArkadiusz Kawa Poznan University of Economics and Business, PolandBartłomiej Pierański Poznan University of Economics and Business, PolandMiroslava Mikušová University of Zilina, Slovakia

MLRWD 2019 – Special Session on Machine Learning in Real-World Data

Krzysztof Kania University of Economics in Katowice, PolandJan Kozak University of Economics in Katowice, PolandPrzemysław Juszczuk University of Economics in Katowice, PolandBarbara Probierz University of Economics in Katowice, Poland

UNI4.0 2019 Special Session on New Trends and Challenges in Education:The University 4.0

Ernesto Exposito University of Pau and Pays de l’Adour, FrancePhilippe Aniorté University of Pau and Pays de l’Adour, FranceLaurent Gallon University of Pau and Pays de l’Adour, France

WEBSYS 2019 – Intelligent Processing of Multimedia in Web Systems

Kazimierz Choroś Wrocław University of Science and Technology,Poland

Maria Trocan Institut Supérieur d’électronique de Paris, France

Program Committee

Muhammad Abulaish South Asian University, IndiaWaseem Ahmad Toi Ohomai Institute of Technology, New ZealandSharat Akhoury University of Cape Town, South AfricaJacky Akoka Conservatoire National des Arts et Métiers, FranceAna Almeida GECAD-ISEP-IPP, PortugalOrcan Alpar University of Hradec Kralove, Czech RepublicBashar Al-Shboul University of Jordan, JordanAdel Alti University of Setif, AlgeriaVardis Dimitrios Anezakis Democritus University of Thrace, GreeceTaha Arbaoui University of Technology of Troyes, FrancePhilippe Arnoult University of Pau and Pays de l’Adour, FranceMehmet Emin Aydin University of the West of England, Bristol, UKThierry Badard Laval University, CanadaAmelia Badica University of Craiova, RomaniaCostin Badica University of Craiova, RomaniaDariusz Barbucha Gdynia Maritime University, PolandKhalid Benali University of Lorraine, France

x Organization

Morad Benyoucef University of Ottawa, CanadaLeon Bobrowski Białystok University of Technology, PolandMariusz Boryczka University of Silesia, PolandUrszula Boryczka University of Silesia, PolandAbdelhamid Bouchachia Bournemouth University, UKPeter Brida University of Zilina, SlovakiaKrisztian Buza Budapest University of Technology and Economics,

HungaryAleksander Byrski AGH University of Science and Technology, PolandJose Luis Calvo-Rolle University of A Coruña, SpainDavid Camacho Universidad Autonoma de Madrid, SpainAlberto Cano Virginia Commonwealth University, USAFrantisek Capkovic Institute of Informatics, Slovak Academy of Sciences,

SlovakiaStefano A. Cerri University of Montpellier, FranceRichard Chbeir University of Pau and Pays de l’Adour, FranceShyi-Ming Chen National Taiwan University of Science

and Technology, TaiwanRaja Chiky Institut Supérieur d’électronique de Paris, FranceSung-Bae Cho Yonsei University, South KoreaAmine Chohra Paris-East University, FranceKazimierz Choroś Wrocław University of Science and Technology,

PolandChristophe Claramunt Naval Academy Research Institute, FranceMihaela Colhon University of Craiova, RomaniaJose Alfredo Ferreira Costa Universidade Federal do Rio Grande do Norte, BrazilNadine Cullot University of Burgundy, FranceRafał Cupek Silesian University of Technology, PolandIreneusz Czarnowski Gdynia Maritime University, PolandPaul Davidsson Malmo University, SwedenCamelia Delcea Bucharest University of Economic Studies, RomaniaTien V. Do Budapest University of Technology and Economics,

HungaryHabiba Drias University of Science and Technology Houari

Boumedienne, AlgeriaMohamed El Yafrani Aalborg University, DenmarkNadia Essoussi University of Tunis, TunisiaMarcin Fojcik Western Norway University of Applied Sciences,

NorwayAnna Formica IASI-CNR, ItalyNaoki Fukuta Shizuoka University, JapanMohamed Gaber Birmingham City University, UKLaurent Gallon University of Pau and Pays de l’Adour, FranceFaiez Gargouri University of Sfax, TunisiaMauro Gaspari University of Bologna, ItalyK. M. George Oklahoma State University, USA

Organization xi

Janusz Getta University of Wollongong, AustraliaDaniela Gifu University Alexandru loan Cuza of Iasi, RomaniaFethullah Göçer Galatasaray University, TurkeyDaniela Godoy ISISTAN Research Institute, ArgentinaManuel Grana University of Basque Country, SpainMichael Granitzer University of Passau, GermanyPatrizia Grifoni IRPPS-CNR, ItalyFoteini Grivokostopoulou University of Patras, GreeceWilliam Grosky University of Michigan, USAKenji Hatano Doshisha University, JapanMarcin Hernes Wrocław University of Economics, PolandHuu Hanh Hoang Hue University, VietnamTzung-Pei Hong National University of Kaohsiung, TaiwanMong-Fong Horng National Kaohsiung University of Applied Sciences,

TaiwanFrédéric Hubert Laval University, CanadaMaciej Huk Wrocław University of Science and Technology,

PolandZbigniew Huzar Wrocław University of Science and Technology,

PolandDosam Hwang Yeungnam University, South KoreaLazaros Iliadis Democritus University of Thrace, GreeceMirjana Ivanovic University of Novi Sad, SerbiaIndu Jain Jiwaji University, IndiaJarosław Jankowski West Pomeranian University of Technology, PolandJoanna Jędrzejowicz University of Gdansk, PolandPiotr Jędrzejowicz Gdynia Maritime University, PolandGordan Jezic University of Zagreb, CroatiaGeun Sik Jo Inha University, South KoreaKang-Hyun Jo University of Ulsan, South KoreaChristophe Jouis Université de la Sorbonne Nouvelle Paris 3, FranceJason Jung Chung-Ang University, South KoreaPrzemysław Juszczuk University of Economics in Katowice, PolandTomasz Kajdanowicz Wrocław University of Science and Technology,

