Proceedings of International Conference on Innovations in Data Science: Icids 2025, Volume 1
暫譯: 2025年國際數據科學創新會議論文集：第1卷

本書收錄了在2025年國際數據科學創新會議（ICIDS 2025）上發表的最佳研究論文。會議將於2025年11月20日至21日在印度的賈伊普曼尼帕爾大學舉行。本書涵蓋了數據科學相關的最先進及新興主題。

Prof. Mohammad Shorif Uddin earned his Doctor of Engineering (Ph.D.) from Kyoto Institute of Technology in 2002, Japan, Master of Technology Education from Shiga University, Japan in 1999, Bachelor of Electrical and Electronic Engineering from Bangladesh University of Engineering and Technology in 1991 and MBA from Jahangirnagar University in 2013. His academic journey began in 1991 as a Lecturer at the Bangladesh Institute of Technology, Chittagong (Currently named Chittagong University of Engineering and Technology). In 1992, he joined the Computer Science and Engineering Department of Jahangirnagar University and at present, he is a full-time Professor in this department. Throughout his career, he has made significant contributions, including serving as the Chairman of the Computer Science and Engineering Department and as the Teacher-in-Charge of the ICT Cell at Jahangirnagar University.

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). Professor Dharm Singh Jat received his Master of Engineering in Computer Science and Engineering (CSE) from Thapar University, India and PhD in Computer Science and Engineering from M.L. Sukhadia University, Udaipur, India. From 1990 to 2014, he served as an Assistant Professor in the College of Technology and Engineering, Maharana Pratap University of Agriculture and Technology (MPUAT), Udaipur, India. He also served as Honorary Secretary the Institution of Engineers (India), Udaipur Local Chapter. He is Patron and served as Chairman of Computer Society of India, Udaipur Chapter.

Dr. Thittaporn Ganokratanaa is an accomplished engineer specializing in multimedia and signal processing. She began her academic journey with a B.Sc. in Media Technology, graduating with honors from King Mongkut's University of Technology Thonburi (KMUTT). She furthered her education with an M.Eng. and Ph.D. in Electrical Engineering from Chulalongkorn University, where she honed her expertise in advanced computational techniques. Currently, Dr. Ganokratanaa serves as a lecturer in the Applied Computer Science program within the Department of Mathematics at KMUTT. Her research is centered on image and video analysis, with notable projects in real-time hand gesture recognition and anomaly detection in surveillance videos. She is also exploring the application of deep learning in elder care and healthcare technology, showcasing her dedication to utilizing cutting-edge methodologies to solve practical issues.

Dr. Gaurav Kumawat is a distinguished academic and researcher specializing in Computer Science and Engineering. He is currently an Assistant Professor (Senior Scale) at Manipal University Jaipur. Dr. Kumawat earned his Ph.D. from Manipal University Jaipur, his M.Tech from Pacific University, Udaipur, and his AMIE from the Institution of Engineers, India. With a robust research portfolio, Dr. Kumawat's work primarily focuses on the application of machine learning in medical and environmental domains. His research has been widely recognized, with numerous publications in esteemed journals showcasing his contributions to these fields. Bringing over 18 years of professional experience to his current role, Dr. Kumawat previously led the Department of Computer Science & Engineering at Techno India NJR Institute of Technology, Udaipur. During his tenure, he played a pivotal role in shaping the department's academic and research direction.

教授 Mohammad Shorif Uddin 於 2002 年在日本京都工藝大學獲得工程博士 (Ph.D.)，1999 年在日本滋賀大學獲得技術教育碩士，1991 年在孟加拉工程科技大學獲得電氣與電子工程學士，並於 2013 年在賈漢基爾納大學獲得工商管理碩士 (MBA)。他的學術旅程始於 1991 年，擔任孟加拉科技學院的講師（目前名為吉大港工程科技大學）。1992 年，他加入賈漢基爾納大學的計算機科學與工程系，目前是該系的全職教授。在他的職業生涯中，他做出了重要貢獻，包括擔任計算機科學與工程系的系主任以及賈漢基爾納大學資訊與通信技術單位的負責教師。

教授 Dharm Singh Jat 是計算機科學教授，並擔任納米比亞科技大學 (NUST) 設立的高等教育與研究安全高效能計算的聯合國教科文組織主席。Dharm Singh Jat 教授在印度 Thapar 大學獲得計算機科學與工程 (CSE) 碩士學位，並在印度烏代浦爾的 M.L. Sukhadia 大學獲得計算機科學與工程博士學位。從 1990 年到 2014 年，他在印度烏代浦爾的 Maharana Pratap 農業與科技大學 (MPUAT) 技術與工程學院擔任助理教授。他還擔任過印度工程師協會（印度）烏代浦爾地方分會的名譽秘書，並是印度計算機學會烏代浦爾分會的贊助人及前主席。

Dr. Thittaporn Ganokratanaa 是一位專精於多媒體與信號處理的優秀工程師。她以榮譽學位從國王莫昆科技大學 (KMUTT) 獲得媒體技術學士學位，並在朱拉隆功大學獲得電機工程碩士及博士學位，專注於先進計算技術的研究。目前，Dr. Ganokratanaa 在 KMUTT 數學系的應用計算機科學課程中擔任講師。她的研究重點在於影像與視頻分析，並在即時手勢識別及監控視頻中的異常檢測方面有顯著的專案。她也在探索深度學習在老年照護及醫療科技中的應用，展現了她利用尖端方法解決實際問題的熱忱。

Dr. Gaurav Kumawat 是一位傑出的學者與研究人員，專精於計算機科學與工程。目前，他是賈伊普的 Manipal 大學的助理教授（高級職級）。Dr. Kumawat 在 Manipal 大學獲得博士學位，在太平洋大學獲得碩士學位，並在印度工程師協會獲得 AMIE。擁有堅實的研究背景，Dr. Kumawat 的研究主要集中於機器學習在醫療與環境領域的應用。他的研究受到廣泛認可，並在多本知名期刊上發表了許多文章，展示了他在這些領域的貢獻。Dr. Kumawat 擁有超過 18 年的專業經驗，曾在 Techno India NJR 技術學院擔任計算機科學與工程系主任，在任內對該系的學術與研究方向發揮了關鍵作用。