Data Science and Security: Proceedings of Idscs 2025, Volume 2
暫譯: 數據科學與安全：2025年國際數據科學會議論文集，第二卷

Dr. Samiksha Shukla is a scholar and educator specializing in data science, cybersecurity, and privacy-preserving technologies. Currently serving as the head and professor at the Department of CSE-Cyber Security, Dayananda Sagar Academy of Technology and Management, Bangalore, she has made significant contributions to advancing data science education and research. Dr. Shukla established the Department of Data Science at Christ University's Pune Lavasa Campus, demonstrating her leadership in curriculum development and institutional growth. Her research focus centers on privacy-preserving data mining, secure multi-party computation, and integrated applications of data science in healthcare and social security. She has authored and edited notable publications, including books on data security, data economy, data ethics, bio-inspired computational paradigm, and has numerous research articles published in reputed international journals and conferences.

Dr. Hiroki Sayama is a professor in the Department of Systems Science and Industrial Engineering and the director of the Center for Collective Dynamics of Complex Systems (CoCo), at Binghamton University, State University of New York, USA. He also serves as a non-tenured professor in the School of Commerce at Waseda University, Japan, as well as an external faculty member of the Vermont Complex Systems Center at the University of Vermont. He received his B.Sc., M.Sc., and D.Sc. in Information Science, all from the University of Tokyo, Japan. He did his postdoctoral work at the New England Complex Systems Institute in Cambridge, Massachusetts. His research interests include complex dynamical networks, human and social dynamics, collective behaviors, artificial life/chemistry, interactive systems, and complex systems education, among others.

Dr. Kapil Tiwari is a distinguished senior manager of Software Development at Amazon with over 20 years of extensive experience in AI, big data, and privacy-preserving machine learning. Holding a Ph.D. in Computer Science, he specializes in developing innovative solutions that integrate ethical considerations with cutting-edge technology. His research contributions include multiple patents, influential publications, and books on data ethics and the digital economy, positioning him as a thought leader in the field.

Dr. Jossy P. George is a reputed researcher, author, and academic leader in the field of Computer Science and Human Resources. With a doctoral degree in Computer Science from Christ University, Bengaluru, his research primarily focuses on biometric recognition algorithms, including fingerprint and face recognition, aiming to enhance accuracy and efficiency in biometric systems. He has authored 100 Scopus-indexed publications in reputable international and national journals, contributing significantly to the areas of image processing, biometrics, and artificial intelligence.

Dr. Joseph Varghese Kureethara is a mathematician and academic leader with expertise in graph theory, optimization, and social networks. Currently serving as the head of the Department of Mathematics at Kuriakose Elias College, Mannanam, India, he has also held positions such as the treasurer of the Academy of Discrete Mathematics and Applications and director of the Center for Research at Christ University. With a Ph.D. in Mathematics from Manonmaniam Sundaranar University, he has made significant contributions through research and publications spanning various areas, including data science, education, and network theory. His scholarly works include books on data security, pedagogical innovations, and graph theoretical concepts, in addition to numerous journal articles and conference proceedings.

Dr. Samiksha Shukla 是一位專注於數據科學、網絡安全和隱私保護技術的學者和教育工作者。目前擔任印度班加羅爾 Dayananda Sagar Academy of Technology and Management 的 CSE-網絡安全系主任及教授，她在推進數據科學教育和研究方面做出了重要貢獻。Dr. Shukla 在基督大學的普納 Lavasa 校區建立了數據科學系，展現了她在課程開發和機構成長方面的領導能力。她的研究重點集中在隱私保護數據挖掘、安全多方計算，以及數據科學在醫療保健和社會保障中的綜合應用。她撰寫和編輯了多部重要出版物，包括有關數據安全、數據經濟、數據倫理和生物啟發計算範式的書籍，並在多個知名國際期刊和會議上發表了大量研究文章。

Dr. Hiroki Sayama 是美國紐約州賓漢頓大學系統科學與工業工程系的教授，以及複雜系統集體動力學中心 (CoCo) 的主任。他同時擔任日本早稻田大學商學院的非終身教授，以及佛蒙特大學複雜系統中心的外部教員。他在日本東京大學獲得了信息科學的學士、碩士和博士學位，並在麻薩諸塞州劍橋的新英格蘭複雜系統研究所進行了博士後研究。他的研究興趣包括複雜動態網絡、人類和社會動態、集體行為、人工生命/化學、互動系統和複雜系統教育等。

Dr. Kapil Tiwari 是亞馬遜的資深軟件開發經理，擁有超過 20 年在人工智慧、大數據和隱私保護機器學習方面的豐富經驗。他擁有計算機科學的博士學位，專注於開發將倫理考量與尖端技術相結合的創新解決方案。他的研究貢獻包括多項專利、影響力出版物以及有關數據倫理和數字經濟的書籍，使他在該領域成為思想領袖。

Dr. Jossy P. George 是計算機科學和人力資源領域的知名研究者、作者和學術領導者。他擁有來自班加羅爾基督大學的計算機科學博士學位，研究主要集中在生物識別算法上，包括指紋和面部識別，旨在提高生物識別系統的準確性和效率。他在國際和國內知名期刊上發表了 100 篇 Scopus 索引的出版物，對圖像處理、生物識別和人工智慧等領域做出了重要貢獻。

Dr. Joseph Varghese Kureethara 是一位數學家和學術領導者，專長於圖論、優化和社交網絡。目前擔任印度 Kuriakose Elias College 數學系主任，他曾擔任離散數學與應用學會的財務主管及基督大學研究中心的主任。他擁有來自 Manonmaniam Sundaranar University 的數學博士學位，並在數據科學、教育和網絡理論等多個領域通過研究和出版物做出了重要貢獻。他的學術作品包括有關數據安全、教學創新和圖論概念的書籍，以及多篇期刊文章和會議論文。