Recent Trends in Computational Sciences: Proceedings of the Fourth Annual International Conference on Data Science, Machine Learning and Blockchain Te
暫譯: 計算科學的最新趨勢：第四屆國際數據科學、機器學習與區塊鏈年會論文集

本書是第四屆國際數據科學、機器學習與區塊鏈技術年會（AICDMB 2023，印度邁索爾，2023年3月16日至17日）研究論文和報告的彙編。書中涵蓋了廣泛的主題，包括數據挖掘、自然語言處理、深度學習、計算機視覺、大數據分析、密碼學、智能合約、去中心化應用程序，以及針對醫療保健、金融和供應鏈管理等各行各業的區塊鏈解決方案。

本書中所呈現的研究論文突顯了數據科學、機器學習和區塊鏈技術的最新進展和實際應用，並提供了對這些領域未來發展方向的見解。本書對於數據科學、機器學習和區塊鏈技術領域的研究人員、學生和專業人士來說，是一個寶貴的資源。

Dr. Gururaj H L is currently working as an Associate Professor in the Department of Information Technology at Manipal Institute of Technology, Bengaluru, India. He holds a Ph.D. Degree in Computer Science and Engineering from Visvesvaraya Technological University, Belagavi 2019. He has 13 years of teaching and research experience at both UG and PG levels. He is a Senior Member of IEEE and ACM. He is the founder of Wireless Internetworking Group (WiNG). Dr. Gururaj was appointed as ACM Distinguish Speaker (2018-2021) by the ACM US council and he is one among 15 speakers across India. He received a YOUNG SCIENTIST AWARD from ITS-SERB, Department of Science & Technology, Government of India in December 2016. He also received the BEST PROJECT GUIDE award consecutively for four years at Malnad College of Engineering, India during 2015, 2016, and 2017. He is an Editorial Board member of various International Journals. He has published more than 75 research articles in peer reviewed and reputed international journals. He has presented more than 30 papers at various international conferences. He worked as a reviewer for various journals and conferences. He also received Best paper awards at various National and International Conferences. He has delivered more than 100 technical talks across the globe. He has honored as Session Chair, Keynote Speaker, TPC member, Advisory committee member at National and International Seminars, Workshops, and Conferences across Globe. He received grants from CSIR and AICTE (Government o India) to organize International Conference. He has International Collaboration with top-notch researchers from the University of Texas, the University of Houston, and many more. His research interests include BlockChain Technology, Cyber Security, Wireless Sensor networks, Ad-hoc networks, IoT, Data Mining, Cloud Computing, and Machine Learning.

Dr. Pooja M R is currently working as Professor and Head in the Department of Computer Science & Engineering at Vidyavardhaka College of Engineering, Mysuru. She has more than 40 research publications in peer reviewed international journals and international conferences. Her research interests include Machine Learning and Artificial Intelligence, Big Data Analytics and Health informatics. She has received appreciation for her multidisciplinary research with substantial contributions in the field of Health Informatics and Artificial Intelligence. She is nominated as Bentham Ambassador from INDIA in recognition of her research in Medical Informatics.She has been selected as Editorial Board Member for various peer reviewed international journals. Besides being honoured as session chair she has been the member of the Technical Program Committee of various international conferences. She has delivered talks as an invited speaker at various international conferences including COPD-2021, CWC-2021, World Conference on Pediatrics and Neonatal Healthcare, Global Conference on Healthcare held in North Macedonia, Turkey, US and UK. She has been a resource person for AICTE sponsored Faculty Development Programmes on both Data Science and Cyber Security.She has been the Speaker on Data Science at Annual International Meet on Women in Data Science -2021.She is a member of various international professional Bodies. She has attended various workshops organized by AICTE for implementation of Outcome Based Education and has been a resource person for the same. As the Program Chair for AICDMB-2023, she was instrumental in planning and organizing the AICTE sponsored Fourth Annual International Conference on Data Science, Machine Learning and Blockchain Technology

Francesco Flammini got with honors his master (2003) and doctoral (2006) degrees in Computer Engineering from the University of Naples Federico II, Italy. He is currently a Full Professor of Computer Science with a focus on Cyber-Physical Systems at Mälardalen University (Sweden) and the Technical Manager of the RAILS EU funded research project about Artificial Intelligence in the railway domain. He has been a Senior Lecturer and the chair of the Cyber-Physical Systems group at Linnaeus University (Sweden). He has worked for 15 years in private and public companies, including Ansaldo STS (now Hitachi Rail) and IPZS (Italian State Mint and Polygraphic Institute), on large international projects addressing intelligent transportation systems, critical infrastructure protection and cybersecurity, as a technical leader and unit head. His most current research interests are about safe autonomous systems and trustworthy AI. He has been an ACM Distinguished Speaker, an IEEE Senior Member, the Chair of the IEEE SMC Technical Committee on Homeland Security. He is also a member of the ERCIM Working Group on Formal Methods for Industrial Critical Systems (FMICS). He has (co)authored 100+ scientific publications and he has served a s a chair, invited speaker, steering/program committee member, and editor for several ACM/IEEE-sponsored international conferences and journals.