PolandPetros Kefalas University of Sheffield, GreeceRafał Kern Wrocław University of Science and Technology,

PolandMarek Kisiel-Dorohinicki AGH University of Science and Technology, PolandAttila Kiss Eotvos Lorand University, HungaryMarek Kopel Wrocław University of Science and Technology,

PolandLeszek Koszałka Wrocław University of Science and Technology,

Poland

xii Organization

Leszek Kotulski AGH University of Science and Technology, PolandAbderrafiaa Koukam Université de Technologie de Belfort-Montbéliard,

FranceIvan Koychev University of Sofia St. Kliment Ohridski, BulgariaJan Kozak University of Economics in Katowice, PolandAdrianna Kozierkiewicz Wrocław University of Science and Technology,

PolandBartosz Krawczyk Virginia Commonwealth University, USAOndrej Krejcar University of Hradec Kralove, Czech RepublicDalia Kriksciuniene Vilnius University, LithuaniaDariusz Król Wrocław University of Science and Technology,

PolandMarek Krótkiewicz Wrocław University of Science and Technology,

PolandJan Kubicek VSB - Technical University of Ostrava,

Czech RepublicElżbieta Kukla Wrocław University of Science and Technology,

PolandJulita Kulbacka Wrocław Medical University, PolandMarek Kulbacki Polish-Japanese Academy of Information Technology,

PolandPiotr Kulczycki Polish Academy of Science, Systems Research

Institute, PolandKazuhiro Kuwabara Ritsumeikan University, JapanHalina Kwaśnicka Wrocław University of Science and Technology,

PolandImene Lahyani University of Sfax, TunisiaMark Last Ben-Gurion University of the Negev, IsraelAnne Laurent University of Montpellier, FranceHoai An Le Thi University of Lorraine, FranceSylvain Lefebvre Toyota ITC, FrancePhilippe Lemoisson French Agricultural Research Centre for International

Development (CIRAD), FranceFlorin Leon Gheorghe Asachi Technical University of Iasi,

RomaniaDoina Logofatu Frankfurt University of Applied Sciences, GermanyEdwin Lughofer Johannes Kepler University Linz, AustriaJuraj Machaj University of Zilina, SlovakiaBernadetta Maleszka Wrocław University of Science and Technology,

PolandMarcin Maleszka Wrocław University of Science and Technology,

PolandYannis Manolopoulos Aristotle University of Thessaloniki, GreeceYi Mei Victoria University of Wellington, New ZealandAdam Meissner Poznań University of Technology, PolandHéctor Menéndez University College London, UK

Organization xiii

Mercedes Merayo Universidad Complutense de Madrid, SpainJacek Mercik WSB University in Wrocław, PolandRadosław Michalski Wrocław University of Science and Technology,

PolandPeter Mikulecky University of Hradec Kralove, Czech RepublicMiroslava Mikušová University of Zilina, SlovakiaJean-Luc Minel Université Paris Ouest Nanterre La Défense, FranceJavier Montero Universidad Complutense de Madrid, SpainAhmed Moussa Universite Abdelmalek Essaadi, MoroccoManuel Munier University of Pau and Pays de l’Adour, FranceGrzegorz J. Nalepa AGH University of Science and Technology, PolandLaurent Nana University of Brest, FranceFulufhelo Nelwamondo Council for Scientific and Industrial Research,

South AfricaFilippo Neri University of Napoli Federico II, ItalyLinh Anh Nguyen University of Warsaw, PolandLoan T. T. Nguyen Nguyen Tat Thanh University, VietnamAdam Niewiadomski Łódź University of Technology, PolandAdel Noureddine University of Pau and Pays de l’Adour, FranceAgnieszka

Nowak-BrzezińskaUniversity of Silesia, Poland

Alberto Núñez Universidad Complutense de Madrid, SpainManuel Núñez Universidad Complutense de Madrid, SpainTarkko Oksala Aalto University, FinlandMieczyslaw Owoc Wrocław University of Economics, PolandMarcin Paprzycki Systems Research Institute, Polish Academy

of Sciences, PolandBatista Paulo Universidade de Evora, PortugalMarek Penhaker VSB - Technical University of Ostrava,

Czech RepublicIsidoros Perikos University of Patras, GreeceMarcin Pietranik Wrocław University of Science and Technology,

PolandElias Pimenidis University of the West of England, Bristol, UKNikolaos Polatidis University of Brighton, UKHiram Ponce Espinosa Universidad Panamericana, BrazilPiotr Porwik University of Silesia, PolandRadu-Emil Precup Politehnica University of Timisoara, RomaniaPaulo Quaresma Universidade de Evora, PortugalDavid Ramsey Wrocław University of Science and Technology,

PolandMohammad Rashedur

RahmanNorth South University, Bangladesh

Ewa Ratajczak-Ropel Gdynia Maritime University, PolandTomasz M. Rutkowski University of Tokyo, JapanVirgilijus Sakalauskas Vilnius University, Lithuania

xiv Organization

Imad Saleh Université Paris 8, FranceMaria Luisa Sapino Universitá di Torino, ItalyLionel Seinturier University of Lille, FranceAli Selamat Universiti Teknologi Malaysia, MalaysiaNicolas Seydoux LAAS-CNRS/IRIT, FranceAndrzej Siemiński Wrocław University of Science and Technology,

PolandDragan Simic University of Novi Sad, SerbiaVladimir Sobeslav University of Hradec Kralove, Czech RepublicStanimir Stoyanov University of Plovdiv Paisii Hilendarski, BulgariaLibuše Svobodová University of Hradec Kralove, Czech RepublicMartin Tabakov Wrocław University of Science and Technology,

PolandMuhammad Atif Tahir National University of Computer and Emerging

Sciences, PakistanYasufumi Takama Tokyo Metropolitan University, JapanJoe Tekli Lebanese American University, LebanonZbigniew Telec Wrocław University of Science and Technology,

