Advances in Networked-Based Information Systems978-3-030-57811... · 2020. 8. 19. · The series “Advances in Intelligent Systems and Computing” contains publications on theory,

Advances in Intelligent Systems and Computing

Volume 1264

Series Editor

Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,Warsaw, Poland

Advisory Editors

Nikhil R. Pal, Indian Statistical Institute, Kolkata, India

Rafael Bello Perez, Faculty of Mathematics, Physics and Computing,Universidad Central de Las Villas, Santa Clara, Cuba

Emilio S. Corchado, University of Salamanca, Salamanca, Spain

Hani Hagras, School of Computer Science and Electronic Engineering,University of Essex, Colchester, UK

László T. Kóczy, Department of Automation, Széchenyi István University,Gyor, Hungary

Vladik Kreinovich, Department of Computer Science, University of Texasat El Paso, El Paso, TX, USA

Chin-Teng Lin, Department of Electrical Engineering, National ChiaoTung University, Hsinchu, Taiwan

Jie Lu, Faculty of Engineering and Information Technology,University of Technology Sydney, Sydney, NSW, Australia

Patricia Melin, Graduate Program of Computer Science, Tijuana Instituteof Technology, Tijuana, Mexico

Nadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro,Rio de Janeiro, Brazil

Ngoc Thanh Nguyen , Faculty of Computer Science and Management,Wrocław University of Technology, Wrocław, Poland

Jun Wang, Department of Mechanical and Automation Engineering,The Chinese University of Hong Kong, Shatin, Hong Kong

The series “Advances in Intelligent Systems and Computing” contains publicationson theory, applications, and design methods of Intelligent Systems and IntelligentComputing. Virtually all disciplines such as engineering, natural sciences, computerand information science, ICT, economics, business, e-commerce, environment,healthcare, life science are covered. The list of topics spans all the areas of modernintelligent systems and computing such as: computational intelligence, soft comput-ing including neural networks, fuzzy systems, evolutionary computing and the fusionof these paradigms, social intelligence, ambient intelligence, computational neuro-science, artificial life, virtual worlds and society, cognitive science and systems,Perception and Vision, DNA and immune based systems, self-organizing andadaptive systems, e-Learning and teaching, human-centered and human-centriccomputing, recommender systems, intelligent control, robotics and mechatronicsincluding human-machine teaming, knowledge-based paradigms, learning para-digms, machine ethics, intelligent data analysis, knowledge management, intelligentagents, intelligent decision making and support, intelligent network security, trustmanagement, interactive entertainment, Web intelligence and multimedia.

The publications within “Advances in Intelligent Systems and Computing” areprimarily proceedings of important conferences, symposia and congresses. Theycover significant recent developments in the field, both of a foundational andapplicable character. An important characteristic feature of the series is the shortpublication time and world-wide distribution. This permits a rapid and broaddissemination of research results.

** Indexing: The books of this series are submitted to ISI Proceedings,EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink **

More information about this series at http://www.springer.com/series/11156

Leonard Barolli • Kin Fun Li •

Tomoya Enokido • Makoto TakizawaEditors

Advancesin Networked-BasedInformation SystemsThe 23rd International Conferenceon Network-Based Information Systems(NBiS-2020)

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EditorsLeonard BarolliDepartment of Information andCommunication Engineering,Faculty of Information EngineeringFukuoka Institute of TechnologyFukuoka, Japan

Tomoya EnokidoFaculty of Business AdministrationRissho UniversityTokyo, Japan

Kin Fun LiDepartment of Electricaland Computer EngineeringUniversity of VictoriaVictoria, BC, Canada

Makoto TakizawaDepartment of Advanced SciencesHosei UniversityTokyo, Japan

ISSN 2194-5357 ISSN 2194-5365 (electronic)Advances in Intelligent Systems and ComputingISBN 978-3-030-57810-7 ISBN 978-3-030-57811-4 (eBook)https://doi.org/10.1007/978-3-030-57811-4

© Springer Nature Switzerland AG 2021This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or partof the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations,recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmissionor information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodology now known or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in thispublication does not imply, even in the absence of a specific statement, that such names are exempt fromthe relevant protective 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 thisbook are believed to be true and accurate at the date of publication. Neither the publisher nor theauthors or the editors give a warranty, expressed or implied, with respect to the material containedherein or for any errors or omissions that may have been made. The publisher remains neutral with regardto jurisdictional claims in published 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

Welcome Message from NBiS SteeringCommittee Co-chairs

Welcome to the 23rd International Conference on Network-Based InformationSystems (NBiS-2020), which will be held at University of Victoria, Victoria,Canada, from 31 August to 2 September 2020.

The main objective of NBiS is to bring together scientists, engineers andresearchers from both network systems and information systems with the aim ofencouraging the exchange of ideas, opinions and experiences between these twocommunities.

