Advances on Mathematical Modeling and Optimization with Its Applications

本書討論機器學習模型及其在數學建模中的優化。涵蓋了重要主題，如線性整數規劃、網絡設計問題、混合整數問題、有約束和無約束優化、有約束整數規劃以及基於梯度的非線性優化。

Dr. Gunjan Mukherjee is currently an associate professor in the Department of Computational Sciences at Brainware University. He completed his BSc in Physics from Calcutta University, MCA from IGNOU, MTech from Calcutta University and earned his PhD in Engineering from Jadavpur University. His areas of research interests include computer vision, machine learning, soft computing, image processing, etc. He is a life member of CSI, ISOC, and IAENG and has published a number of papers in journals and international conferences of repute. Dr. Mukherjee guided many students of BTech and MCA in their projects and research works. He has solely authored the school computer book series (classes 3-10), a textbook on IT systems theory for engineering students, and is presently writing a book on Python technology. He is currently attached to a reputed publishing house for publication of question/answer-based books for diploma and engineering level students. He has acted as a reviewer for many technical books. Dr. Gunjan was an assistant teacher at the Sree Aurobindo Institute of Education, an education officer in CSI, Kolkata chapter, a senior faculty in NIT Ltd, and a lecturer at Calcutta Institute of Technology. He also served as a visiting faculty in Aliha University, Techno India College and JIS College.

Dr. Biswadip Basu Mallik is presently an Associate Professor of Mathematics in the Department of Basic Sciences and Humanities at Institute of Engineering & Management, Kolkata, India. He has been involved in teaching and research for almost 22 years and has published several research papers and book chapters in various scientific journals and with reputed publishers. He has authored five books at undergraduate levels in the areas of Engineering Mathematics, Quantitative Methods and Computational Intelligence. He has also published five Indian patents along with thirteen edited books. His fields of research work are Computational Fluid Dynamics, Mathematical Modelling, Machine Learning, and Optimization. Dr. Basu Mallik is a Managing editor of Journal of Mathematical Sciences & Computational Mathematics (JMSCM), USA. He is also an Editorial board member and reviewer of several scientific journals. He is a senior life member of Operational Research Society of India (ORSI) and a life member of Calcutta Mathematical Society (CMS), Indian Statistical Institute (ISI), Indian Science Congress Association (ISCA), and International Association of Engineers (IAENG).

Rahul Kar has an M.Sc. in Pure Mathematics and is pursuing his PhD from Bankura University. He currently works as a Faculty of Mathematics at Kalyani Mahavidyalaya, Kalyani, Nadia, West Bengal. He has served as a guest faculty of the Gurunanak Institute of Technology and two other colleges. In total, he has 7 years of teaching experience. Rahul has published many research papers with the Scopus index and is an editor of four national and international journals and a reviewer of five international journals. He has been an editor for ten mathematics/computer books and is an annual member of the Indian Mathematical Society as well as an honorary member of Carmels Research Institute, Dakar, Senegal.

Aryan Chaudhary is the Chief Scientific Advisor at BioTech Sphere Research, India, having served as the Research Head at Nijji HealthCare Pvt Ltd, Head of Research, Nuvem Resources, and other invited positions. He has demonstrated his expertise in leveraging revolutionary technologies such as artificial intelligence, deep learning, IoT, cognitive technology, and blockchain to revolutionize the healthcare landscape. His relentless pursuit of excellence and innovation has earned him recognition as a thought leader in the industry. His dedication to advancing healthcare is evident through his vast bodies of work. He has authored several influential academic papers on public health and digital health, published in prestigious international journals. His research primarily focuses on integrating IoT and sensor technology for efficient data collection through one-time and ambulatory monitoring. As a testament to his expertise and leadership, he is not only a keynote speaker at numerous international and national conferences but also serves as the Series Editor of a CRC book series and is the editor of several books on biomedical science. His commitment to the advancement of scientific knowledge extends further, as he acts as a guest editor for special issues in renowned journals. Recognized for his significant contributions, he has received prestigious accolades, including the "Most Inspiring Young Leader in Healthtech Space 2022" by Business Connect, and the title of the best project leader at Global Education and Corporate Leadership. Moreover, he holds senior memberships in various international science associations, reflecting his influence and impact in the field. Adding to his accomplishments, Aryan Chaudhary is currently serving as a Guest Editor for a special issue in the highly regarded Journal: EAI Endorsed Transactions on AI and Robotics, and he has joined the Editorial Board of Biomedical Science and Clinical Research (BSCR). Additionally, he is a respected professional member of the Association for Computing Machinery (ACM). Recently, he has been elected as Chair for the ACM Professional Chapter.

Dr. Gunjan Mukherjee目前是Brainware大學計算科學系的副教授。他在加爾各答大學獲得物理學學士學位，IGNOU獲得MCA學位，加爾各答大學獲得MTech學位，並在Jadavpur大學獲得工程學博士學位。他的研究興趣包括計算機視覺、機器學習、軟計算、圖像處理等。他是CSI、ISOC和IAENG的終身會員，並在知名期刊和國際會議上發表了多篇論文。Mukherjee博士指導了許多BTech和MCA學生的項目和研究工作。他獨自撰寫了學校計算機書系列（3-10年級），一本針對工程學生的IT系統理論教科書，目前正在撰寫一本關於Python技術的書籍。他目前與一家知名出版社合作，出版面向文憑和工程水平學生的問答題型書籍。他曾擔任Sree Aurobindo教育學院的助教，CSI加爾各答分會的教育官員，NIT Ltd的高級教師，以及加爾各答技術學院的講師。他還曾擔任Aliha大學、Techno India學院和JIS學院的客座教師。

Dr. Biswadip Basu Mallik目前是印度加爾各答的工程與管理學院基礎科學與人文學系的數學副教授。他從事教學和研究工作已經有近22年的時間，並在各種科學期刊和知名出版商發表了多篇研究論文和專書章節。他在工程數學、量化方法和計算智能等領域撰寫了五本本科教材。他還與其他十三本專書合作出版了五項印度專利。他的研究領域包括計算流體力學、數學建模、機器學習和優化。Basu Mallik博士是美國《數學科學與計算數學雜誌》（JMSCM）的總編輯。他還是多個科學期刊的編輯委員會成員和審稿人。他是印度運籌學會（ORSI）的高級終身會員，加爾各答數學學會（CMS）、印度統計學會（ISI）、印度科學大會協會（ISCA）和國際工程師協會（IAENG）的終身會員。

Rahul Kar擁有純數學碩士學位，目前在Bankura大學攻讀博士學位。他目前在Kalyani Mahavidyalaya擔任數學教師，位於西孟加拉那迪亞的Kalyani。他曾擔任Gurunanak技術學院和其他兩所學院的客座教師。他總共有7年的教學經驗。Rahul在Scopus索引中發表了許多研究論文，並擔任四本國內外期刊的編輯和五本國際期刊的審稿人。他曾擔任十本數學/計算機書籍的編輯，並是印度數學學會的年度會員，以及塞內加爾達喀爾的Carmels研究所的榮譽會員。

Aryan Chaudhary是BioTech Sphere Research的首席科學顧問，曾擔任Nijji HealthCare Pvt Ltd的研究主管，Nuvem Resources的研究主管等職位。他展示了在革命性技術如人工智能、深度學習、物聯網、認知技術和區塊鏈等方面的專業知識，以改變醫療保健領域。他對卓越和創新的不懈追求使他成為該行業的思想領袖。他通過大量的工作證明了他對推進醫療保健的奉獻。他在公共衛生和數字健康方面撰寫了幾篇有影響力的學術論文。