PolandAgma Traina University of São Paulo, BrazilCaetano Traina University of São Paulo, BrazilDiana Trandabat University Alexandru loan Cuza of Iasi, RomaniaBogdan Trawiński Wrocław University of Science and Technology,

PolandJan Treur Vrije Universiteit Amsterdam, The NetherlandsMaria Trocan Institut Superieur délectronique de Paris, FranceKrzysztof Trojanowski Cardinal Stefan Wyszyński University in Warsaw,

PolandChrisa Tsinaraki European Commission - Joint Research Center, ItalyUalsher Tukeyev al-Farabi Kazakh National University, KazakhstanOlgierd Unold Wrocław University of Science and Technology,

PolandNatalie Van Der Wal Vrije Universiteit Amsterdam, The NetherlandsGenoveva Vargas Solar CNRS-LIG-LAFMIA, FranceBay Vo Ho Chi Minh City University of Technology, VietnamIzabela Wierzbowska Gdynia Maritime University, PolandAdam Wojciechowski Lódź University of Technology, PolandKrystian Wojtkiewicz Wrocław University of Science and Technology,

PolandCharles Yaacoub Holy Spirit University of Kaslik, LebanonFarouk Yalaoui University of Technology of Troyes, FranceSławomir Zadrożny Systems Research Institute, Polish Academy

of Sciences, PolandDrago Zagar University of Osijek, CroatiaDanuta Zakrzewska Łódź University of Technology, PolandConstantin-Bala Zamfirescu Lucian Blaga University of Sibiu, Romania

Organization xv

Katerina Zdravkova University St Cyril and Methodius, MacedoniaAleksander Zgrzywa Wrocław University of Science and Technology,

PolandAdam Ziębiński Silesian University of Technology, Poland

Special Session Program Committees

BiSAS 2019 – Special Session on Big Data Streaming, Applications and Security

Raja Chiky ISEP, FranceYousra Chabchoub ISEP, FranceZakia Kazi-Aoul ISEP, FranceMohamed Sellami Telecom Sud Paris, FranceAliou Boly UCAD, SenegalAlzennyr Da Silva EDF, FranceElisabeth Metais CNAM, FranceFarid Meziane University of Salford, UKRosanna Verde University Campania, ItalyJacques Demerjian Lebanese University, LebanonJacques Abou Abdou Notre Dame University - Louaize, LebanonAbdellah Idrissi Mohammed V University In Rabat, MoroccoRokia Missaoui Université Du Quebec En Outaouais, CanadaSana Belguith University of Salford, UKSaraee Mo University of Salford, UKTooska Dergahi University of Salford, UK

CCINLP 2019 – Special Session on Computational Collective Intelligenceand Natural Language Processing

Ismaïl Biskri Université du Québec à Trois-Rivières, CanadaMounir Zrigui Université de Monastir, TunisiaAnca Pascu Université de Bretagne Occidentale, FranceÉric Poirier Université du Québec à Trois-Rivières, CanadaFatiha Sadat Université du Québec à Montréal, CanadaAdel Jebali Concordia University, CanadaEva Hajiova Charles University, Prague, Czech RepublicKhaled Shaalan British University, Dubai, UAEVladislav Kubon Charles University, Czech RepublicLouis Rompré Cascades, CanadaRim Faiz IHEC, Tunisia

CIST 2019 – Special Session on Collective Intelligence for Science and Technology

Sadok Ben Yahia Tallinn University of Technology, EstoniaHadda Cherroun University of Laghouat, AlgeriaRaddouane Chiheb University Mohammed V in Rabat – ENSIAS,

MoroccoGayo Diallo University of Bordeaux, France

xvi Organization

Dirk Draheim Tallinn University of Technology, EstoniaHabiba Drias USTHB Algiers, AlgeriaAbdelatif El Afia University Mohammed V in Rabat – ENSIAS,

MoroccoMaria Gini University of Minnesota, USAFadratul Hafinaz University of Sains, MalaysiaChihab Hannachi University of Toulouse 1, FranceSaid Jabbour University of Artois, FranceImed Kacem University of Lorraine, FranceNadjet Kamel University Ferhat Abbas Sétif 1, AlgeriaSaroj Kaushik Indian Institute of Technology Delhi, IndiaSamir Kechid USTHB Algiers, AlgeriaIlyes Khennak USTHB Algiers, AlgeriaAmira Mouakher University of Bourgogne, FranceAlexander Norta Tallinn University of Technology, EstoniaMourad Oussalah Nantes University, FranceHouari Sahraoui University of Montreal, CanadaLakhdar Sais University of Artois, FranceDjelloul Ziadi University of Rouen, FranceDjaafar Zouache UBBA, Algeria

CSDMO 2019 – Special Session on Cooperative Strategies for Decision Makingand Optimization

Dariusz Barbucha Gdynia Maritime University, PolandAmine Chohra Paris East University, FranceIreneusz Czarnowski Gdynia Maritime University, PolandJoanna Jędrzejowicz Gdansk University, PolandPiotr Jędrzejowicz Gdynia Maritime University, PolandEdyta Kucharska AGH University of Science and Technology, PolandAntonio D. Masegosa University of Deusto, SpainJacek Mercik WSB University in Wroclaw, PolandJavier Montero Complutense University, SpainEwa Ratajczak-Ropel Gdynia Maritime University, PolandIza Wierzbowska Gdynia Maritime University, PolandMahdi Zargayouna IFSTTAR, France

DCISM 2019 – Distributed Collective Intelligence for Smart Manufacturing

Markus Bregulla Ingolstadt University of Applied Sciences, GermanyRafał Cupek Silesian University of Technology, PolandMarcin Fojcik Western Norway University of Applied Sciences,

PolandJörg Franke Friedrich-Alexander-University of Erlangen-Nürnberg,

GermanyDariusz Frejlichowski West Pomeranian University of Technology, PolandDamian Grzechca Silesian University of Technology, Poland

