Smart Innovation, Systems and Technologies 321 Cristian Ciurea Paul Pocatilu Florin Gheorghe Filip Editors Education, Research and Business Technologies Proceedings of 21st International Conference on Informatics in Economy (IE 2022) 123 Smart Innovation, Systems and Technologies Volume 321 Series Editors Robert J. Howlett, Bournemouth University and KES International, Shoreham-by-Sea, UK Lakhmi C. Jain, KES International, Shoreham-by-Sea, UK The Smart Innovation, Systems and Technologies book series encompasses the topics of knowledge, intelligence, innovation and sustainability. The aim of the series is to make available a platform for the publication of books on all aspects of single and multi-disciplinary research on these themes in order to make the latest results avail- able in a readily-accessible form. Volumes on interdisciplinary research combining two or more of these areas is particularly sought. The series covers systems and paradigms that employ knowledge and intelligence in a broad sense. Its scope is systems having embedded knowledge and intelligence, which may be applied to the solution of world problems in industry, the environment and the community. It also focusses on the knowledge-transfer methodologies and innovation strategies employed to make this happen effectively. The combination of intelligent systems tools and a broad range of applications introduces a need for a synergy of disciplines from science, technology, business and the humanities. The series will include conference proceedings, edited collections, monographs, handbooks, reference books, and other relevant types of book in areas of science and technology where smart systems and technologies can offer innovative solutions. High quality content is an essential feature for all book proposals accepted for the series. It is expected that editors of all accepted volumes will ensure that contributions are subjected to an appropriate level of reviewing process and adhere to KES quality principles. Indexed by SCOPUS, EI Compendex, INSPEC, WTI Frankfurt eG, zbMATH, Japanese Science and Technology Agency (JST), SCImago, DBLP. All books published in the series are submitted for consideration in Web of Science. · · Cristian Ciurea Paul Pocatilu Florin Gheorghe Filip Editors Education, Research and Business Technologies Proceedings of 21st International Conference on Informatics in Economy (IE 2022) Editors Cristian Ciurea Paul Pocatilu Bucharest University of Economic Studies Bucharest University of Economic Studies Bucharest, Romania Bucharest, Romania Florin Gheorghe Filip Romanian Academy Bucharest, Romania ISSN 2190-3018 ISSN 2190-3026 (electronic) Smart Innovation, Systems and Technologies ISBN 978-981-19-6754-2 ISBN 978-981-19-6755-9 (eBook) https://doi.org/10.1007/978-981-19-6755-9 © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2023 This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part 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 or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the 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 this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore Preface The volume contains a selection of papers presented at the 21st International Confer- ence on Informatics in Economy (IE 2022) entitled Education, Research and Business Technologies, which was held in Bucharest, Romania, in a hybrid format, on May 26th, 2022. The IE conference has a quite long tradition. Its first edition was organized in 1993 by the Bucharest University of Economic Studies (ASE) in collaboration with academics of the Institut National des Sciences Appliquées (INSA) de Lyon, France, as an event meant to stimulate the exchange of ideas and scientific results in the context of new evolutions in Romania. While, in the period 1993–2011, the confer- ence has been initially organized in odd years since 2012, IE has become an annual event. The International Conference on Informatics in Economy was, in the early 90s, one of the first scientific events in this thematic domain ever held in Romania and, over years, has gained international scientific recognition. At the national level, it remains one of the most important scientific events that gather the entire Romanian Economic Informatics community. Many of the papers presented at the conference have been quality works and, consequently, the volumes of the 11th to 16th editions were indexed by ISI Thomson Reuters as ISI Proceedings. In 2021, Springer accepted to publish the proceedings The IE 2021 conference proceedings were published under the title Education, Research and Business Technologies in the book series, named Smart Innovation, Systems and Technologies, led by Profs. Robert Howlett and Lakhmi C. Jain. The 21st edition of the conference promoted research results in Business Informatics and related Computer Science topics such as: . Machine learning theory and applications; . Data science, big data management, processing, and analytics; . Smart cities and sustainable communities; . IoT management and integration with utilities; . Cloud, distributed and parallel, cloud and sky computing; . Cybersecurity; v vi Preface . Mobile-embedded and multimedia solutions; . Platform economy; . Quantitative economics; . Enterprise and business solutions; . E-Society, E-Government and E-Education The programme included three keynote speeches and 37 regular papers grouped into five sections. Many papers reflected the international cooperation research works and were authored by researchers from 12 countries (Brazil, Bulgaria, China, Finland, Greece, Italy, Republic of Moldova, New Zeeland, Norway, Romania, Russia, and Switzerland). A number of 43 regular manuscripts were submitted for evaluation and 37 papers were accepted by the International Programme Committee. A number of 29 final versions of the accepted papers are included in the four parts of the volume: 1. Cloud, Distributed and Parallel Computing, IoT, Mobile-Embedded