NBiS started as a workshop and was held for 12 years together with DEXAInternational Conference as one of the oldest among DEXA Workshops. Theworkshop was very successful, and in 2009 edition the NBiS was held at IUPUI,Indianapolis, USA, as an independent International Conference supported by manyinternational volunteers. In following years, the NBiSs was held in Takayama, Gifu,Japan (2010), Tirana, Albania (2011), Melbourne, Australia (2012), Gwangju,Korea (2013), Salerno, Italy (2014), Taipei, Taiwan (2015), Ostrava, CzechRepublic (2016), Toronto, Canada (2017), Bratislava, Slovakia (2018) and Oita,Japan (2019).

In this edition of NBiS, many papers were submitted from all over the world.They were carefully reviewed, and only high-quality papers will be presentedduring conference days.

Many volunteer people have kindly helped us to prepare and organizeNBiS-2020. We would like to thank general co-chairs, program co-chairs, work-shops co-chairs, organizing committee members, program committee members andother volunteers for their great help and support. We have special thanks also tofinance chair and web administrator co-chairs. Finally, we thank the local organi-zation team at University of Victoria, Canada, for their good arrangements.

We do hope that you will enjoy the conference and have a good time in Victoria,Japan.

Leonard BarolliMakoto Takizawa

NBiS Steering Committee Co-chairs

v

Welcome Message from NBiS-2020 GeneralCo-chairs

We would like to welcome you to the 23rd International Conference onNetwork-Based Information Systems (NBiS-2020), which will be held atUniversity of Victoria, Victoria, Canada, from 31 August to 2 September 2020.

It is our honour to chair this prestigious conference, as one of the importantconferences in the field. Extensive international participation, coupled with rigorouspeer reviews, has made this an exceptional technical conference. The technicalprogram and workshops add important dimensions to this event. We hope that youwill enjoy each and every component of this event and benefit from interactionswith other attendees.

Since its inception, NBiS has attempted to bring together people interested ininformation and networking, in areas that range from the theoretical aspects to thepractical design of new network systems, distributed systems, multimedia systems,Internet/web technologies, mobile computing, intelligent computing,pervasive/ubiquitous networks, dependable systems, semantic services, grid, P2Pand scalable computing. For NBiS-2020, we have continued these efforts as novelnetworking concepts emerge and new applications flourish.

The organization of an international conference requires the support and help ofmany people. A lot of people have helped and worked hard for a successfulNBiS-2020 technical program and conference proceedings. First, we would like tothank all the authors for submitting their papers. We are indebted to track co-chairs,program committee members and reviewers who carried out the most difficult workof carefully evaluating the submitted papers.

We would like to give our special thanks to Prof. Leonard Barolli and Prof.Makoto Takizawa the chairs of the steering committee for giving us the opportunityto hold this conference and for their guidance on organizing the conference. Wewould like to thank program co-chairs and workshops co-chairs for their excellent

vii

work. We would like to express our great appreciation to our keynote speakers foraccepting our invitation as keynote speakers of NBiS-2020.

We hope that you have an enjoyable and productive time during this conference.

Kin Fun LiTomoya Enokido

NBiS-2020 General Co-chairs

viii Welcome Message from NBiS-2020 General Co-chairs

Welcome Message from NBiS-2020 ProgramCommittee Co-chairs

Welcome to the 23rd International Conference on Network-Based InformationSystems (NBiS-2020), which will be held at University of Victoria, Victoria,Canada, from 31 August to 2 September 2020.

The purpose of NBiS conference is to bring together developers and researchersto share ideas and research work in the emerging areas of network and informationsystems.

The contributions included in the proceedings of NBiS-2020 cover all aspectsof theory, design and application of computer networks and information systems.There are many topics of information networking such as cloud computing, wire-less sensor networks, ad hoc networks, peer-to-peer systems, grid computing, socialnetworking, multimedia systems and applications, security, distributed and parallelsystems and mobile computing.

The organization of an International Conference requires the support and help ofmany people. First, we would like to thank all authors for submitting their papers.We would like to thank all track chairs and program committee members, whocarried out the most difficult work of carefully evaluating the submitted papers.

We would like to give special thanks to Prof. Leonard Barolli and Prof. MakotoTakizawa the chairs of the steering committee of NBiS for their strong encour-agement, guidance, insights and for their effective coordination of conferenceorganization. We would like to greatly thank general co-chairs for their greatsupport and invaluable suggestions to make the conference a very successful event.

We hope you will enjoy the conference.

Michael McGuireLidia Ogiela

Naohiro HayashibaraNBiS-2020 Program Committee Co-chairs

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NBiS-2020 Organizing Committee

General Co-chairs

Kin Fun Li University of Victoria, CanadaTomoya Enokido Rissho University, Japan

Program Committee Co-chairs

Michael McGuire University of Victoria, CanadaLidia Ogiela Pedagogical University of Cracow, PolandNaohiro Hayashibara Kyoto Sangyo University, Japan

Workshop Co-chairs

Fayez Gebali University of Victoria, CanadaTomoyuki Ishida Fukuoka Institute of Technology, JapanChuan-Yu Chang National Yunlin University of Science

and Technology, Taiwan

Award Co-chairs

Markus Aleksy ABB AG, GermanyWenny Rahayu La Trobe University, AustraliaIsaac Woungang Ryerson University, Canada

