ICT Innovations 2020. Machine Learning and Applications: 12th International Conference, ICT Innovations 2020, Skopje, North Macedonia, September 24–26, 2020, Proceedings

246 Pages·2020·14.753 MB·English

by  Vesna Dimitrova, Ivica Dimitrovski

Vesna Dimitrova
Ivica Dimitrovski (Eds.)
Communications in Computer and Information Science 1316
ICT Innovations 2020
Machine Learning and Applications
12th International Conference, ICT Innovations 2020
Skopje, North Macedonia, September 24–26, 2020
Proceedings
Communications
in Computer and Information Science 1316
Commenced Publication in 2007
Founding and Former Series Editors:
Simone Diniz Junqueira Barbosa, Phoebe Chen, Alfredo Cuzzocrea,
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Editorial Board Members
Joaquim Filipe
Polytechnic Institute of Setúbal, Setúbal, Portugal
Ashish Ghosh
Indian Statistical Institute, Kolkata, India
Igor Kotenko
St. Petersburg Institute for Informatics and Automation of the Russian
Academy of Sciences, St. Petersburg, Russia
Raquel Oliveira Prates
Federal University of Minas Gerais (UFMG), Belo Horizonte, Brazil
Lizhu Zhou
Tsinghua University, Beijing, China
More information about this series at http://www.springer.com/series/7899
Vesna Dimitrova Ivica Dimitrovski (Eds.)
(cid:129)
ICT Innovations 2020
Machine Learning and Applications
12th International Conference, ICT Innovations 2020
–
Skopje, North Macedonia, September 24 26, 2020
Proceedings
123
Editors
Vesna Dimitrova Ivica Dimitrovski
University Ss. Cyril andMethodius University Ss. Cyril andMethodius
Skopje, NorthMacedonia Skopje, NorthMacedonia
ISSN 1865-0929 ISSN 1865-0937 (electronic)
Communications in Computer andInformation Science
ISBN 978-3-030-62097-4 ISBN978-3-030-62098-1 (eBook)
https://doi.org/10.1007/978-3-030-62098-1
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Preface
The ICT Innovations conference series, organized by the Macedonian Society of
Information and Communication Technologies (ICT-ACT) is one of the leading
international conferences in the region that serves as a platform for presenting novel
ideasandfundamentaladvancesinthefieldsofcomputerscienceandengineering.The
12th ICT Innovations 2020 conference that brought together academics, students, and
industrial practitioners, was held online from September 24–26, 2020.
The focal point for this year’s conference was machine learning and applications.
The need for machine learning is ever growing due to the increased pervasiveness of
data analysis tasks in almost every area of life, including business, science, and
technology. Not only is the pervasiveness of data analysis tasks increasing, but so is
their complexity. These tasks usually need to handle massive datasets which can be
partially labeled. The datasets can have many input and output dimensions, streaming
atveryhighrates.Furthermore,thedatacanbeplacedinaspatio-temporalornetwork
context.
Machine learning is continuously unleashing its power in a wide range of appli-
cations including marketing, e-commerce, software systems, networking, telecommu-
nications, banking, finance, economics, social science, computer vision, speech
recognition,naturallanguageprocessing,robotics,biology,transportation,healthcare,
and medicine. The information explosion has resulted in the collection of massive
amountsofdata.Thisamountofdata,coupledwiththerapiddevelopmentofprocessor
power and computer parallelization, has made it possible to build different predictive
models. These predictive models can study and analyze complex data in various
application areas to discover relationships in data to inspire insights and create
opportunities, identify anomalies and solve problems, anticipate outcomes, and make
better decisions.
Some of these topics were brought to the forefront of the ICT Innovations 2020
conference.Thisbookpresentsaselectionofpaperspresentedattheconferencewhich
contributedtothediscussionsonvariousaspectsofmachinelearningandapplications.