Organization xvii

Maciej Huk Wroclaw University of Science and Technology,Poland

Dariusz Mrozek Silesian University of Technology, PolandAgnieszka

Nowak-BrzezińskaUniversity of Silesia, Poland

Krzysztof Tokarz Silesian University of Technology, PolandOlav Sande Western Norway University of Applied Sciences,

NorwayKnut Øvsthus Western Norway University of Applied Sciences,

NorwayAlexey Vinel Western Norway University of Applied Sciences,

NorwayAdam Ziębiński Silesian University of Technology, Poland

IMIS 2019 – Special Session on Intelligent Management Information Systems

Eunika Mercier-Laurent Jean Moulin Lyon 3 University, FranceMałgorzata Pańkowska University of Economics in Katowice, PolandMieczysław Owoc Wrocław University of Economics, PolandBogdan Franczyk University of Leipzig, GermanyKazimierz Perechuda Wrocław University of Economics, PolandJan Stępniewski Université Paris 13, FranceHelena Dudycz Wrocław University of Economics, PolandJerzy Korczak International University of Logistics and Transport

in Wrocław, PolandAndrzej Bytniewski Wrocław University of Economics, PolandMarcin Fojcik Western Norway University of Applied Sciences,

NorwayMonika Eisenbardt Wrocław University of Economics, PolandDorota Jelonek Czestochowa University of Technology, PolandPaweł Weichbroth WSB University in Gdańsk, PolandJadwiga

Sobieska-KarpińskaThe Witelon State University of Applied Sciences

in Legnica, PolandKrzysztof Hauke Wrocław University of Economics, PolandDaria Hołodnik Opole University of Technology, PolandKrzysztof Nowosielski Wrocław University of Economics, PolandZdzisław Kes Wrocław University of Economics, Poland

IMSARWS 2019 – Special Session on Intelligent Modelingand Simulation Approaches for Real World Systems

Alabbas Alhaj Ali Frankfurt University of Applied Sciences, GermanyCostin Bădică University of Craiova, RomaniaPetru Caşcaval Gheorghe Asachi Technical University of Iaşi,

Romania

xviii Organization

Gia Thuan Lam Vietnamese-German University, VietnamFlorin Leon Gheorghe Asachi Technical University of Iaşi,

RomaniaDoina Logofătu Frankfurt University of Applied Sciences, GermanyFitore Muharemi Frankfurt University of Applied Sciences, GermanyMinh Nguyen Frankfurt University of Applied Sciences, GermanyJulian Szymański Gdańsk University of Technology, PolandPawel Sitek Kielce University of Technology, PolandDaniel Stamate Goldsmiths, University of London, UK

ISSC 2019 – Special Session on Intelligent Sustainable Smart Cities

Costin Bădică University of Craiova, RomaniaPeter Bracinik University of Zilina, SlovakiaPeter Brida University of Zilina, Czech RepublicDavor Dujak University of Osijek, CroatiaMartina Hedvičáková University of Hradec Kralove, Czech RepublicMarek Hoger University of Zilina, SlovakiaJiří Horák Technical University of Ostrava, Czech RepublicPetra Marešová University of Hradec Kralove, Czech RepublicHana Mohelska University of Hradec Kralove, Czech RepublicArkadiusz Kawa Poznan University of Economics and Business, PolandWaldemar Koczkodaj Laurentian University, CanadaOndrej Krejcar University of Hradec Kralove, Czech RepublicMartina Látková University of Zilina, SlovakiaJuraj Machaj University of Zilina, SlovakiaMiroslava Mikušová University of Zilina, SlovakiaDorota

Bednarska-OlejniczakWroclaw University of Economics, Poland

Jaroslaw Olejniczak Wroclaw University of Economics, PolandPaweł Piątkowski Poznan University of Technology, PolandBartłomiej Pierański Poznan University of Economics and Business, PolandPeter Poor University of West Bohemia, Czech RepublicPetra Poulová University of Hradec Kralove, Czech RepublicMichal Regula University of Zilina, SlovakiaMarek Roch University of Zilina, SlovakiaCarlos Andres Romano Polytechnic University of Valencia, SpainAli Selamat Universiti Teknologi Malaysia, MalaysiaMarcela Sokolová University of Hradec Kralove, Czech RepublicLibuše Svobodová University of Hradec Kralove, Czech RepublicEmese Tokarčíková University of Zilina, SlovakiaHana Tomášková University of Hradec Kralove, Czech RepublicMarek Vokoun Institute of Technology and Business in Ceske

Budejovice, Czech Republic

Organization xix

MLRWD 2019 – Special Session on Machine Learning in Real-World Data

Franciszek Białas University of Economics in Katowice, PolandGrzegorz Dziczkowski University of Economics in Katowice, PolandMarcin Grzegorzek University of Lübeck, GermanyIgnacy Kaliszewski Systems Research Institute, Polish Academy

of Sciences, PolandKrzysztof Kania University of Economics in Katowice, PolandJan Kozak University of Economics in Katowice, PolandPrzemysław Juszczuk University of Economics in Katowice, PolandJanusz Miroforidis Systems Research Institute, Polish Academy

of Sciences, PolandAgnieszka

Nowak-BrzezińskaUniversity of Silesia, Poland

Dmitry Podkopaev Systems Research Institute, Polish Academyof Sciences, Poland

MałgorzataPrzybyła-Kasperek

University of Economics in Katowice, Poland

Tomasz Staś University of Economics in Katowice, PolandMagdalena Tkacz University of Silesia, PolandBogna Zacny University of Economics in Katowice, Poland

UNI4.0 2019 – Special Session on New Trends and Challenges in Education:The University 4.0

Archundia Etelvina BUAP, MexicoBouassida Ismail ReDCAD, TunisiaDiop Codé Activeeon, FranceGomez-Montalvo Jorge R. UADY, MexicoLamolle Myriam Laboratoire LIASD - Université Paris 8, FranceMezghani Emna Orange Labs, FranceNoureddine Adel UPPA, FrancePerez González Héctor UASLP, MexicoRodriguez Laura UPAEP, Mexico