Dr. Gururaj H L 目前在印度班加羅爾的Manipal Institute of Technology資訊科技系擔任副教授。他於2019年獲得Visvesvaraya Technological University的計算機科學與工程博士學位。他擁有13年的本科及研究生教學和研究經驗。他是IEEE和ACM的高級會員，也是無線互聯網組（Wireless Internetworking Group, WiNG）的創始人。Dr. Gururaj曾被ACM美國委員會任命為ACM傑出演講者（2018-2021），是印度15位演講者之一。他於2016年12月獲得印度科學與技術部ITS-SERB頒發的青年科學家獎。他在2015、2016和2017年連續四年獲得Malnad College of Engineering的最佳專案指導獎。他是多本國際期刊的編輯委員會成員，已在同行評審的國際期刊上發表超過75篇研究文章，並在各種國際會議上發表超過30篇論文。他曾擔任多個期刊和會議的審稿人，並在各種國內外會議上獲得最佳論文獎。他在全球範圍內進行了超過100場技術演講，並在國內外研討會、工作坊和會議中擔任過會議主席、主題演講者、技術程序委員會成員及顧問委員會成員。他獲得了來自CSIR和AICTE（印度政府）的資助，以組織國際會議。他與德克薩斯大學、休斯頓大學等頂尖研究人員有國際合作。他的研究興趣包括區塊鏈技術、網絡安全、無線感測器網絡、臨時網絡、物聯網、數據挖掘、雲計算和機器學習。

Dr. Pooja M R 目前在印度邁索爾的Vidyavardhaka College of Engineering計算機科學與工程系擔任教授及系主任。她在同行評審的國際期刊和國際會議上發表了超過40篇研究論文。她的研究興趣包括機器學習和人工智慧、大數據分析和健康資訊學。她因在健康資訊學和人工智慧領域的多學科研究而獲得讚譽。她被提名為印度的Bentham大使，以表彰她在醫療資訊學方面的研究。她被選為多本同行評審國際期刊的編輯委員會成員。除了擔任會議主席外，她還是多個國際會議的技術程序委員會成員。她曾作為受邀演講者在多個國際會議上發表演講，包括COPD-2021、CWC-2021、世界兒科與新生兒醫療會議、在北馬其頓、土耳其、美國和英國舉行的全球醫療會議。她曾擔任AICTE贊助的數據科學和網絡安全的教師發展計劃的資源人員。她在2021年女性數據科學年會上擔任數據科學的演講者。她是多個國際專業機構的成員。她參加了AICTE組織的多個工作坊，以實施基於成果的教育，並擔任該計劃的資源人員。作為AICDMB-2023的計劃主席，她在計劃和組織AICTE贊助的第四屆國際數據科學、機器學習和區塊鏈技術會議中發揮了重要作用。

Francesco Flammini 於2003年和2006年分別獲得意大利那不勒斯Federico II大學的計算機工程碩士和博士學位，並以優異成績畢業。他目前是瑞典Mälardalen University的計算機科學全職教授，專注於網絡物理系統，並擔任由歐盟資助的RAILS研究項目的技術經理，該項目涉及鐵路領域的人工智慧。他曾在瑞典Linnaeus University擔任高級講師及網絡物理系統小組的主席。他在私營和公共公司工作了15年，包括Ansaldo STS（現為Hitachi Rail）和IPZS（意大利國家造幣廠和印刷學院），擔任技術領導和單位負責人，參與大型國際項目，涉及智能交通系統、關鍵基礎設施保護和網絡安全。他目前的研究興趣包括安全自主系統和可信的人工智慧。他曾是ACM傑出演講者、IEEE高級會員、IEEE SMC國土安全技術委員會的主席，也是ERCIM工業關鍵系統形式方法工作組（FMICS）的成員。他已（共同）發表超過100篇科學出版物，並在多個ACM/IEEE贊助的國際會議和期刊中擔任主席、受邀演講者、指導/程序委員會成員和編輯。