Neural Networks, Machine Learning, and Image Processing: Mathematical Modeling and Applications
暫譯: 神經網絡、機器學習與影像處理：數學建模與應用

本書全面討論最新的數學建模技術及其在各個領域的應用，如模糊建模、信號處理、神經網絡、機器學習、影像處理及其數值分析。進一步涵蓋了影像處理技術，例如用於人臉檢測的 Viola-Jones 方法和用於視頻情感分析的模糊方法。本書將成為機械工程、電子工程、通信工程、計算機工程及數學領域的研究生和學術研究者的理想參考書籍。

本書：
- 討論神經網絡、機器學習、影像處理及數學建模的應用。
- 提供機器學習和基於影像處理問題的模擬技術。
- 突出人工智慧和機器學習技術在疾病檢測中的應用。
- 介紹數學建模技術，如小波變換、使用微分方程的建模及多維數據的數值技術。
- 包含實際問題以便於更好的理解。

本書呈現數學建模技術，如小波變換、微分方程及多維數據的數值技術。它將成為機械、電子、通信及計算機等多個工程領域的研究生和學術研究者的理想參考書籍。

Dr. Manoj Sahni is a dedicated and experienced Mathematics teacher and researcher with more than 17 and a half years of experience and currently serving as an Associate Professor and Head in the Department of Mathematics, School of Technology, Pandit Deendayal Energy University, Gandhinagar, Gujarat, India. He has an excellent academic background with M.Sc. (Mathematics with specialization in Computer Applications), from Dayalbagh Educational Institute (Deemed University), Agra, M. Phil. from I.I.T. Roorkee, and a Ph.D. degree in Mathematics from Jaypee Institute of Information Technology (Deemed University), Noida, India. He has published more than 70 research papers in peer-reviewed Journals (SCI/ SCIE/ ESCI/ Scopus), Conference Proceedings (Scopus Indexed), and book chapters (Scopus Indexed) and with reputed publishers like Springer, Elsevier, etc. He also serves as an Advisory board member, Technical committee member and reviewer for many international journals of repute and Conferences. He has organized 1st, 2nd and 3rd International Conferences on Mathematical Modeling, Computational Intelligence Techniques, and Renewable Energy (MMCITRE) on February 21 - 23, 2020, February 06 - 08, 2021 and March 04-06, 2022 respectively. He participated in the scientific committee of several International Conferences and associations and also delivered many expert talks at the National and International levels. He has organized many Seminars, Workshops, Short Term Training Programs at Pandit Deendayal Energy University (PDEU), and various other Universities. He has also organized Special Symposia in an International Conference (AMACS2018) on Fuzzy Set Theory: New Developments and Applications to Real-Life Problems held at London in 2018. In addition, he is a member of many international professional societies, including the American Mathematical Society (AMS), Society for Industrial and Applied Mathematics (SIAM), IEEE, Mathematical Association of America (MAA), Forum for Interdisciplinary Mathematics (FIM), Indian Mathematical Society (IMS), IAENG, and many more.

Dr. Ritu Sahni is a dedicated and experienced Mathematics teacher and researcher with more than 15 years experience who is actively involved with both undergraduate and postgraduate levels teaching students. She has a strong academic background by completing B.Sc. (Mathematics), M. Sc. (Mathematics with specialization in Computer Applications) from Dayalbagh Educational Institute, Agra, U. P., India, and Ph.D. from Jaypee Institute of Information Technology (JIIT), Noida, India. During her Ph.D., she also served her Institution (JIIT, Noida, India) by teaching undergraduate and postgraduate students and after the completion of her Doctorate degree she served various Institutions including Navrachna University, Vadodara, Gujarat, India, Institute of Advanced Research (IAR), Gandhinagar, India as an Assistant Professor, and presently she is working as a Visiting Faculty at Pandit Deendayal Energy University, Gandhinagar Gujarat, India. She worked with her students on various research-related problems and published their work in reputed Journals (SCI/ SCIE/ ESCI/ Scopus) such as Elsevier, Springer, etc. She has published more than 45 research papers in peer-reviewed International Journals and Conferences. She is the reviewer of many International Journals and is a member of the Indian Science Congress and many other well-renowned societies. She has also organized Seminar, Workshop, and also coordinated the 2nd and 3rd International Conferences on Mathematical Modelling, Computational Intelligence Techniques and Renewable Energy (MMCITRE) held from February 06 - 08, 2021 and March 04 - 06, 2022. She has delivered talks and presented many research articles in various International Conferences in India and Abroad. Her research field includes Fixed Point Theory and its Applications, Numerical Methods, Fuzzy Decision-Making Systems, and other allied areas. She is a devoted faculty member, committed researcher, and enthusiastic about striving to improve the institution's educational offerings and research fields for societal growth.