Publicity Co-chairs

Mihai Sima University of Victoria, CanadaMinoru Uehara Toyo University, Japan

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David Taniar Monash University, AustraliaArjan Durresi IUPUI, USA

International Liaison Co-chairs

Ilamparithi ThirumaraiChelvan

University of Victoria, Canada

Farookh Hussain University Technology Sidney, AustraliaMarek Ogiela AGH University of Science and Technology,

PolandHiroaki Kikuchi Meiji University, Japan

Local Arrangement Co-chairs

Marina Ibrishimova University of Victoria, CanadaNarges Attarmoghaddam University of Victoria, Canada

Finance Chair

Makoto Ikeda Fukuoka Institute of Technology, Japan

Web Administrator Co-chairs

Kevin Bylykbashi Fukuoka Institute of Technology, JapanDonald Elmazi Fukuoka Institute of Technology, JapanMiralda Cuka Fukuoka Institute of Technology, Japan

Steering Committee Co-chairs

Leonard Barolli Fukuoka Institute of Technology, JapanMakoto Takizawa Hosei University, Japan

Track Areas and PC Members

Track 1: Mobile and Wireless Networks

Track Co-chairs

Tetsuya Shigeyasu Prefectural University of Hiroshima, JapanVamsi Krishna Paruchuri University of Central Arkansas, USAMakoto Ikeda Fukuoka Institute of Technology, Japan

xii NBiS-2020 Organizing Committee

PC Members

Nobuyoshi Sato Iwate Prefectural University, JapanKanunori Ueda Kochi University of Technology, JapanMasaaki Yamanaka Japan Coast Guard Academy, JapanTakuya Yoshihiro Wakayama University, JapanTomoya Kawakami Nara Institute of Science and Technology, JapanMasaaki Noro Fujitsu Laboratory, JapanAdmir Barolli Aleksander Moisiu University of Durresi,

AlbaniaKeita Matsuo Fukuoka Institute of Technology, JapanElis Kulla Okayama University of Science, JapanNoriki Uchida Fukuoka Institute of Technology, JapanArjan Durresi IUPUI, USASriram Chellappan University of South Florida (USF), USA

Track 2: Internet of Things and Big Data

Track Co-chairs

Nik Bessis Edge Hill University, UKChun-Wei Tsai National Ilan University, TaiwanPatrick Hung University of Ontario Institute of Technology,

Canada

PC Members

Ella Perreira Edge Hill University, UKSergio Toral University of Seville, SpainStelios Sotiriadis Birkbeck University of London, UKEleana Asimakopoulou Hellenic National Defence College, GreeceXiaolong Xu University of Posts & Telecommunications,

ChinaKevin Curran Ulster University, UKKamen Kanev Shizuoka University, JapanShih-Chia Huang National Taipei University of Technology,

TaiwanJorge Roa UTN Santa Fe, ArgentinaAlvaro Joffre Uribe Universidad Militar Nueva Granada, ColombiaMarcelo Fantinato University of Sao Paulo, BrazilMarco Zennaro Wireless and T/ICT4D Laboratory, ItalyPriyanka Rawat University of Avignon, FranceFrancesco Piccialli University of Naples Federico II, ItalyChi-Yuan Chen National Ilan University, Taiwan

NBiS-2020 Organizing Committee xiii

Track 3: Cloud, Grid and Service Oriented Computing

Track Co-chairs

Ciprian Dobre Polytechnic University of Bucharest, RomaniaOlivier Terzo LINKS Foundation, ItalyMuhammad Younas Oxford Brookes University, UK

PC Members

Zia Rehman COMSATS University Islamabad, PakistanWalayat Hussain University of Technology, Sydney, AustraliaFarookh Hussain University of Technology, Sydney, NorwayAdil Hammadi Sultan Qaboos University, Oman, NorwayRui Pais University of Stavanger, NorwayRaymond Hansen Purdue University, USAAntorweep Chakravorty University of Stavanger, NorwayRui Esteves National Oilwell Varco, NorwayConstandinos

X. MavromoustakisUniversity of Nicosia, Cyprus

Ioan Salomie Technical University of Cluj-Napoca, Romania,Romania

George Mastorakis Technological Educational Institute of Crete,Greece

Sergio L. Toral Marín University of Seville, SpainMarc Frincu West University of Timisoara, RomaniaAlexandru Costan IRISA/INSA Rennes, FranceXiaomin Zhu National University of Defense Technology,

ChinaRadu Tudoran Huawei, Munich, GermanyMauro Migliardi University of Padua, ItalyHarold Castro Universidad de Los Andes, ColombiaAndrea Tosatto Open-Xchange, GermanyRodrigo Calheiros Western Sydney University, Australia

