Intelligent Systems: Proceedings of 5th International Conference on Machine Learning, Iot and Big Data (Icmib 2025), Volume 2
暫譯: 智能系統：第五屆國際機器學習、物聯網與大數據會議論文集（ICMIB 2025），第二卷

本書收錄了在2025年4月4日至6日於印度貝漢普爾的Parala Maharaja工程學院計算機科學與工程系舉辦的第五屆國際機器學習、物聯網與大數據會議（ICMIB 2025）上所呈現的最佳研究論文。內容包括來自學術界和業界專家的高品質研究成果，涵蓋機器學習、行動計算、自然語言處理、模糊計算、綠色計算、人機互動、資訊檢索、智能控制、資料探勘與知識發現、演化計算、物聯網及其在智慧環境、智慧健康、智慧城市、無線網路、大數據、雲端計算、商業智慧、網際網路安全、模式識別、健康照護中的預測分析應用、感測器網路與社會感知，以及搜尋技術的統計分析等領域的研究。

Prof. Siba Kumar Udgata is Professor in Computer and Information Sciences at University of Hyderabad, India. He has a Ph.D. in Computer Science in mobile computing and wireless communications and also worked as United Nations Fellow and worked in the UNU/IIST, Macau. His research focus is on wireless communication, mobile computing, intelligent sensors, sensor network algorithms, Internet of Things, and applications. He was Volume Editor for several Springer LNAI, AISC International Conference proceedings, and Associate Editor and Editorial Board Member of IOS Press KES Journal and Elsevier AKCE International Journal of Graphs and Combinatorics. Prof. Udgata has published more than 150 research papers in reputed international journals and conference proceedings. He has worked as Principal Investigator in many Government of India funded research projects mainly for the development of wireless sensor network applications, network security-related applications, and application of swarm intelligence techniques in the cognitive radio network domain.

Dr. Debasis Mohapatra is presently serving as an Assistant Professor in the Department of Computer Science and Engineering at Parala Maharaja Engineering College, Berhampur, under the Government of Odisha. He holds a Ph.D. in graph anonymization and has received several prestigious awards, including the BPUT Faculty Research Award (2022), the UGC NET JRF Award (2012), and the Vice-Chancellor's Silver Medal for academic excellence in M.Tech. (2009). Dr. Mohapatra has contributed extensively to the field through the publication of 45 research papers in renowned conferences and journals. He is currently leading a research project funded by OSHEC. His research interests include privacy-preserving data publishing, machine learning, complex networks, software engineering, and e-governance.

Prof. Srinivas Sethi is Professor in Computer Science Engineering & Application, Indira Gandhi Institute of Technology, Sarang (IGIT, Sarang), India, and has been actively involved in teaching and research since 1997. He did his Ph.D., in routing algorithms in mobile ad hoc network and is continuing his research work in the wireless computing, cloud computing, BCI, Cognitive Science. He is Member of Editorial Board for different journal and Program Committee Member for different international conferences/workshop. He is Book Editor of 8(eight) international conference proceedings published in Springer, and Taylor & Francis. He has published more than 100 (hundred) research papers in international journals and conference proceedings. He completed 8(eight) numbers of research and consultancy project funded by different funding agencies such as DRDO, DST, AICTE, NPIU, and local Govt. office.

Muhammad Ehsan Rana is a highly accomplished academic professional with an extensive background spanning over 20 years in academic management, lecturing, and quality assurance. He holds a PhD in Software Engineering from Universiti Putra Malaysia and possesses additional qualifications including a PGD in Quality Management, an MSc in Mathematics, and a master's degree in computer science. Currently serving as an Associate Professor at the Asia Pacific University of Technology & Innovation (APU) Malaysia, Dr Muhammad Ehsan Rana is responsible for teaching, conducting research, and engaging with industry and professional bodies. His areas of focus include Software Architecture, Cloud Computing, IoT, and Blockchain. With his keen intellect and innovative thinking, he has authored and co-authored over 100 journal papers, conference publications, and book chapters, showcasing his dedication to advancing knowledge and driving progress in these cutting-edge areas.

教授 Siba Kumar Udgata 是印度海得拉巴大學計算機與信息科學系的教授。他擁有移動計算和無線通信領域的計算機科學博士學位，並曾擔任聯合國研究員，並在澳門的聯合國大學/國際資訊科學與技術研究所（UNU/IIST）工作。他的研究重點包括無線通信、移動計算、智能傳感器、傳感器網絡算法、物聯網及其應用。他曾擔任多本 Springer LNAI 和 AISC 國際會議論文集的卷編輯，並擔任 IOS Press KES Journal 和 Elsevier AKCE 國際圖形與組合學期刊的副編輯及編輯委員會成員。Udgata 教授在知名國際期刊和會議論文集中發表了超過 150 篇研究論文。他曾擔任多個印度政府資助的研究項目的首席研究員，主要針對無線傳感器網絡應用、網絡安全相關應用以及在認知無線網絡領域應用群體智能技術的開發。

德巴西斯·莫哈帕特拉博士目前在奧迪沙州的 Parala Maharaja 工程學院計算機科學與工程系擔任助理教授。他擁有圖形匿名化的博士學位，並獲得多項著名獎項，包括 BPUT 教職員研究獎（2022）、UGC NET JRF 獎（2012）以及 M.Tech 學業優秀的副校長銀獎（2009）。莫哈帕特拉博士通過在知名會議和期刊上發表 45 篇研究論文，對該領域做出了廣泛貢獻。他目前正在領導一個由 OSHEC 資助的研究項目。他的研究興趣包括隱私保護數據發布、機器學習、複雜網絡、軟件工程和電子治理。

斯里尼瓦斯·塞西教授是印度印地拉甘地技術學院（IGIT, Sarang）計算機科學工程與應用的教授，自 1997 年以來積極參與教學和研究。他的博士學位專注於移動自組網中的路由算法，並持續在無線計算、雲計算、腦機介面（BCI）和認知科學領域進行研究。他是多本期刊的編輯委員會成員，並擔任多個國際會議/研討會的程序委員會成員。他是 8 本國際會議論文集的書籍編輯，這些論文集由 Springer 和 Taylor & Francis 出版。他在國際期刊和會議論文集中發表了超過 100 篇研究論文。他完成了 8 個由不同資助機構（如 DRDO、DST、AICTE、NPIU 和當地政府辦公室）資助的研究和顧問項目。

穆罕默德·艾哈桑·拉納是一位成就卓越的學術專業人士，擁有超過 20 年的學術管理、教學和質量保證的豐富背景。他擁有馬來西亞普特拉大學的軟件工程博士學位，並擁有其他資格，包括質量管理的研究生文憑、數學碩士學位和計算機科學碩士學位。目前，他在馬來西亞亞太科技與創新大學（APU）擔任副教授，負責教學、進行研究以及與行業和專業機構的交流。他的研究重點包括軟件架構、雲計算、物聯網和區塊鏈。憑藉其敏銳的智慧和創新思維，他已經撰寫和共同撰寫了超過 100 篇期刊論文、會議出版物和書籍章節，展示了他對推進知識和推動這些前沿領域進步的奉獻精神。