Prof. José M. Merigó Lindahl is a Professor at the School of Information, Systems & Modelling at the Faculty of Engineering and Information Technology at the University of Technology Sydney (Australia) and Part-Time Full Professor at the Department of Management Control and Information Systems at the School of Economics and Business at the University of Chile. Previously, he was a Senior Research Fellow at the Manchester Business School, University of Manchester (UK) and an Assistant Professor at the Department of Business Administration, University of Barcelona (Spain). He holds a Master and a Ph.D. degree in Business Administration from the University of Barcelona. He also holds a B.Sc. and M.Sc. degree from Lund University (Sweden). He has published more than 500 articles in journals, books and conference proceedings, including journals such as Information Sciences, IEEE Computational Intelligence Magazine, IEEE Transactions on Fuzzy Systems, European Journal of Operational Research, Expert Systems with Applications, International Journal of Intelligent Systems, Applied Soft Computing, Computers & Industrial Engineering and Knowledge-Based Systems. He has also published several books with Springer and with World Scientific. He is on the editorial board of several journals including Computers & Industrial Engineering, Applied Soft Computing, Technological and Economic Development of Economy, Journal of Intelligent & Fuzzy Systems, International Journal of Fuzzy Systems, Kybernetes and Economic Computation and Economic Cybernetics Studies and Research. He has also been a guest editor for several international journals, member of the scientific committee of several conferences and reviewer in a wide range of international journals. Recently, Thomson & Reuters (Clarivate Analytics) has distinguished him as a Highly Cited Researcher in Computer Science (2015-present). He is currently interested in Decision Making, Aggregation Operators, Computational Intelligence, Bibliometrics and Applications in Business and Economics.

Dr. Manoj Sahni 是一位專注且經驗豐富的數學教師和研究者，擁有超過 17 年半的教學經驗，目前擔任印度古吉拉特邦甘地納格爾的潘迪特·丁達雅能源大學（Pandit Deendayal Energy University）數學系的副教授及系主任。他擁有優秀的學術背景，獲得了來自阿格拉的德雅爾巴格教育學院（Dayalbagh Educational Institute，已認可大學）的碩士學位（數學，專攻計算機應用）、印度羅爾基的印度理工學院（I.I.T. Roorkee）的哲學碩士學位，以及來自印度諾伊達的傑普伊信息技術學院（Jaypee Institute of Information Technology，已認可大學）的數學博士學位。他在同行評審的期刊（SCI/ SCIE/ ESCI/ Scopus）、會議論文集（Scopus Indexed）和書籍章節（Scopus Indexed）上發表了超過 70 篇研究論文，並與施普林格（Springer）、愛思唯爾（Elsevier）等知名出版商合作。他還擔任多個國際知名期刊和會議的顧問委員會成員、技術委員會成員及審稿人。他於 2020 年 2 月 21-23 日、2021 年 2 月 6-8 日和 2022 年 3 月 4-6 日分別組織了第一、第二和第三屆國際數學建模、計算智能技術及可再生能源會議（MMCITRE）。他參與了多個國際會議和協會的科學委員會，並在國內外多次發表專題演講。他在潘迪特·丁達雅能源大學（PDEU）及其他多所大學組織了多場研討會、工作坊和短期培訓計劃。他還在 2018 年於倫敦舉辦的國際會議（AMACS2018）上組織了有關模糊集理論的新發展及其在現實問題中的應用的特別研討會。此外，他是多個國際專業學會的成員，包括美國數學學會（AMS）、工業與應用數學學會（SIAM）、IEEE、美國數學協會（MAA）、跨學科數學論壇（FIM）、印度數學學會（IMS）、IAENG 等。