Track 4: Multimedia and Web Applications

Track Co-chairs

Takahiro Uchiya Nagoya Institute of Technology, JapanTomoyuki Ishida Fukuoka Institute of Technology, JapanNobuo Funabiki Okayama University, Japan

xiv NBiS-2020 Organizing Committee

PC Members

Shigeru Fujita Chiba Institute of Technology, JapanYuka Kato Tokyo Woman’s Christian University, JapanYoshiaki Kasahara Kyushu University, JapanRihito Yaegashi Kagawa University, JapanKazunori Ueda Kochi University of Technology, JapanRyota Nishimura Keio University, JapanShohei Kato Nagoya Institute of Technology, JapanShinsuke Kajioka Nagoya Institute of Technology, JapanAtsuko Muto Nagoya Institute of Technology, JapanKaoru Sugita Fukuoka Institute of Technology, JapanNoriyasu Yamamoto Fukuoka Institute of Technology, Japan

Track 5: Ubiquitous and Pervasive Computing

Track Co-chairs

Chi-Yi Lin Tamkang University, TaiwanElis Kulla Okayama University of Science, JapanIsaac Woungang Ryerson University, Canada

PC Members

Jichiang Tsai National Chung Hsing University, TaiwanChang Hong Lin National Taiwan University of Science

and Technology, TaiwanMeng-Shiuan Pan Tamkang University, TaiwanChien-Fu Cheng Tamkang University, TaiwanAng Chen University of Pennsylvania, USASanti Caballe Open University of Catalonia, SpainEvjola Spaho Polytechnic University of Tirana, AlbaniaMakoto Ikeda Fukuoka Institute of Technology, JapanDonald Elmazi Fukuoka Institute of Technology, Japan

Track 6: Network Security and Privacy

Track Co-chairs

Takamichi Saito Meiji University, JapanSriram Chellappan University of South Florida, USAFeilong Tang Shanghai Jiao Tong University, China

NBiS-2020 Organizing Committee xv

PC Members

Satomi Saito Fujitsu Laboratories, JapanKazumasa Omote Univesity of Tsukuba, JapanKoji Chida NTT, JapanHiroki Hada NTT Security (Japan) KK, JapanHirofumi Nakakouji Hitachi, Ltd., JapanNa Ruan Shanghai Jiaotong University, ChinaChunhua Su Osaka University, ChinaKazumasa Omote University of Tsukuba, JapanToshihiro Yamauchi Okayama University, JapanMasakazu Soshi Hiroshima City University, JapanBagus Santoso The University of Electro-Communications,

JapanLaiping Zhao Tianjin University, ChinaJingyu Hua Nanjing University, ChinaXiaobo Zhou Tianjin University, ChinaYuan Zhan Nanjing University, ChinaYizhi Ren Hangzhou Dianzi University, ChinaArjan Durresi IUPUI, USAVamsi Krishna Paruchuri University of Central Arkansas, USA

Track 7: Database, Data Mining and Semantic Computing

Track Co-chairs

Wendy K. Osborn University of Lethbridge, CanadaEric Pardade La Trobe University, AustraliaAkimitsu Kanzaki Shimane University, Japan

PC Members

Asm Kayes La Trobe University, AustraliaRonaldo dos Santos Mello Universidade Federal de Santa Catarina, BrazilSaqib Ali Sultan Qaboos University, OmanHong Quang Nguyen Ho Chi Minh City International University,

VietnamIrena Holubova Charles University Prague, Czech RepublicPrakash Veeraraghavan La Trobe University, AustraliaCarson Leung University of Manitoba, CanadaMarwan Hassani Aachen University, GermanyTomoki Yoshihisa Osaka University, JapanTomoya Kawakami NAIST, JapanAtsushi Takeda Tohoku Gakuin University, JapanYoshiaki Terashima Soka University, JapanYuuichi Teranishi NICT, Japan

xvi NBiS-2020 Organizing Committee

Jackie Rice University of Lethbridge, CanadaYllias Chali University of Lethbridge, CanadaJohn Zhang University of Lethbridge, Canada

Track 8: Network Proctocols and Applications

Track Co-chairs

Irfan Awan University of Bradford, UKSanjay Kuamr Dhurandher NSIT, University of Delhi, IndiaHsing-Chung Chen Asia University, Taiwan

PC Members

Samia Loucif ALHOSN University, UAEAbdelhamid Mammeri Ottawa University Ontario, CanadaJun He University of New Brunswick, CanadaPeyman Kabiri University of Science and Technology, IranChen Chen University of Texas, USAAhmed Abdelgawad Central Michigan University, USAWael Elmedany University of Bahrain, BahrainBehrouz Maham School of Electrical and Computer Engineering,

IranRubem Pereira Liverpool John Moores University, UKCarlos Juiz University of the Balearic Islands, SpainFaheem Ahmed Thompson Rivers University, CanadaPaulo Gil FCT-UNL, PortugalMichael Mcguire University of Victoria, CanadaSteven Guan Xian Jiatong-Liverpool University, ChinaGregorio Romero Universidad Politecnica de Madrid, SpainAmita Malik Deenbandhu Chhotu Ram University of Science

and Technology, IndiaMayank Dave NIT, Kurukshetra, IndiaVinesh Kumar University of Delhi, IndiaR. K. Pateriya MANIT, Bhopal, IndiaHimanshu Aggarwal Punjabi University, IndiaNeng-Yih Shih Asia University, TaiwanYeong-Chin Chen Asia University, TaiwanHsi-Chin Hsin National United University, TaiwanMing-Shiang Huang Asia University, TaiwanChia-Cheng Liu Asia University, TaiwanChia-Hsin Cheng National Formosa University Yunlin County,