WEBSYS 2019 – Intelligent Processing of Multimedia in Web Systems

František Čapkovič Academy of Sciences, SlovakiaPatricia Conde-Céspedes Institut Supérieur d’électronique de Paris, FranceJarosław Jankowski West Pomeranian University of Technology, PolandOndřej Krejcar University of Hradec Kralove, Czech RepublicAlin Moldoveanu Politehnica University of Bucharest, RomaniaTarkko Oksala Helsinki University of Technology, FinlandAleš Procházka Institute of Chemical Technology, Czech RepublicAndrzej Siemiński Wrocław University of Science and Technology,

PolandAleksander Zgrzywa Wrocław University of Science and Technology,

Poland

xx Organization

Contents – Part I

Knowledge Engineering and Semantic Web

VWA: ViewpointS Web Application to Assess CollectiveKnowledge Building . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3

Philippe Lemoisson, Clarel M. H. Rakotondrahaja,Aroniaina Safidy Précieux Andriamialison, Harish A. Sankar,and Stefano A. Cerri

Bisimulations for Fuzzy Description Logics with Involutive NegationUnder the Gödel Semantics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16

Linh Anh Nguyen and Ngoc Thanh Nguyen

The Collective-Based Approach to Knowledge Diffusionin Social Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 31

Marcin Maleszka

Visualizing a Linguistic Ontology with Ling-Graph. . . . . . . . . . . . . . . . . . . 41Mariem Neji, Fatma Ghorbel, and Bilel Gargouri

The Stable Model Semantics of Normal Fuzzy Linguistic Logic Programs . . . 53Van Hung Le

Graph-Based Crowd Definition for Assessing Wise Crowd Measures . . . . . . 66Marcin Jodłowiec, Marek Krótkiewicz, Rafał Palak,and Krystian Wojtkiewicz

Towards the Pattern-Based Transformation of SBVR Modelsto Association-Oriented Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79

Marcin Jodłowiec and Marcin Pietranik

Social Networks and Recommender Systems

Twitter User Modeling Based on Indirect Explicit Relationshipsfor Personalized Recommendations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 93

Abdullah Alshammari, Stelios Kapetanakis, Nikolaos Polatidis,Roger Evans, and Gharbi Alshammari

A Temporal-Causal Network Model for Age and Gender Differencein Choice of Emotion Regulation Strategies . . . . . . . . . . . . . . . . . . . . . . . . 106

Zhenyu Gao, Rui Liu, and Nimat Ullah

Modelling Stereotyping in Cooperation Systems . . . . . . . . . . . . . . . . . . . . . 118Wafi Bedewi, Roger M. Whitaker, Gualtiero B. Colombo,Stuart M. Allen, and Yarrow Dunham

Homophily, Mobility and Opinion Formation . . . . . . . . . . . . . . . . . . . . . . . 130Enas E. Alraddadi, Stuart M. Allen, and Roger M. Whitaker

Predicting S&P 500 Based on Its Constituents and Their Social MediaDerived Sentiment. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 142

Rapheal Olaniyan, Daniel Stamate, Ida Pu, Alexander Zamyatin,Anna Vashkel, and Frederic Marechal

Fight or Flight: A Temporal-Causal Analysis of the Behaviorof a Bully-Victim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 154

Nizar A. Hirzalla, Thomas M. Maaiveld, and Fakhra Jabeen

A Framework for Research Publication Recommendation System . . . . . . . . . 167Bernadetta Maleszka

Text Processing and Information Retrieval

Application of Deep Learning Techniques on Document Classification . . . . . 181Mainak Manna, Priyanka Das, and Asit Kumar Das

Similar Meaning Analysis for Original Documents Identificationin Arabic Language . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193

Adnen Mahmoud and Mounir Zrigui

TimeML Annotation of Events and Temporal Expressionsin Arabic Texts. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 207

Nafaa Haffar, Emna Hkiri, and Mounir Zrigui

Ensemble Method for Multi-view Text Clustering . . . . . . . . . . . . . . . . . . . . 219Maha Fraj, Mohamed Aymen Ben Hajkacem, and Nadia Essoussi

Towards Humanlike Chatbots Helping Users Copewith Stressful Situations. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 232

Lenin Medeiros, Charlotte Gerritsen, and Tibor Bosse

Event Detection Based on Open Information Extraction and Ontology . . . . . . 244Sihem Sahnoun, Samir Elloumi, and Sadok Ben Yahia

Data Mining Methods and Applications

Local Models of Interaction on Collinear Patterns . . . . . . . . . . . . . . . . . . . . 259Leon Bobrowski

xxii Contents – Part I

Two Phase Failure Detection Using Fuzzy Logic . . . . . . . . . . . . . . . . . . . . 271David Sec and Peter Mikulecky

Hand Gesture Recognition System Based on LBP and SVMfor Mobile Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283

Houssem Lahiani and Mahmoud Neji

Parkinson’s Disease Development Prediction by C-Granule Computing . . . . . 296Andrzej W. Przybyszewski

Component-Based Gender Identification Using Local Binary Patterns . . . . . . 307Salma M. Osman, Nahla Noor, and Serestina Viriri

Age Estimation of Real-Time Faces Using Convolutional Neural Network . . . 316Olatunbosun Agbo-Ajala and Serestina Viriri

Demand Forecasting Using Random Forest and Artificial Neural Networkfor Supply Chain Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 328

Navneet Vairagade, Doina Logofatu, Florin Leon, and Fitore Muharemi

Exploring the Impact of Purity Gap Gain on the Efficiencyand Effectiveness of Random Forest Feature Selection. . . . . . . . . . . . . . . . . 340

Mandlenkosi Victor Gwetu, Jules-Raymond Tapamo,and Serestina Viriri

Applying ML Algorithms to Video Game AI . . . . . . . . . . . . . . . . . . . . . . . 353Marek Kopel and Adam Pociejowski