The conference gathered 146 authors from 14 countries reporting their scientific work
andsolutionsinICT.Only18paperswereselectedforthiseditionbytheInternational
Program Committee, consisting of 163 members from 45 countries, chosen for their
scientific excellence in their specific fields.
We would like to express our sincere gratitude to the invited speakers for their
inspirational talks, to the authors for submitting their work and sharing their most
recent research, and the reviewers for providing their expertize during the selection
process. Special thanks go to Bojana Koteska and Monika Simjanovska for the tech-
nical preparation of the conference proceedings.
September 2020 Vesna Dimitrova
Ivica Dimitrovski
Organization
Conference and Program Chairs
Vesna Dimitrova Ss. Cyril and Methodius University, North Macedonia
Ivica Dimitrovski Ss. Cyril and Methodius University, North Macedonia
Program Committee
Jugoslav Achkoski General Mihajlo Apostolski Military Academy,
North Macedonia
Nevena Ackovska Ss. Cyril and Methodius University, North Macedonia
Syed Ahsan Technische Universität Graz, Austria
Marco Aiello University of Groningen, The Netherlands
Zahid Akhtar University of Memphis, USA
Luis Alvarez Sabucedo Universidade de Vigo, Spain
Ljupcho Antovski Ss. Cyril and Methodius University, North Macedonia
Goce Armenski Ss. Cyril and Methodius University, North Macedonia
Hrachya Astsatryan National Academy of Sciences of Armenia, Armenia
Tsonka Baicheva Bulgarian Academy of Science, Bulgaria
Verica Bakeva Ss. Cyril and Methodius University, North Macedonia
Valentina Emilia Balas Aurel Vlaicu University of Arad, Romania
Antun Balaz Institute of Physics Belgrade, Serbia
Lasko Basnarkov Ss. Cyril and Methodius University, North Macedonia
Slobodan Bojanic Universidad Politécnica de Madrid, Spain
Dragan Bosnacki EindhovenUniversityofTechnology,TheNetherlands
Torsten Braun University of Bern, Switzerland
Andrej Brodnik University of Ljubljana, Slovenia
Serhat Burmaoglu Izmir Katip Çelebi University, Turkey
Francesc Burrull Universidad Politécnica de Cartagena, Spain
Ioanna Chouvarda Aristotle University of Thessaloniki, Greece
Betim Cico Epoka University, Albania
Emmanuel Conchon Institut de Recherche en Informatique de Toulouse,
France
Ivan Corbev Ss. Cyril and Methodius University, North Macedonia
Marilia Curado University of Coimbra, Portugal
Robertas Damasevicius Kaunas University of Technology, Lithuania
Ashok Kumar Das IIIT Hyderabad, India
Danco Davcev Ss. Cyril and Methodius University, North Macedonia
Antonio De Nicola ENEA, Italy
Aleksandra Dedinec Ss. Cyril and Methodius University, North Macedonia
Domenica D’Elia Institute for Biomedical Technologies, Italy
Boris Delibašić University of Belgrade, Serbia
viii Organization
Vesna Dimitrievska Ss. Cyril and Methodius University, North Macedonia
Ristovska
Vesna Dimitrova Ss. Cyril and Methodius University, North Macedonia
Ivica Dimitrovski Ss. Cyril and Methodius University, North Macedonia
Salvatore Distefano University of Messina, Italy
Milena Djukanovic University of Montenegro, Montenegro
Martin Drlik Constantine the Philosopher University, Slovakia
Saso Dzeroski Jožef Stefan Institute, Slovenia
Tome Eftimov Stanford University, USA, and Jožef Stefan Institute,
Slovenia
Suliman Mohamed Fati INTI International University, Malaysia
Christian Fischer Pedersen Aarhus University, Denmark
Kaori Fujinami Tokyo University of Agriculture and Technology,
Japan
Slavko Gajin University of Belgrade, Serbia
