Data Science and Big Data Analytics: Proceedings of Idba 2025, Volume 2
暫譯: 數據科學與大數據分析：Idba 2025 會議論文集，第二卷

本書收錄了在第五屆國際數據科學與大數據分析會議（IDBA 2025）上發表的高品質研究論文，該會議由印度印多爾的Symbiosis應用科學大學主辦，並與ACM及IEEE計算機學會合作，於2025年6月27日至28日以混合模式舉行。本書討論的主題包括數據科學、人工智慧、機器學習、量子計算、大數據與雲端安全、計算安全、大數據安全、資訊安全、預測、數據分析、數據科學的數學、圖論及其在數據科學中的應用、數據可視化、計算機視覺以及社交網絡的分析。

Durgesh Mishra obtained his Ph.D. in Computer Engineering from DAVV Indore. He worked at IIT Indore as visiting professor. Currently, he is working as a Director and professor Symbiosis University of Applied Science, Indore. He is the Chairman of IEEE Computer Society, Madhya Pradesh Section. He served as national Chairman Computer Society of India for about 5 years and treasurer for about 3 years. He is the Chairman of the ACM Indore chapter. He has published more than 100 peer-reviewed papers with good citations. He supervised 7 PhDs and more than 50 master's students. He has 7 patents granted and 12 published. He was awarded with a Lifetime Achievement award, the international paper presenter award, and the best paper award. He was chairman IEEE Computer Society chapter, Bombay section (2010). He was a consultant to Govt of Madhya Pradesh sales tax and labor departments. He has published 2 books DBMS and C++ programming and edited 15 Books.

Xin-She Yang obtained his DPhil in Applied Mathematics from the University of Oxford. He then worked at Cambridge University and then later at National Physical Laboratory (UK) as a Senior Research Scientist. Now he is Reader at Middlesex University London, and a co-Editor of the Springer Tracts in Nature-Inspired Computing. He is also an elected Fellow of the Institute of Mathematics and its Applications (FIMA, UK) and Fellow of Asian Computational Intelligence Society. He was the IEEE Computational Intelligence Society (CIS) chair for the Task Force on Business Intelligence and Knowledge Management (2015 to 2020). He has published more than 40 books and more than 350 peer-reviewed research papers with more than 95,600 citations. He has been on the prestigious list of most influential researchers or highly-cited researchers (Web of Sciences) for ten consecutive years since 2016.

Dr. Aynur Unal is educated at Stanford University (doctoral advisers were Prof. George Herrmann of Engineering and Prof. Harold Levine of Mathematics). She built a new computational acoustics program from scratch at Stanford University and had worked on noise reduction in various systems including Mac series and Next work stations. She took part in early Silicon Valley startup companies using ultrasound for diagnostics in both machine and human health. She used the first Artificial Neural networks in diagnostics. She was the Chief Technical Architect of www.e2open.com. She developed the secure and private e-services, e-financial systems, e-manufacturing, e-health and e-learning as a member of the Executive Team. In 2010 she became the Dean of Engineering at Ansal University. Advisor to several universities in India, visiting professor at IITG, Guwahati and is an executive Advisor at Stanford Medical School. Her research interests are Secure, Smart and Sustainable Digital Systems and Services.

Prof. Dharm Singh Jat is a Professor of Computer Science and the UNESCO Chairholder on Secure High-performance Computing for Higher Education and Research established at Namibia University of Science and Technology (NUST). He received his Master of Engineering and PhD in Computer Science and Engineering. He has supervised 9 PhD and 27 Master's students, author of more than 200 peer-reviewed articles, and author or editor of more than 20 books and conference proceedings. He has received more than 19 prestigious awards as a Scientist and Engineer. He is a Fellow of The Institution of Engineers and the Fellow of the Computer Society of India. His professional awards include the Eminent Scientist Award, Distinguished Academic Achievement, Eminent Engineering Personality, CSI Chapter Patron and Significant Contribution, Best Faculty Researcher, Best Technical Staff, Outstanding University Service, Distinguished ACM Speaker Award, and IEEE Computer Society DVP Speaker award.

Durgesh Mishra 獲得了印度大學 DAVV Indore 的計算機工程博士學位。他曾在印度理工學院 Indore 擔任訪問教授。目前，他擔任印度 Indore 的 Symbiosis 應用科學大學的主任和教授。他是印度中央邦 IEEE 計算機學會的主席。他曾擔任印度計算機學會的全國主席約 5 年，並擔任財務主管約 3 年。他是 ACM Indore 分會的主席。他已發表超過 100 篇經過同行評審的論文，並獲得良好的引用。他指導了 7 位博士生和超過 50 位碩士生。他擁有 7 項已授權專利和 12 項已發表專利。他獲得了終身成就獎、國際論文發表獎和最佳論文獎。他曾擔任孟買分會 IEEE 計算機學會的主席（2010 年）。他曾擔任中央邦政府銷售稅和勞工部的顧問。他已出版 2 本書《DBMS》和《C++ 程式設計》，並編輯了 15 本書。

Xin-She Yang 獲得牛津大學應用數學的博士學位。隨後，他在劍橋大學工作，之後在英國國家物理實驗室擔任高級研究科學家。現在，他是倫敦邁德塞克斯大學的講師，並擔任 Springer Tracts in Nature-Inspired Computing 的共同編輯。他還是英國數學及其應用學會（FIMA）的當選院士，以及亞洲計算智能學會的院士。他曾擔任 IEEE 計算智能學會（CIS）商業智能和知識管理工作組的主席（2015 至 2020 年）。他已出版超過 40 本書和超過 350 篇經過同行評審的研究論文，引用次數超過 95,600 次。自 2016 年以來，他連續十年入選最具影響力的研究人員或高被引研究人員（Web of Sciences）名單。

Aynur Unal 博士在斯坦福大學接受教育（博士生導師為工程學的 George Herrmann 教授和數學的 Harold Levine 教授）。她在斯坦福大學從零開始建立了一個新的計算聲學計劃，並曾在包括 Mac 系列和 Next 工作站在內的各種系統上進行噪音減少的研究。她參與了早期的矽谷初創公司，使用超聲波進行機器和人類健康的診斷。她在診斷中使用了第一個人工神經網絡。她是 www.e2open.com 的首席技術架構師。作為執行團隊的成員，她開發了安全和私密的電子服務、電子金融系統、電子製造、電子健康和電子學習。2010 年，她成為安薩爾大學的工程學院院長。她是印度幾所大學的顧問，曾擔任印度理工學院 Guwahati 的訪問教授，並在斯坦福醫學院擔任執行顧問。她的研究興趣是安全、智能和可持續的數字系統和服務。

Dharm Singh Jat 教授是計算機科學教授，並擔任納米比亞科技大學（NUST）設立的高等教育和研究安全高效能計算的聯合國教科文組織主席。他獲得了計算機科學與工程的碩士和博士學位。他指導了 9 位博士生和 27 位碩士生，發表了超過 200 篇經過同行評審的文章，並是超過 20 本書籍和會議論文集的作者或編輯。他作為科學家和工程師獲得了超過 19 項著名獎項。他是工程師學會的院士和印度計算機學會的院士。他的專業獎項包括傑出科學家獎、傑出學術成就獎、傑出工程人物獎、CSI 分會贊助人和重大貢獻獎、最佳教學研究者獎、最佳技術人員獎、傑出大學服務獎、傑出 ACM 演講者獎和 IEEE 計算機學會 DVP 演講者獎。