TaiwanTzu-Liang Kung Asia University, TaiwanGene Shen Asia University, Taiwan

NBiS-2020 Organizing Committee xvii

Jim-Min Lin Feng Chia University, TaiwanChia-Cheng Liu Asia University, TaiwanYen-Ching Chang Chung Shan Medical University, TaiwanShu-Hong Lee Chienkuo Technology University, TaiwanHo-Lung Hung Chienkuo Technology University, TaiwanGwo-Ruey Lee Lung-Yuan Research Park, TaiwanLi-Shan Ma Chienkuo Technology University, TaiwanChung-Wen Hung National Yunlin University of Science

& Technology University, TaiwanYung-Chen Chou Asia University, TaiwanChen-Hung Chuang Asia University, TaiwanJing-Doo Wang Asia University, TaiwanJui-Chi Chen Asia University, TaiwanYoung-Long Chen National Taichung University of Science

and Technology, Taiwan

Track 9: Intelligent and Cognitive Computing

Track Co-chairs

Lidia Ogiela Pedagogical University of Cracow, PolandFarookh Hussain University of Technology Sydney, AustraliaHae-Duck Joshua Jeong Korean Bible University, Korea

PC Members

Yiyu Yao University of Regina, CanadaDaqi Dong University of Memphis, USAJan Platoš VŠB Technical University of Ostrava,

Czech RepublicPavel Krömer VŠB Technical University of Ostrava,

Czech RepublicUrszula Ogiela AGH University of Science and Technology,

PolandJana Nowaková VŠB Technical University of Ostrava,

Czech RepublicHoon Ko Chosun University, KoreaChang Choi Chosun University, KoreaGangman Yi Gangneung-Wonju National University, KoreaWooseok Hyun Korean Bible University, KoreaHsing-Chung Jack Chen Asia University, TaiwanJong-Suk Ruth Lee KISTI, KoreaHyun Jung Lee Yonsei University, KoreaJi-Young Lim Korean Bible University, KoreaOmar Hussain UNSW Canberra, Australia

xviii NBiS-2020 Organizing Committee

Saqib Ali Sultan Qaboos University, OmanMorteza Saberi UNSW Canberra, AustraliaSazia Parvin UNSW Canberra, AustraliaWalayat Hussain University of Technology Sydney, Australia

Track 10: Parallel and Distributed Computing

Track Co-chairs

Naohiro Hayashibara Kyoto Sangyo University, JapanDeepali Arora University of Victoria, CanadaBhed Bista Iwate Prefectural University, Japan

PC Members

Kin Fun Li University of Victoria, CanadaKosuke Takano Kanagawa Institute of Technology, JapanMasahiro Ito Toshiba Laboratory, JapanWatheq ElKharashi Ain Shams University, EgyptMartine Wedlake IBM, USAJiahong Wang Iwate Prefectural University, JapanShigetomo Kimura University of Tsukuba, JapanChotipat Pornavalai King Mongkut’s Institute of Technology

Ladkrabang, ThailandDanda B. Rawat Howard University, USAGongjun Yan University of Southern Indiana, USAShu-Shaw Wang Dallas Baptist University, USANaonobu Okazaki Miyazaki University, JapanYoshiaki Terashima Soka University, JapanAtsushi Takeda Tohoku Gakuin University, JapanTomoki Yoshihisa Osaka University, JapanAkira Kanaoka Toho University, JapanFlora Amato University of Naples Federico II, ItalyVincenzo Moscato University of Naples Federico II, ItalyWalter Balzano University of Naples Federico II, ItalyFrancesco Moscato University of Campania Luigi Vanvitelli, ItalyFrancesco Mercaldo Consiglio Nazionale delle Ricerche (CNR), ItalyAlessandra Amato University of Naples Federico II, ItalyFrancesco Piccialli University of Naples Federico II, Italy

NBiS-2020 Organizing Committee xix

NBiS-2020 Reviewers

Ali Khan ZahoorBarolli AdmirBarolli LeonardBista BhedCaballé SantiChang Chuan-YuChellappan SriramChen Hsing-ChungCui BaojiangDi Martino BeniaminoDurresi ArjanEnokido TomoyaFicco MassimoFun Li KinFunabiki NobuoGotoh YusukeHussain FarookhHussain OmarJavaid NadeemJeong JoshuaIkeda MakotoIshida TomoyukiKikuchi HiroakiKohana MasakiKoyama AkioKulla ElisLee KyungroulMatsuo Keita