Ivan Ganchev University of Limerick, Ireland, and Plovdiv
University, Bulgaria
Todor Ganchev Technical University of Varna, Bulgaria
Amjad Gawanmeh University of Dubai, UAE
Ilche Georgievski University of Groningen, The Netherlands
Sonja Gievska Ss. Cyril and Methodius University, North Macedonia
Hristijan Gjoreski Ss. Cyril and Methodius University, North Macedonia
Dejan Gjorgjevikj Ss. Cyril and Methodius University, North Macedonia
Rossitza Goleva Technical University of Sofia, Bulgaria
Abel Gomes University of Beira Interior, Portugal
Sasho Gramatikov Ss. Cyril and Methodius University, North Macedonia
Andrej Grgurić Ericsson Nikola Tesla, Croatia
David Guralnick International E-Learning Association, France
Marjan Gushev Ss. Cyril and Methodius University, North Macedonia
Elena Hadzieva University of Information Science and Technology,
St. Paul the Apostle, North Macedonia
Violeta Holmes University of Huddersfield, UK
Fu Shiung Hsieh Chaoyang University of Technology, Taiwan
Ladislav Huraj Ss. Cyril and Methodius University, Slovakia
Hieu Trung Huynh Industrial University of Ho Chi Minh City, Vietnam
Sergio Ilarri University of Zaragoza, Spain
Natasha Ilievska Ss. Cyril and Methodius University, North Macedonia
Ilija Ilievski Graduate School for Integrative Sciences and
Engineering, Singapore
Boro Jakimovski Ss. Cyril and Methodius University, North Macedonia
Smilka Janeska-Sarkanjac Ss. Cyril and Methodius University, North Macedonia
Metodija Jancheski Ss. Cyril and Methodius University, North Macedonia
Aleksandar Jevremović Singidunum University, Serbia
Mile Jovanov Ss. Cyril and Methodius University, North Macedonia
Milos Jovanovik Ss. Cyril and Methodius University, North Macedonia
Vacius Jusas Kaunas University of Technology, Lithuania
Organization ix
Slobodan Kalajdziski Ss. Cyril and Methodius University, North Macedonia
Kalinka Kaloyanova University of Sofia, Bulgaria
Ivan Kitanovski Ss. Cyril and Methodius University, North Macedonia
Mirjana Kljajic Borstnar University of Maribor, Slovenia
Dragi Kocev Jožef Stefan Institute, Slovenia
Margita Kon-Popovska Ss. Cyril and Methodius University, North Macedonia
Magdalena Kostoska Ss. Cyril and Methodius University, North Macedonia
Bojana Koteska Ss. Cyril and Methodius University, North Macedonia
Petra Kralj Novak Jožef Stefan Institute, Slovenia
Andrea Kulakov Ss. Cyril and Methodius University, North Macedonia
Arianit Kurti Linnaeus University, Sweden
Petre Lameski Ss. Cyril and Methodius University, North Macedonia
Sanja Lazarova-Molnar University of Southern Denmark, Denmark
Hwee San Lim University of Science, Malaysia
Suzana Loshkovska Ss. Cyril and Methodius University, North Macedonia
José Machado Da Silva University of Porto, Portugal
Ana Madevska Bogdanova Ss. Cyril and Methodius University, North Macedonia
Gjorgji Madjarov Ss. Cyril and Methodius University, North Macedonia
Ninoslav Marina University of Science and Technology,
St. Paul the Apostole, North Macedonia
Smile Markovski Ss. Cyril and Methodius University, North Macedonia
Marcin Michalak Silesian University of Technology, Poland
Hristina Mihajloska Ss. Cyril and Methodius University, North Macedonia
Aleksandra Mileva Goce Delčev University of Štip, North Macedonia
Biljana Mileva Boshkoska Faculty of Information Studies in Novo Mesto,
Slovenia
Georgina Mirceva Ss. Cyril and Methodius University, North Macedonia
Miroslav Mirchev Ss. Cyril and Methodius University, North Macedonia