Dr. Ritu Sahni 是一位專注且經驗豐富的數學教師和研究者，擁有超過 15 年的教學經驗，積極參與本科及研究生層次的教學。她擁有堅實的學術背景，完成了來自印度阿格拉的德雅爾巴格教育學院的學士學位（數學）、碩士學位（數學，專攻計算機應用）及來自傑普伊信息技術學院（JIIT，印度諾伊達）的博士學位。在攻讀博士學位期間，她也在其所在機構（JIIT，印度諾伊達）教授本科及研究生學生，並在獲得博士學位後，曾在包括印度古吉拉特邦瓦多達拉的納夫拉奇納大學（Navrachna University）及甘地納格爾的高級研究學院（Institute of Advanced Research，IAR）等多所機構擔任助理教授，目前在潘迪特·丁達雅能源大學擔任訪問教師。她與學生合作解決各種研究相關問題，並在知名期刊（SCI/ SCIE/ ESCI/ Scopus）上發表了他們的研究成果，如愛思唯爾、施普林格等。她在同行評審的國際期刊和會議上發表了超過 45 篇研究論文。她是多個國際期刊的審稿人，也是印度科學大會及其他知名學會的成員。她還組織了研討會、工作坊，並協調了 2021 年 2 月 6-8 日和 2022 年 3 月 4-6 日舉行的第二和第三屆國際數學建模、計算智能技術及可再生能源會議（MMCITRE）。她在國內外的多個國際會議上發表演講和研究文章。她的研究領域包括不動點理論及其應用、數值方法、模糊決策系統及其他相關領域。她是一位敬業的教職員、致力於研究的學者，並熱衷於提升機構的教育和研究領域，以促進社會的發展。

Prof. José M. Merigó Lindahl 是澳大利亞悉尼科技大學（University of Technology Sydney）信息、系統與建模學院的教授，以及智利大學（University of Chile）經濟與商業學院管理控制與信息系統系的兼任全職教授。此前，他曾擔任英國曼徹斯特大學商學院的高級研究員及西班牙巴塞隆納大學商業管理系的助理教授。他擁有巴塞隆納大學的商業管理碩士及博士學位，並持有瑞典隆德大學的學士及碩士學位。他在期刊、書籍及會議論文集中發表了超過 500 篇文章，包括《信息科學》（Information Sciences）、《IEEE 計算智能雜誌》（IEEE Computational Intelligence Magazine）、《IEEE 模糊系統期刊》（IEEE Transactions on Fuzzy Systems）、《歐洲運籌研究期刊》（European Journal of Operational Research）、《應用系統》（Expert Systems with Applications）、《國際智能系統期刊》（International Journal of Intelligent Systems）、《應用軟計算》（Applied Soft Computing）、《計算機與工業工程》（Computers & Industrial Engineering）及《知識基礎系統》（Knowledge-Based Systems）等期刊。他還與施普林格及世界科學出版社出版了幾本書籍。他是多個期刊的編輯委員會成員，包括《計算機與工業工程》、《應用軟計算》、《經濟的技術與經濟發展》、《智能與模糊系統期刊》、《國際模糊系統期刊》、《控制論及經濟計算與經濟控制論研究》等。他還曾擔任多個國際期刊的客座編輯，並是多個會議的科學委員會成員及多個國際期刊的審稿人。最近，湯姆森路透（Thomson & Reuters，Clarivate Analytics）將他評選為計算機科學領域的高被引研究者（2015年至今）。他目前對決策制定、聚合運算子、計算智能、文獻計量學及其在商業和經濟中的應用感興趣。