Nishigaki MasakatsuOgiela LidiaOgiela MarekOkada YoshihiroOmote KazumasaPalmieri FrancescoParuchuri Vamsi KrishnaRahayu WennyRawat DandaShibata YoshitakaSaito TakamichiSato FumiakiSpaho EvjolaSugita KaoruTakizawa MakotoTang FeilongTaniar DavidTerzo OlivierUchida NorikiUchiya TakahiroUehara MinoruVenticinque SalvatoreWang Xu AnWoungang IsaacXhafa FatosYim KangbinYounas Muhammad

xx NBiS-2020 Organizing Committee

NBiS-2020 Keynote Talks

Trustworthy Decision-Making and ArtificialIntelligence

Arjan Durresi

Indiana University Purdue University in Indianapolis,Indianapolis, Indiana, USA

Abstract. Algorithms and computers have been used for a long time in supportingdecision-making in various fields of human endowers. Examples include opti-mization techniques in engineering, statistics in experiment design, modelling ofdifferent natural phenomena and so on. In all such uses of algorithms and com-puters, an essential question has been how much we can trust them, what are thepotential errors of such models, what is the field range of their applicability? Withtime, the algorithms and computers we use have become more powerful and morecomplex, and we call them today as artificial intelligence that includes variousmachine learning and other algorithmic techniques. But the increase of power andcomplexity of algorithms and computers and with extended use of them thequestion of how much we should trust them becomes more crucial. Their com-plexity might hide more potential errors and especially the interdependencies; theirsolution might be difficult to be explained and so on. To deal with these problems,we have developed an evidence and measurement-based trust management system;our system can be used to measure trust in human to human, human to machine andmachine to machine interactions. In this talk, we will introduce our trust system andits validation on real stock market data. Furthermore, we will discuss the use of ourtrust system to build more secure computer systems, filter fake news on socialnetworks and develop better collective decision-making support systems inmanaging natural resources, as well as future potential uses.

Mining and Modeling Regime Shifts for MultipleTime Series Forecasting

Shengrui Wang

University of Sherbrooke, Sherbrooke, Quebec, Canada

Abstract. Time series are a type of time-dependent data found in many fields suchas finance, medicine, meteorology, ecology and utility industry. In such fields, timeseries forecasting is an issue of great importance as it can help predict futureindex/equity values and behavioural changes in a stock market, health trajectoriesof a patient and probabilities of failure events such as death and (re)-hospitalizationand varying electricity consumption of individual households. It also poses sig-nificant theoretical and methodological challenges. One such challenge is identifi-cation and prediction of a regime and regime shifts since most time series models,whether they are linear or nonlinear, work well only within one regime. In this talk,I will introduce our recent work on building a novel framework to model time seriesinteraction and evolution as an ecosystem. The focus of the talk is to show how tomake use of the graph or network structures and community analysis approaches toaccount for interactions or interdependencies between time series. For this purpose,we build a time-evolving network graph from moving window segments of timeseries, where nodes represent time series profiles and links correspond to similaritybetween the time series. By using a community detection algorithm, we discovercommunities displaying similar behaviours, or regimes, and trace the discoveredbehaviours in the form of trajectories of structural changes in these communities.Such changes are considered as behaviour events that may appear, persist or dis-appear w.r.t. a community, reflecting the survival of regimes and abrupt transitionbetween regimes. Using such network structures for modelling the interactionsallows also discovering “relational” features explaining why certain behavioursmay persist longer than others. These relational features, together with behaviourprofiles, constitute input to machine learning models for regime analysis and tra-jectory forecasting. In our work, we tackle the problem of learning regime shifts bymodeling a time-dependent probability of transition between regimes, using a fulltime-dependent Cox regression model. We evaluate the whole approach by testingit on both synthetic and real data sets and compare its performance with that ofstate-of-the-art learning algorithms.

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Contents

Detecting DoS and DDoS Attacks by Using CuSum Algorithmin 5G Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Shih-Ting Chiu and Fang-Yie Leu

A Fuzzy-Based System for Assessment of Available EdgeComputing Resources in a Cloud-Fog-EdgeSDN-VANETs Architecture . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10Ermioni Qafzezi, Kevin Bylykbashi, Phudit Ampririt, Makoto Ikeda,Leonard Barolli, and Makoto Takizawa

Optimization of JavaScript Large-Scale Urban Simulations . . . . . . . . . . 20Maria Patrou, Kenneth B. Kent, and Dane Sheppard

Performance Evaluation of WMN-PSOSA-DGA SimulationSystem Considering Uniform and Chi-Square Client Distributions . . . . 32Admir Barolli, Shinji Sakamoto, Phudit Ampririt, Seiji Ohara,Leonard Barolli, and Makoto Takizawa

Topic-Based Processing Protocol in a Mobile Fog Computing Model . . . 43Takumi Saito, Shigenari Nakamura, Tomoya Enokido,and Makoto Takizawa

The Energy-Efficient Object Replication Scheme by OmittingMeaningless Write Methods in Virtual Machine Environments . . . . . . . 54Tomoya Enokido and Makoto Takizawa

Strategies for Alternate Group Trip Planning Queriesin Location-Based Services . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 64Wendy Osborn and Shahul Shaik

A Cost Analysis of Routing Algorithms in Pedestrian-Based DelayTolerant Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77Tomoyuki Sueda and Naohiro Hayashibara

xxvii

Secure Cognitive Protocols for Data Fusionin Transformative Computing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 89Lidia Ogiela, Makoto Takizawa, and Urszula Ogiela