Apartment Valuation Models for a Big City Using SelectedSpatial Attributes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 363

Michał Talaga, Mateusz Piwowarczyk, Marcin Kutrzyński,Tadeusz Lasota, Zbigniew Telec, and Bogdan Trawiński

Valuation of Building Plots in a Rural Area Using MachineLearning Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 377

Mateusz Piwowarczyk, Tadeusz Lasota, Zbigniew Telec,and Bogdan Trawiński

Computer Vision Techniques

Detection and Modeling of Alcohol Intoxication Dynamic from IR ImagesBased on Clustering Driven by ABC Algorithm . . . . . . . . . . . . . . . . . . . . . 393

Jan Kubicek, Alice Krestanova, Marek Penhaker, David Oczka,Martin Cerny, and Martin Augustynek

Fusion of LBP and Hu-Moments with Fisher Vectorsin Remote Sensing Imagery . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 403

Ronald Tombe and Serestina Viriri

Contents – Part I xxiii

An Enhanced Deep Learning Framework for Skin Lesions Segmentation . . . . 414Adekanmi Adegun and Serestina Viriri

Fully Convolutional Encoder-Decoder Architecture (FCEDA)for Skin Lesions Segmentation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 426

Adekanmi Adegun and Serestina Viriri

Decision Support and Control Systems

Decision Support System for Assignment of ConferencePapers to Reviewers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 441

Dinh Tuyen Hoang, Ngoc Thanh Nguyen, and Dosam Hwang

Co-evolution Dynamics Between Individual Strategy and GamingEnvironment Under the Feedback Control . . . . . . . . . . . . . . . . . . . . . . . . . 451

Siyuan Liu and Jianlei Zhang

Fuzzy Inference Model for Punishing a Perpetrator in a Judicial Process . . . . 463Michał Lower and Monika Lower

Research Methodology Trending in Evolutionary Computing . . . . . . . . . . . . 474Siti Mariam Shahar, Muhamad Yusnorizam Ma’arif,Mohd Fikri Hafifi Yusof, and Nurhizam Safie Mohd Satar

Dynamic Airspace Configuration: A Short Reviewof Computational Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 486

Manuel Graña

Comparison of Heuristic Algorithms for Path Planning in 3D Printingwith Multistage Experimentation System . . . . . . . . . . . . . . . . . . . . . . . . . . 498

Martyna Poslednik, Iwona Pozniak-Koszalka, Leszek Koszalka,and Andrzej Kasprzak

An Integer Programming Model for the Capacitated Vehicle RoutingProblem with Drones . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 511

Jarosław Wikarek, Paweł Sitek, and Łukasz Zawarczyński

Cooperative Strategies for Decision Making and Optimization

Current Trends in the Population-Based Optimization . . . . . . . . . . . . . . . . . 523Piotr Jedrzejowicz

Fuzzy Shapley Value-Based Solution for Communication Network . . . . . . . . 535Barbara Gładysz, Jacek Mercik, and Izabella Stach

xxiv Contents – Part I

New Optimization Algorithm Based on Free Dynamic Schema . . . . . . . . . . . 545Radhwan Yousif Al-Jawadi, Marcin Studniarski,and Aisha Azeez Younus

VNS-Based Multi-agent Approach to the DynamicVehicle Routing Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 556

Dariusz Barbucha

Refining the Imprecise Meaning of Non-determinism in the Webby Strategic Games . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 566

Jorge Castro, Joaquim Gabarro, and Maria Serna

Imprecise Data Handling with MTE . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 579Włodzimierz Filipowicz

The Relationship Between Collective Intelligence and One Modelof General Collective Intelligence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 589

Andy E. Williams

An Approach to Imbalanced Data Classification Based on InstanceSelection and Over-Sampling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 601

Ireneusz Czarnowski and Piotr Jędrzejowicz

Intelligent Modeling and Simulation Approaches for RealWorld Systems

Gender-based Insights into the Fundamental Diagramof Pedestrian Dynamics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 613

Rudina Subaih, Mohammed Maree, Mohcine Chraibi, Sami Awad,and Tareq Zanoon

Active Redundancy Allocation in Complex Systems by Using DifferentOptimization Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 625

Petru Cașcaval and Florin Leon

Mining Stock Market Time Series and Modeling Stock Price CrashUsing a Pretopological Framework . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 638

Ngoc Kim Khanh Nguyen, Quang Nguyen, and Marc Bui

A Cognitive Temporal-Causal Network Model of Hormone Therapy . . . . . . . 650S. Sahand Mohammadi Ziabari

Innovations in Intelligent Systems

An Ontology-Based Approach for Preventing Incompatibility Problemsof Quality Requirements During Cloud SLA Establishment . . . . . . . . . . . . . 663

Taher Labidi, Zaineb Sakhrawi, Asma Sellami, and Achraf Mtibaa

Contents – Part I xxv

American Sign Language Recognition:Algorithm and Experimentation System . . . . . . . . . . . . . . . . . . . . . . . . . . . 676

Martyna Lagozna, Milosz Bialczak, Iwona Pozniak-Koszalka,Leszek Koszalka, and Andrzej Kasprzak

SEADer: A Social Engineering Attack Detection Method Based on NaturalLanguage Processing and Artificial Neural Networks . . . . . . . . . . . . . . . . . . 686

Merton Lansley, Nikolaos Polatidis, and Stelios Kapetanakis

Usability Testing of Data Entry Patterns Implemented Accordingto Material Design Guidelines for the Web. . . . . . . . . . . . . . . . . . . . . . . . . 697

Marcin Drygielski, Agnieszka Indyka-Piasecka, Mateusz Piwowarczyk,Zbigniew Telec, Bogdan Trawiński, and Trong Hai Duong

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 713

xxvi Contents – Part I

Contents – Part II

Computational Collective Intelligence and NaturalLanguage Processing

An Empirical Analysis of Moroccan Dialectal User-Generated Text. . . . . . . . 3Ridouane Tachicart and Karim Bouzoubaa