and Multi- media Solutions (five papers); 2. E-Society, Enterprise and Business Solutions, Smart Cities and Sustainable Communities, E-Society, E-Government and E-Education (six papers); 3. Big Data Management, Processing and Analytics, Machine Learning Theory and Applications (ten papers); 4. Quantitative Economics (eight papers). This volume can be useful for researchers, consultants, and postgraduate students in Computer science and design, Business informatics, Economics, and Management. The editors are grateful to Springer for accepting to publish the proceedings of IE conference in the Advances in Intelligent Systems and Computing series, and ensuring a high-quality technical version of the volume. Special thanks are due to Prof. J. Lakhmi C. Jain for permanent guidance, and the technical assistance of Maniarasan Gandhi from Springer in the book producing is also acknowledged. Bucharest, Romania Cristian Ciurea June 2022 Paul Pocatilu Florin Gheorghe Filip Contents Part I Cloud, Distributed and Parallel Computing, IoT, Mobile-Embedded and Multimedia Solutions 1 Microservices as a Key Enabler of a Cloud Native Architecture .... 3 Corneliu Barbulescu 2 The Importance of Security and Safety in a Smart City ........... 11 Robert-Ionu¸tVa˘ta˘s¸oiu, Ra˘zvan-Alexandru Bra˘tulescu, Sorina-Andreea Mitroi, Mari-Anais Sachian, Ana-Maria Tudor, and Andreea-Geanina Vintila˘ 3 Cyber Range Technology Stack Review .......................... 25 IonutLatesand Ca˘ta˘lin Boja , , 4 IoT Security Challenges for Smart Homes ....................... 41 Nicolae-Gabriel Vasilescu, Paul Pocatilu, and Mihai Doinea 5 An Overview of Security Issues in Smart Contracts on the Blockchain ............................................. 51 Ojog Silviu Part II E-society, Enterprise and Business Solutions, Smart Cities and Sustainable Communities, E-society, E-government and E-education 6 Agile Business Systems Development Paradigms—Technological and Human Resource Perspectives .................................................. 67 Marian Stoica, Bogdan Ghilic-Micu, Marinela Mircea, and Panagiotis Sinioros vii viii Contents 7 Identification of Qualitative Weak Signals Coming from Asset Management Working Practices to Feed Forward-Looking Investment Pension Funds Models .............................. 81 Emmanuel Fragnière, Pierre Fischer, Jahja Rrustemi, Nils Tuchschmid, and Olivier Guillot 8 Digital Competences in the Public Sector—Challenges for Universities ................................................ 93 Margarita Bogdanova and Evelina Parashkevova-Velikova 9 Transport System in Bucharest ................................. 105 Vlad-Alexandru Miha˘ila˘ 10 General Characteristics of the Assisted E-Learning System in Computer Sciences .......................................... 117 Madalina Pana and Alin Zamfiroiu 11 E-learning in Romania: An Overview on Software Solutions from Private Initiatives ........................................ 127 Andreea-Cristina Stroe Part III Big Data Management, Processing and Analytics, Machine Learning Theory and Applications 12 Sustainable Communities with Smart Meters. A Statistical Measurement Model to Cope with Electricity Consumers’ Behavior ..................................................... 147 Simona-Vasilica Oprea, Adela Bâra, Jin Xiaolong, Qian Meng, and Lasse Berntzen 13 The Role of Big Data Analytics in Increasing Competitiveness ..... 161 Marian Pompiliu Cristescu, Raluca Andreea Nerisanu, , Dumitru Alexandru Mara, Renate-Martina Polder, and Albert-Attila Keresztesi 14 Blockchain and Smart Contracts for Voting in a University ....... 177 Vlad Diaconita and Maria Georgiana Stoica 15 Using Twitter Data and Lexicon-Based Sentiment Analysis to Study the Attitude Towards Cryptocurrency Market and Blockchain Technology .................................... 187 Denisa Elena Bala and Stelian Stancu 16 Applications that Use Recurrent Neural Networks and Their Impact on People’s Lives ....................................... 199 Ionu¸t-Alexandru Cîmpeanu 17 Modeling the Prices Variation of Agricultural Products on the Stock Market Using Evolutionary Approach ............... 209 Costin Radu Boldea and Bogdan Boldea Contents ix 18 The Trends in Cybersecurity Maturity Models ................... 217 Aurelian Buzdugan and Gheorghe Ca˘pa˘tâna˘ , 19 OracleMachineLearning(OML)FeaturesandaClassification Use Case with OML4SQL and AutoML ......................... 229 Dimitrie-Daniel Pla˘cinta˘ 20 Challenges to Democracy: Attitudes Towards the January 6 Events at the Capitol on Social Media ........................... 243 Erik-Robert Kovacs and Liviu-Adrian Cotfas 21 Web-Based Machine Learning System for Assessing Consumer Behavior ........................................... 257 Denis-Ca˘ta˘lin Arghir Part IV Quantitative Economics 22 From Digital Economy to Global Economy—A Cybernetics Approach ..................................................... 273 IonutNica and Nora Chirita˘ , , 23 Models for Identifying Price Bubbles in the Financial Market: The Science of Buying Cryptocurrency .......................... 289 Nicolae Spa˘taru and Stefan Ionescu , 24 Metrics for Evaluating Classification Algorithms ................. 307 Mihaela Muntean and Florin-Daniel Militaru 25 Big Data and Machine Learning for Different Industry Challenges .................................................... 319 Andreea-Elena Ogrezeanu (Oprea), Georgiana Sta˘nescu (Nicolaie), Andreea-Maria Copa˘ceanu, and Andreea-Alexandra Cîrnaru 26 Interchanging Java–Python Data with Applications in Machine Learning Solutions ................................. 329 Titus Felix Furtuna˘, Claudiu Vinte, and Cosmin Proscanu , 27 Perspectives of Cryptocurrency Price Prediction ................. 343 Crina Anina Bejan, Dominic Bucerzan, and Mihaela Daciana Cra˘ciun 28 Credibilistic Valuation of Merger and Acquisition Targets with Fuzzy Real Options ....................................... 353 Jani Kinnunen and Irina Georgescu