Igor Mishkovski Ss. Cyril and Methodius University, North Macedonia
Kosta Mitreski Ss. Cyril and Methodius University, North Macedonia
Pece Mitrevski University St. Clement of Ohrid, North Macedonia
Irina Mocanu University POLITEHNICA of Bucharest, Romania
Ammar Mohammed Cairo University, Egypt
Andreja Naumoski Ss. Cyril and Methodius University, North Macedonia
Ivana Ognjanovic University of Donja Gorica, Montenegro
Pance Panov Jožef Stefan Institute, Slovenia
Marcin Paprzycki Polish Academy of Sciences, Poland
Dana Petcu West University of Timisoara, Romania
Konstantinos Petridis Hellenic Mediterranean University, Greece
Matus Pleva Technical University of Košice, Slovakia
Vedran Podobnik University of Zagreb, Croatia
Florin Pop University POLITEHNICA of Bucharest, Romania
Zaneta Popeska Ss. Cyril and Methodius University, North Macedonia
Aleksandra Ss. Cyril and Methodius University, North Macedonia
Popovska-Mitrovikj
Marco Porta University of Pavia, Italy
x Organization
Rodica Potolea Technical University of Cluj-Napoca, Romania
Ustijana Rechkoska University of Science and Technology,
Shikoska North Macedonia
Manjeet Rege University of St. Thomas, USA
Miriam Reiner Technion - Israel Institute of Technology, Israel
Pance Ribarski Ss. Cyril and Methodius University, North Macedonia
Blagoj Ristevski University St. Clement of Ohrid, North Macedonia
Sasko Ristov University of Innsbruck, Austria
David Šafránek Masaryk University, Czech Republic
Jatinderkumar Saini Narmada College of Computer Application, India
Simona Samardjiska Radboud University, The Netherlands
Snezana Savoska University St. Clement of Ohrid, North Macedonia
Loren Schwiebert Wayne State University, USA
Bryan Scotney Ulster University, UK
Gjorgji Strezoski University of Amsterdam, The Netherlands
Osman Ugur Sezerman Acibadem University, Turkey
Vladimir Siládi Matej Bel University, Slovakia
Josep Silva Universitat Politècnica de València, Spain
Manuel Silva INESC TEC, Portugal
Nikola Simidjievski Jožef Stefan Institute, Slovenia
Monika Simjanoska Ss. Cyril and Methodius University, North Macedonia
Ana Sokolova University of Salzburg, Austria
Michael Sonntag Johannes Kepler University Linz, Austria
Dejan Spasov Ss. Cyril and Methodius University, North Macedonia
Riste Stojanov Ss. Cyril and Methodius University, North Macedonia
Milos Stojanovic College of Applied Technical Sciences in Nis, Serbia
Dario Stojanovski LMU Munich, Germany
Biljana Stojkoska Ss. Cyril and Methodius University, North Macedonia
Stanimir Stoyanov Plovdiv University, Bulgaria
Biljana Tojtovska Ss. Cyril and Methodius University, North Macedonia
Dimitar Trajanov Ss. Cyril and Methodius University, North Macedonia
Ljiljana Trajkovic Simon Fraser University, Canada
Vladimir Trajkovik Ss. Cyril and Methodius University, North Macedonia
Denis Trcek University of Ljubljana, Slovenia
Christophe Trefois University of Luxembourg, Luxembourg
Kire Trivodaliev Ss. Cyril and Methodius University, North Macedonia
Katarina Trojacanec Ss. Cyril and Methodius University, North Macedonia
Zlatko Varbanov University of Veliko Tarnovo, Bulgaria
Goran Velinov Ss. Cyril and Methodius University, North Macedonia
Mitko Veta EindhovenUniversityofTechnology,TheNetherlands
Elena Vlahu-Gjorgievska University of Wollongong, Australia
Boris Vrdoljak University of Zagreb, Croatia
Wibowo Santoso Central Queensland University, Australia
Shuxiang Xu University of Tasmania, Australia
Malik Yousef Zefat Academic College, Israel
Wuyi Yue Konan University, Japan