Query Error Correction Algorithm Based on Fusion Sequenceto Sequence Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13

Jianyong Duan, Tianxiao Ji, Mingli Wu, and Hao Wang

Automatic Text Summarization: A New Hybrid Model Based on VectorSpace Modelling, Fuzzy Logic and Rhetorical Structure Analysis . . . . . . . . . 26

Alaidine Ben Ayed, Ismaïl Biskri, and Jean-Guy Meunier

Frequent Itemsets as Descriptors of Textual Records . . . . . . . . . . . . . . . . . . 35Ayoub Bokhabrine, Ismaïl Biskri, and Nadia Ghazzali

Contribution to a New Approach to Analyzing Arabic Words. . . . . . . . . . . . 46Khaireddine Bacha

Named Entity Extraction from Semi-structured Data Using MachineLearning Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58

Madina Mansurova, Vladimir Barakhnin, Yerzhan Khibatkhanuly,and Ilya Pastushkov

Problems of Semantics of Words of the Kazakh Languagein the Information Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 70

Rakhimova Diana and Shormakova Assem

Machine Learning in Real-World Data

Image Preprocessing Techniques for Facial Expression Recognitionwith Canny and Kirsch Edge Detectors . . . . . . . . . . . . . . . . . . . . . . . . . . . 85

Kennedy Chengeta and Serestina Viriri

Violent Vocabulary Extraction Methodology: Application to the RadicalismDetection on Social Media . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97

Amal Rekik, Salma Jamoussi, and Abdelmajid Ben Hamadou

Tuser2: A New Method for Twitter and Youtube Matching Profiles. . . . . . . . 110Atika Mbarek, Salma Jamoussi, and Abdelmajid Ben Hamadou

Classification of the Symbolic Financial Data on the Forex Market . . . . . . . . 122Jan Kozak, Przemysław Juszczuk, and Krzysztof Kania

Deep Learning Models for Time Series Forecasting of Indoor Temperatureand Energy Consumption in a Cold Room . . . . . . . . . . . . . . . . . . . . . . . . . 133

Nédra Mellouli, Mahdjouba Akerma, Minh Hoang, Denis Leducq,and Anthony Delahaye

Discovery of Leaders and Cliques in the Organization Based on SocialNetwork Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 145

Barbara Probierz

MapReduce-Based Convolutional Neural Network for Text Categorization . . . 155Eman Ferjani, Adel Hidri, Minyar Sassi Hidri, and Ali Frihida

Context-Based News Headlines Analysis Using MachineLearning Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167

Shadikur Rahman, Syeda Sumbul Hossain, Saiful Islam,Mazharul Islam Chowdhury, Fatama Binta Rafiq,and Khalid Been Md. Badruzzaman

Distributed Collective Intelligence for Smart Manufacturing

BDI Model of Connected and Autonomous Vehicles . . . . . . . . . . . . . . . . . . 181Inga Rüb and Barbara Dunin-Kȩplicz

Soft Real-Time Systems for Low-Cost Unmanned Ground Vehicle . . . . . . . . 196Adam Ziebinski, Rafal Cupek, Marek Drewniak, and Bartlomiej Wolny

The Cycle Time Determination for a Soft Real-Time System . . . . . . . . . . . . 207Adam Ziebinski, Rafal Cupek, and Damian Grzechca

An OPC UA Machine Learning Server for Automated Guided Vehicle . . . . . 218Rafal Cupek, Łukasz Gólczyński, and Adam Ziebinski

Monitoring of Chronic Arthritis Patients with Wearables - A Reportfrom the Concept Phase . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229

Paweł Mielnik, Krzysztof Tokarz, Dariusz Mrozek, Piotr Czekalski,Marcin Fojcik, Anja Myhre Hjelle, and Mateusz Milik

Quality of Service in Real-Time OPC UA Applications . . . . . . . . . . . . . . . . 239Marcin Fojcik, Rafal Cupek, Adam Ziebinski, Olav Sande,and Martyna Katarzyna Fojcik

Some Solutions for Improving OPC UA Performance . . . . . . . . . . . . . . . . . 249Marcin Fojcik, Olav Sande, Martyna Katarzyna Fojcik,Are Sjåstad Bødal, Tor Erik Haavik, Kristoffer Hjartholm Kalstad,Bjørnar Brask Sittlinger, and Torbjørn Ryland Steinholm

xxviii Contents – Part II

Collective Intelligence for Science and Technology

Clustering Algorithms for Query Expansion Based Information Retrieval . . . . 261Ilyes Khennak, Habiba Drias, Amine Kechid, and Hadjer Moulai

A Software Prototype for Multidimensional Design of Data WarehousesUsing Ontologies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 273

Manel Zekri, Sadok Ben Yahia, and Inès Hilali-Jaghdam

Exploratory Analysis of Collective Intelligence Projects Developed Withinthe EU-Horizon 2020 Framework . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285

Shweta Suran, Vishwajeet Pattanaik, Sadok Ben Yahia,and Dirk Draheim

Framework for Self-adaptation and Decision-Making of Smart Objects . . . . . 297Adil Chekati, Meriem Riahi, and Faouzi Moussa

Adjusting Population Size of Ant Colony System Using FuzzyLogic Controller . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 309

Safae Bouzbita, Abdellatif El Afia, and Rdouan Faizi

Multi-swarm BSO Algorithm with Local Search for Community DetectionProblem in Complex Environment. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321

Youcef Belkhiri, Nadjet Kamel, and Habiba Drias

Intelligent Management Information Systems

The Identification and Creation of Ontologies for the Use in LawEnforcement AI Solutions – MAGNETO Platform Use Case . . . . . . . . . . . . 335

Rafal Kozik, Michal Choras, Marek Pawlicki, Witold Hołubowicz,Dirk Pallmer, Wilmuth Mueller, Ernst-Josef Behmer, Ioannis Loumiotis,Konstantinos Demestichas, Roxana Horincar, Claire Laudy,and David Faure

