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Advances in Intelligent Systems and Computing 833 Kazimierz Choroś · Marek Kopel Elżbieta Kukla · Andrzej Siemiński Editors Multimedia and Network Information Systems Proceedings of the 11th International Conference MISSI 2018 Advances in Intelligent Systems and Computing Volume 833 Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland e-mail: [email protected] The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as engineering, natural sciences, computer and information science, ICT, economics, business,e-commerce,environment,healthcare,lifesciencearecovered.Thelistoftopicsspansallthe areasofmodernintelligentsystemsandcomputingsuchas:computationalintelligence,softcomputing includingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusionoftheseparadigms, social intelligence, ambient intelligence, computational neuroscience, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming,knowledge-based paradigms,learning paradigms,machineethics,intelligent data analysis, knowledge management, intelligent agents, intelligent decision making and support, intelligentnetworksecurity,trustmanagement,interactiveentertainment,Webintelligenceandmultimedia. Thepublicationswithin“AdvancesinIntelligentSystemsandComputing”areprimarilyproceedings ofimportantconferences,symposiaandcongresses.Theycoversignificantrecentdevelopmentsinthe field,bothofafoundationalandapplicablecharacter.Animportantcharacteristicfeatureoftheseriesis theshortpublicationtimeandworld-widedistribution.Thispermitsarapidandbroaddisseminationof researchresults. AdvisoryBoard Chairman NikhilR.Pal,IndianStatisticalInstitute,Kolkata,India e-mail:[email protected] Members RafaelBelloPerez,UniversidadCentral“MartaAbreu”deLasVillas,SantaClara,Cuba e-mail:[email protected] EmilioS.Corchado,UniversityofSalamanca,Salamanca,Spain e-mail:[email protected] HaniHagras,UniversityofEssex,Colchester,UK e-mail:[email protected] LászlóT.Kóczy,SzéchenyiIstvánUniversity,Győr,Hungary e-mail:[email protected] VladikKreinovich,UniversityofTexasatElPaso,ElPaso,USA e-mail:[email protected] Chin-TengLin,NationalChiaoTungUniversity,Hsinchu,Taiwan e-mail:[email protected] JieLu,UniversityofTechnology,Sydney,Australia e-mail:[email protected] PatriciaMelin,TijuanaInstituteofTechnology,Tijuana,Mexico e-mail:[email protected] NadiaNedjah,StateUniversityofRiodeJaneiro,RiodeJaneiro,Brazil e-mail:[email protected] NgocThanhNguyen,WroclawUniversityofTechnology,Wroclaw,Poland e-mail:[email protected] JunWang,TheChineseUniversityofHongKong,Shatin,HongKong e-mail:[email protected] Moreinformationaboutthisseriesathttp://www.springer.com/series/11156 ś Kazimierz Choro Marek Kopel (cid:129) ż ń El bieta Kukla Andrzej Siemi ski (cid:129) Editors Multimedia and Network Information Systems Proceedings of the 11th International Conference MISSI 2018 123 Editors Kazimierz Choroś ElżbietaKukla Faculty of Computer Science Faculty of Computer Science andManagement andManagement Wrocław University of Science Wrocław University of Science andTechnology andTechnology Wrocław,Poland Wrocław,Poland MarekKopel Andrzej Siemiński Faculty of Computer Science Faculty of Computer Science andManagement andManagement Wrocław University of Science Wrocław University of Science andTechnology andTechnology Wrocław,Poland Wrocław,Poland ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-3-319-98677-7 ISBN978-3-319-98678-4 (eBook) https://doi.org/10.1007/978-3-319-98678-4 LibraryofCongressControlNumber:2018950645 ©SpringerNatureSwitzerlandAG2019 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart of 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 transmission orinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilar methodologynowknownorhereafterdeveloped. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfrom therelevantprotectivelawsandregulationsandthereforefreeforgeneraluse. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authorsortheeditorsgiveawarranty,expressorimplied,withrespecttothematerialcontainedhereinor for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictionalclaimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The volume consists of the Proceedings of the 11th International Conference on Multimedia&NetworkInformationSystems(MISSI2018)heldduringSeptember 12–14,2018,inWrocław,Poland.TheConferencewasorganizedbytheWrocław University of Science and Technology. The Conference ran under the patronage of the Committee of Informatics of the Polish Academy of Sciences, Wrocław Scientific Society, Forum of IT Companies, and Polish Information Processing Society. The MISSI Conferences have already obtained the status of a well-recognized andrespectedbiennialevent.Theyspannowovertheperiodofmorethan20years. ManyparticipantsarefrequentguestsoftheConference.Theyhavetheopportunity toseehowtheresearchareaevolves,newtopicsareraised,andsomeoldaremuch advancedasitisexemplifiedbytaskslikespeech,face,orhandwritingrecognition. Not long ago they were hot research topics, and now they are embedded in com- mercial products. The 11th edition marks a new opening for the Conference. For the first time, it included the 6th International Workshop on Computational Intelligence for Multimedia Understanding, and additionally four special sessions were organized. The keynote lectures were given by three outstanding scientists, and the sum- maries of their lectures are included in the Proceedings. The organizers succeeded oncemoreingatheringagreatnumberofscientistsfromallacrossEuropeandwell beyond. Fromallsubmissions,theEditorialBoardhasselected58paperswiththehighest qualityfororalpresentationandpublicationintheProceedings.Mostofthepapers focus on applying different AI methods to multimedia or natural language pro- cessing. Many papers have the distinct practical trait. They describe and evaluate some experimental systems. There is no shortage of papers of a theoretical nature. The volume consists of eight chapters: 1) Multimedia Systems 2) Web Systems and Network Technologies v vi Preface 3) Natural Language Processing and Information Retrieval 4) Computational Intelligence for Multimedia Understanding 5) Accessing Multilingual Information and Opinions 6) Intelligent Audio Processing 7) Innovations in Web Technologies 8) Video Game Development Methods and Technologies. Thefirstchapterincludespapersonthebroadtopicofmultimediasystems.Itis presented at various levels of processing. The papers on low-level processing addresstopicslikelinearcompressionofblurryphotographsorestimationofnoise in digital images. At the other end of the spectrum, we have got a paper that proposesaconceptofvisualknowledgerepresentation.Inbetween,therearepapers on such up-to-date areas as video summarization, using the virtual assistant as a communicationchannelforroadtrafficsituation,andanalyzingtheaccuracyofthe methodsoffuzzyclusteringofimages.Agroupofpapersdealswithhuman-related issues: sign language recognition and tracking human upper limb motion. The second chapter offers a large number of papers that explore the data available on the Internet and the novel technologies used to process them. It goes withoutsayingtheyapplyrecenttechniquesoriginatingfrombigdataandartificial intelligence. A picture may be worth a thousand words, but a natural language isunbeatable whenitgoesaboutpreciseconveyingofinformation.TheInternetspansthewhole world and is therefore inherently multilingual. The papers collected in the third chapter discuss various aspects of natural language processing such as word sense disambiguation, measuring the efficiency of machine translation, or stylometry. The next chapter is devoted to the computational intelligence for multimedia understanding. This is a diverse area of study, and it has papers, e.g., on deep learningapproachtohumanosteosarcomacelldetectionandclassification,ahybrid CNN approach for single image depth estimation, or detection of suspicious accounts on Twitter using Word2Vec and sentiment analysis. The accessing multilingual information and opinions chapter concentrates upon the different aspects of summarization problem. It does not stop at the more tra- ditional work such as speech-to-cross-lingual text summarization but goes well beyond that and evaluates, e.g., multimedia content summarization algorithms. The intelligent audio processing chapter is very much technically oriented. It presents among others advanced techniques for spectral and cepstral feature extraction techniques for phoneme modeling or the selection of features for mul- timodal vocalic segment