A Dynamic Network-Based Fog Computing Modelfor Energy-Efficient IoT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 94Yinzhe Guo, Takumi Saito, Shigenari Nakamura, Tomoya Enokido,and Makoto Takizawa

Requirements for Trustworthy Artificial Intelligence – A Review . . . . . 105Davinder Kaur, Suleyman Uslu, and Arjan Durresi

Optimal Number of MOAP Robots for WMNs Using Elbow Theory . . . 116Kenshiro Mitsugi, Atushi Toyama, Keita Matsuo, and Leonard Barolli

An Area-Efficient FPGA Implementation of a Real-Time BinaryObject Detection System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 127Narges Attarmoghaddam and Kin Fun Li

Consideration of the Cloud Type Virtual Policy Based NetworkManagement Scheme for the Whole Internet . . . . . . . . . . . . . . . . . . . . . 140Kazuya Odagiri, Shogo Shimizu, and Naohiro Ishii

The Antikythera Framework: A Novel Design Approachfor Accommodating a Large Number of Web Services . . . . . . . . . . . . . 151Toshihiko Yamakami, Shunsuke Kirino, and Masaki Takahashi

An Ensemble Deep Learning Technique to Detect COVID-19Misleading Information . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 163Mohamed K. Elhadad, Kin Fun Li, and Fayez Gebali

Community Mining and Cross-Community Discovery in OnlineSocial Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 176Belkacem Chikhaoui, Jean Marie Tshimula, and Shengrui Wang

Address Usage Estimation Based on Bitcoin Traffic Behavior . . . . . . . . 188Hiroki Matsumoto, Shusei Igaki, and Hiroaki Kikuchi

Comparison of OAuth/OpenID Connect Security in Americaand Japan . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 200Takamichi Saito, Satoshi Shibata, and Tsubasa Kikuta

Enhanced Secure Comparison Schemes UsingHomomorphic Encryption . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 211Lihua Wang, Tushar Kanti Saha, Yoshinori Aono, Takeshi Koshiba,and Shiho Moriai

The Trade-Off Between the False-Positive Ratio and the AttackCost of Slow HTTP DoS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225Tetsuya Hirakawa and Toyoo Takata

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Malware Detection Using Machine Learning Models . . . . . . . . . . . . . . . 238Glaucio H. S. Carvalho, Isaac Woungang, Alagan Anpalagan, Issa Traore,and Leonard Barolli

A Performance Evaluating Simulation for PSO Algorithmby Applying Traceroute Feature . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 247Hsing-Chung Chen, Agung Mulyo Widodo, Bambang Irawan,Cahya Damarjati, and Aristophane Nshimiyimana

Considerations for Using DPDK in a HypervisorVirtual Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261Souta Kawahara and Atsushi Kanai

The Bloom Clock to Characterize Causality in Distributed Systems . . . . 269Ajay D. Kshemkalyani and Anshuman Misra

CySec: Cybersecurity Review Program for Professionals in Japan . . . . 280Yoshio Kakizaki, Ryoichi Sasaki, Tomohide Okochi, and Hiroshi Yasuda

Proposal of a Perimeter Line Management Method for Fogand Edge Computing with SDP Concept . . . . . . . . . . . . . . . . . . . . . . . . 290Shigeaki Tanimoto, Yuzuka Sato, Prajak Chertchom, Hiroyuki Sato,and Atsushi Kanai

Trusted Records Scheme in Scene Investigation . . . . . . . . . . . . . . . . . . . 303Yitao Yang, Yubao Wu, and Xu An Wang

Energy-Efficient Migration of Virtual Machines . . . . . . . . . . . . . . . . . . . 309Naomichi Noaki, Takumi Saito, Dilawaer Duolikun, Tomoya Enokido,and Makoto Takizawa

An Opportunistic Communication Protocol to Reduce EnergyConsumption of Nodes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 320Nanami Kitahara, Shigenari Nakamura, Takumi Saito, Tomoya Enokido,and Makoto Takizawa

A Scheduling Method for Division-Based Broadcasting ConsideringConsumption Rate of Multiple Videos . . . . . . . . . . . . . . . . . . . . . . . . . . 327Yusuke Gotoh and Kanto Nishino

Improvement and Evaluation of a Function for Tracingthe Diffusion of Classified Information on KVM . . . . . . . . . . . . . . . . . . 338Hideaki Moriyama, Toshihiro Yamauchi, Masaya Sato,and Hideo Taniguchi

A Continuous Media Data Broadcasting Model for OrbitingBase Stations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 350Tomoki Yoshihisa, Yusuke Gotoh, and Akimitsu Kanzaki

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A Method for Displaying Puncture Information in CT-GuidedPuncture Assistance System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 359Yusuke Gotoh, Manoka Yamashita, Koji Sakai, and Koji Masui

An Integrated Online Learning Approach Usinga Smartphone-Based Active Learning System and a Web VideoOn-Demand System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 369Noriyasu Yamamoto