Route Ontology in Value Recognition of Self-tour Planning Application . . . . 346Daria Hołodnik and Kazimierz Perechuda

The Extended Authentication Process in the Environment of the LaboratoryInformation and Management System . . . . . . . . . . . . . . . . . . . . . . . . . . . . 357

Pavel Blazek and Ondrej Krejcar

Effect of Implementation of the 5S Practices on Working Conditionsand Health of Employees . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 369

Anna Cierniak-Emerych and Robert Golej

Advanced Data Analysis in Multi-site Enterprises. Basic Problemsand Challenges Related to the IT Infrastructure . . . . . . . . . . . . . . . . . . . . . . 383

Helena Dudycz, Paweł Stefaniak, and Paweł Pyda

Contents – Part II xxix

Data Sources for Environmental Life Cycle Costingin Network Organizations. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394

Michał Śnierzyński, Marcin Hernes, Andrzej Bytniewski,Małgorzata Krzywonos, and Jadwiga Sobieska-Karpińska

Artificial Intelligence in Cybersecurity: The Use of AI Alongthe Cyber Kill Chain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 406

Iwona Chomiak-Orsa, Artur Rot, and Bartosz Blaicke

Ontology-Based Representation of Crisis Response Situations. . . . . . . . . . . . 417Walid Bannour, Ahmed Maalel, and Henda Hajjami Ben Ghezala

Software Quality Improvement by Application of a Component-BasedSoftware Meta-Architecture . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 428

Tomasz Skalniak, Artur Rot, and Wieslawa Gryncewicz

Intelligent Sustainable Smart Cities

Real-Time Learning of Power Consumption in Dynamic and NoisyAmbient Environments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 443

Fabrice Crasnier, Jean-Pierre Georgé, and Marie-Pierre Gleizes

Quaternion Entropy to Analysis of Downhill SkiingData - Preliminary Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 455

Agnieszka Szczęsna and Mateusz Janiak

Modelling of Vehicles Movements for the Design of Parking Spaces. . . . . . . 464Miroslava Mikusova and Jamshid Abdunazarov

The Importance of Rehabilitation for Disabled Citizens in SMART Cities . . . 476Libuše Svobodová

Cybersecurity Analysis of IoT Networks . . . . . . . . . . . . . . . . . . . . . . . . . . 488Josef Horalek and Vladimir Sobeslav

Using Wavelet Transformation for Prediction CO2 in Smart Home CareWithin IoT for Monitor Activities of Daily Living . . . . . . . . . . . . . . . . . . . 500

Jan Vanus, Alice Krestanova, Jan Kubicek, Ojan Gorjani,Marek Penhaker, and David Oczka

Integration of Simulation Techniques: System Dynamics and IntelligentAgents Applied to a Case Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 510

Miroslava Mikusova, Mauro Callejas-Cuervo, Helver A. Valero-Bustos,and Andrea C. Alarcón-Aldana

SMART Cities and Applications Used for Communication with Citizensas Part of Sustainable Development: The Czech Local Scene . . . . . . . . . . . . 518

Libuše Svobodová and Dorota Bednarska-Olejniczak

xxx Contents – Part II

New Trends and Challenges in Education: The University 4.0

Ontology-Based Conceptualisation of Text Mining Practice Areasfor Education . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 533

Martina Husáková

Use of Graph Theory for the Representation of Scientific Collaboration . . . . . 543Jared D. T. Guerrero-Sosa, Victor Menendez-Domínguez,María-Enriqueta Castellanos-Bolaños, and Luis F. Curi-Quintal

Learning Ecosystem Ontology with Knowledge Management as a Service . . . 555Ana Muñoz García, Myriam Lamolle, Rodrigo Martinez-Béjar,and Albert Espinal Santana

Modeling a Knowledge-Based System for Cyber-physical Systems:Applications in the Context of Learning Analytics. . . . . . . . . . . . . . . . . . . . 568

Mamadou Lamine Gueye

Internet of Everything and Educational Cyber Physical Systemsfor University 4.0 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 581

Samia Bachir and Angel Abenia

Design of a Web System of Learning Evaluation of Students with VisualDisability by Voice Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 592

Carmen Cerón, Etelvina Archundia, Jorge Fernández,and Carlos Flores

Education + Industry 4.0: Developing a Web Platform for the Managementand Inference of Information Based on Machine Learning for a HydrogenProduction Biorefinery. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 603

Luis A. Rodríguez, Christian J. Vadillo, Jorge R. Gómez,and Ixbalank Torres

Intelligent Processing of Multimedia in Web Systems

Application of an Intelligent Request Distribution Broker in Two-LayerCloud-Based Web System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 617

Krzysztof Zatwarnicki and Anna Zatwarnicka

Real Time Region of Interest Determination and Implementationwith Integral Image . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 629

Frédéric Amiel, Barry Boubacar, Anand Krishnamoorthy,Maria Trocan, and Marc Swynghedauw

Automatic Detection of Play and Break Segments in Basketball VideosBased on the Analysis of the Slope of the Basketball Court Boundary . . . . . . 639

Kazimierz Choroś and Kamil Paruszkiewicz

Contents – Part II xxxi

Public Cloud Kubernetes Storage Performance Analysis. . . . . . . . . . . . . . . . 649Lubos Mercl and Jakub Pavlik

Big Data Streaming, Applications and Security

Exploring Non-Human Traffic in Online Digital Advertisements:Analysis and Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 663

Sawsan Almahmoud, Bassam Hammo, and Bashar Al-Shboul

Applying Supervised Machine Learning to Predict Virtual MachineRuntime for a Non-hyperscale Cloud Provider . . . . . . . . . . . . . . . . . . . . . . 676

Loïc Perennou and Raja Chiky

A Distributed Pollution Monitoring System: The Application of Blockchainto Air Quality Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 688

Cameron Thouati de Tazoult, Raja Chiky, and Valentin Foltescu

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 699

xxxii Contents – Part II