classification. The papers from the innovations in Web technologies part have a distinctive human touch. They propose a multimedia platform for the Mexican cultural her- itage, dealing with the visualization of big data from Polish digital libraries or recognition of the pathology of the human movement with the use of mobile technology and machine learning. Preface vii Thevideogamesectionisnotonlyaboutgamingperseasitcontainssuchtopics as accident prevention during immersion in virtual reality or wide field of view projection using rasterization. OurspecialthanksgototheProgramChairs,SpecialSessionChair,Organizing Chairs, Publicity Chairs for their work for the Conference. We sincerely thank all the members of the International Program Committee for their valuable efforts in thereviewprocess,whichhelpedustoguaranteethehighestqualityoftheselected papers for the MISSI Conference. We cordially thank the organizers and chairs of special sessions who contributed to the success of the Conference. Wewouldliketoexpressourthankstothekeynotespeakers:AlbertodelBimbo from University of Florence in Italy, Bogusław Cyganek from AGH University of Science and Technology in Poland, and Andrzej Czyżewski from Gdańsk University of Technology in Poland for their world-class plenary speeches. Wewishtothank themembers oftheOrganizing Committeefor theirexcellent work and for their considerable effort. We cordially thank all the authors for their valuablecontributions and the other participants of this Conference. The Conference would not have been possible without their support. ThepaceofprogressinthefieldofMultimediaandInternetInformationSystems everincreasesandsodoestheneedforanup-to-dateaccountofthecurrentworkin the area. The editors of the volume will be pleased if the Proceedings will provide in the researches with the results of current work done at other universities. At the same time, we hope that they would be a source of an inspiration for a new generationofscientificworksanditwillpromptthemtodevotetheirtimeandeffort to uphold the progress of research on the area. These were our goals. If we achieve them, it will be the best reward for our efforts. Kazimierz Choroś Marek Kopel Elżbieta Kukla Andrzej Siemiński Organization General Chair Kazimierz Choroś Wrocław University of Science and Technology, Poland Steering Committee Kazimierz Choroś Wrocław University of Science and Technology, Poland Grzegorz Dobrowolski AGH University of Science and Technology, Poland Dosam Hwang Yeungnam University, Republic of Korea Czesław Jędrzejek Poznań University of Technology, Poland Janusz Kacprzyk Polish Academy of Sciences, Poland Ngoc Thanh Nguyen Wrocław University of Science and Technology, Poland Toyoaki Nishida Kyoto University, Japan Maria Pietruszka University of Łódź, Poland Gottfried Vossen University of Münster, Germany Special Session Chair Andrzej Siemiński Wrocław University of Science and Technology, Poland ix x Organization Organizing Chair Elżbieta Kukla Wrocław University of Science and Technology, Poland Publicity Chairs Bernadetta Maleszka Wrocław University of Science and Technology, Poland Marek Kopel Wrocław University of Science and Technology, Poland Keynote Speakers Alberto del Bimbo University of Florence, Italy Bogusław Cyganek AGH University of Science and Technology, Poland Andrzej Czyżewski Gdańsk University of Technology, Poland Main Track and Special Session International Program Committee Reza Andrea STMIK Widya Cipta Dharma, Indonesia Edoardo Ardizzone University of Palermo, Italy Remigiusz Baran Kielce University of Technology, Poland László Bokor Budapest University of Technology and Economics, Hungary Tiago Jose de Carvalho Federal Institute of Education, Science and Technology of Sao Paulo, Brazil Yusra Chabchoub ISEP, BILab, France Raja Chiky ISEP, BILab, France Kazimierz Choroś Wrocław University of Science and Technology, Poland Rozenn Dahyot Trinity College Dublin, Ireland Ivanoe De Falco ICAR – CNR, Italy Dominique Fohr University of Lorraine, France Michal Grega AGH University of Science and Technology, Poland Michal Haindl Institute of Information Theory and Automation of the CAS, Czech Republic Zbigniew Huzar Wrocław University of Science and Technology, Poland

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