Effects of Early Update Cost in Cloud Object Storage Scheduling . . . . . 375Titipat Sukhvibul and Juggapong Natwichai

Construction and Application of Online and Offline MixedTeaching Mode Under the Background of “Internet + Education” . . . . . 382Ke Wang, Shuguang Liu, and Xiaofeng Zhang

Robust Speaker Recognition Based on Stacked Auto-encoders . . . . . . . 390Zhifeng Wang, Chunyan Zeng, Surong Duan, Hongjie Ouyang,and Hongmin Xu

A Portal for Air Pollution Mitigation for Northern Thailand . . . . . . . . . 400Rattapol Pornprasit, Methasit Pengmatchaya, Waranya Mahanan,Paskorn Champrasert, and Juggapong Natwichai

A Comparison of Thai Sentence Boundary Detection ApproachesUsing Online Product Review Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . 405Pree Thiengburanathum

Implementation of a Mixed Reality Space Interior Layout Systemby Gesture Operation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 413Tomoyuki Ishida and Kazuma Iwama

Predicted Viewer System of Road State Based on Crowd IoTSensing Toward Autonomous EV Driving . . . . . . . . . . . . . . . . . . . . . . . 422Yositaka Shibata, Akira Sakuraba, Yoshikazu Arai, Goshi Sato,and Noriki Uchida

Construction of Information Presentation Environment WhereVarious Objects Talk Using Multiple IoT Speakers . . . . . . . . . . . . . . . . 432Tetsuro Ogi, Keita Enomoto, Shohei Akita, Toshifumi Miyahashi,Takehito Akima, and Takumi Sano

Implementation of a Traditional Craft Presentation System UsingSmart Glass and Augmented Reality . . . . . . . . . . . . . . . . . . . . . . . . . . . 440Tomoyuki Ishida and Yuki Sanefuji

Field Experiment on Cognitive Wireless V2X CommunicationOver High-Speed WLAN . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 450Akira Sakuraba, Goshi Sato, Noriki Uchida, and Yoshitaka Shibata

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Application of Fuzzy Logic for Event Evaluation in WSANs . . . . . . . . . 461Donald Elmazi, Miralda Cuka, Makoto Ikeda, Keita Matsuo,Leonard Barolli, and Makoto Takizawa

Performance Evaluation of VegeCare Tool for PotatoDisease Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 470Natwadee Ruedeeniraman, Makoto Ikeda, and Leonard Barolli

Effect of Parasitic Coil on Communication Performanceon Table Type 13.56 MHz RFID Reader . . . . . . . . . . . . . . . . . . . . . . . . 479Kiyotaka Fujisaki and Yuki Yoshigai

Wavelength Tuning of Output Optical Signal Through ResonantFilter for WDM System by Periodic Structure Composedof Silica Glass . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 488Hiroshi Maeda and Naoki Higashinaka

A Grading System of Pot-Phalaenopsis Orchid Using YOLO-V3Deep Learning Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 498Yi-Wei Chang, Yu-Kai Hsiao, Chien-Chuan Ko, Rong-Show Shen,Wei-Yang Lin, and Keng-Pei Lin

Effect of Network Slice Duration for 5G Wireless Networks:A Fuzzy-Based Admission Control System ConsideringSoftware-Defined Network Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . 508Phudit Ampririt, Seiji Ohara, Makoto Ikeda, Keita Matsuo,Leonard Barolli, and Makoto Takizawa

Proposal of Container Management Mechanismon Multi-agent Framework . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 518Yafei Zhou, Takahiro Uchiya, and Ichi Takumi

Development of Indoor Evacuation Training SystemUsing VR HMD . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 528Takahiro Uchiya and Ichi Takumi

Dialogbook: Simple e-Portfolio System for InternationalCommunication Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 538Jun Iio and Shigenori Wakabayashi

A Practical Implementation of Searchable Encrypted AuditLogging System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 549Yasuhiro Ohtaki and Kenta Togashi

Another HTML5 Implementation of Web-Com for EmbeddingChalk Annotations and Talk Voices into HTML Documents . . . . . . . . . 560Koki Maruyama, Yasuhiro Ohtaki, Michitoshi Niibori,Tatsuhiro Yonekura, and Masaru Kamada

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Recovering Lost Connection for Web Browser Network . . . . . . . . . . . . 567Masaki Kohana, Shinji Sakamoto, and Shusuke Okamoto

A Web-Based Attendance Management System with NFCSeat Identifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 576Kohei Takahashi, Michitoshi Niibori, and Masaru Kamada

Preliminary Experiment for Location Tracking from CameraImage Using CNN . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 582Shiori Kawakami, Shinji Sakamoto, and Shusuke Okamoto

A Proposal of Children Learning System to Promote Self-directedChoosing of Learning Tasks and Analysis of Learning Datain a Programming Classroom . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 590Yoshihiro Kawano and Yuka Kawano

An Environment for Computer Programming Classes UnderCOVID-19 Situation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 600Shusuke Okamoto, Shinji Sakamoto, and Masaki Kohana

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 609

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