Neural Networks, Machine Learning, and Image Processing: Mathematical Modeling and Applications

Sahni, Manoj, Sahni, Ritu, M. Merigo, Jose

  • 出版商: CRC
  • 出版日期: 2022-12-15
  • 售價: $5,390
  • 貴賓價: 9.5$5,121
  • 語言: 英文
  • 頁數: 202
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032300140
  • ISBN-13: 9781032300146
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

The text comprehensively discusses the latest mathematical modelling techniques and their applications in various areas such as fuzzy modelling, signal processing, neural network, machine learning, image processing, and their numerical analysis. It further covers image processing techniques like Viola-Jones Method for face detection and fuzzy approach for person video emotion. It will serve as an ideal reference text for graduate students and academic researchers in the fields of mechanical engineering, electronics, communication engineering, computer engineering, and mathematics.

This book-

- Discusses applications of neural networks, machine learning, image processing, and mathematical modeling.
- Provides simulations techniques in machine learning and image processing-based problems.
- Highlights artificial intelligence and machine learning techniques in the detection of diseases.
- Introduces mathematical modeling techniques such as wavelet transform, modeling using differential equations, and numerical techniques for multi-dimensional data.
- Includes real-life problems for better understanding.

The book presents mathematical modeling techniques such as wavelet transform, differential equations, and numerical techniques for multi-dimensional data. It will serve as an ideal reference text for graduate students and academic researchers in diverse engineering fields such as mechanical, electronics and communication and computer.

商品描述(中文翻譯)

本書全面討論了最新的數學建模技術及其在模糊建模、信號處理、神經網絡、機器學習、圖像處理以及數值分析等各個領域的應用。此外,本書還涵蓋了圖像處理技術,如用於人臉檢測的Viola-Jones方法和用於人物視頻情感的模糊方法。本書將成為機械工程、電子學、通信工程、計算機工程和數學等領域的研究生和學術研究人員的理想參考書。

本書內容包括:
- 討論神經網絡、機器學習、圖像處理和數學建模的應用。
- 提供機器學習和基於圖像處理的問題的模擬技術。
- 強調人工智能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、微分方程建模以及多維數據的數值技術。
- 包含真實生活中的問題,以便更好地理解。

本書還介紹了數學建模技術,如小波變換、微分方程和多維數據的數值技術。它將成為機械工程、電子學、通信工程和計算機等不同工程領域的研究生和學術研究人員的理想參考書。

作者簡介

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.

作者簡介(中文翻譯)

Dr. Manoj Sahni是一位專注且經驗豐富的數學教師和研究人員,擁有超過17年半的經驗,目前擔任印度古吉拉特邦甘地讷格尔Pandit Deendayal Energy University技術學院數學系的副教授和系主任。他擁有優秀的學術背景,獲得了德耶爾巴格教育學院(被認可大學)的數學碩士學位(專攻計算機應用)、印度羅爾基工學院的哲學碩士學位,以及印度Jaypee資訊技術學院(被認可大學)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索引)和書籍章節(Scopus索引)上發表了70多篇研究論文,並與Springer、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、技術委員會成員和審稿人。他分別於2020年2月21日至23日、2021年2月6日至8日和2022年3月4日至6日組織了第1、第2和第3屆國際數學建模、計算智能技術和可再生能源國際會議(MMCITRE)。他參與了多個國際會議和協會的科學委員會,並在國內外的國家和國際級別上發表了許多專家演講。他在Pandit Deendayal Energy University(PDEU)和其他大學組織了許多研討會、研討班和短期培訓計劃。他還在2018年倫敦舉辦的國際會議(AMACS2018)上組織了關於模糊集合理論的特別研討會,該會議探討了新的發展和應用於現實問題。此外,他還是許多國際專業協會的成員,包括美國數學學會(AMS)、工業和應用數學學會(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人員,擁有超過15年的經驗,積極參與本科和研究生教學。她在印度德耶爾巴格教育學院獲得了數學學士學位、數學碩士學位(專攻計算機應用),並在印度Jaypee資訊技術學院(JIIT)獲得了博士學位。在攻讀博士學位期間,她還在JIIT(印度Noida)教授本科和研究生學生,完成博士學位後,她在印度各大學任教,包括Vadodara的Navrachna大學、Gandhinagar的Institute of Advanced Research(IAR),目前她在印度古吉拉特邦甘地讷格尔的Pandit Deendayal Energy University擔任訪問教師。她與學生一起研究各種研究相關的問題,並將他們的工作發表在知名期刊(SCI/ SCIE/ ESCI/ Scopus)如Elsevier、Springer等上。她在同行評審的國際期刊和會議上發表了45多篇研究論文。她是許多國際期刊的審稿人,並是印度科學大會和許多其他知名學會的成員。她還組織了研討會和研討班,並協調了2021年2月6日至8日和2022年3月4日至6日舉辦的第2和第3屆國際數學建模、計算智能技術和可再生能源國際會議(MMCITRE)。她在印度和國外的各種國際會議上發表了演講和研究文章。她的研究領域包括不動點理論及其應用、數值方法、模糊決策系統等相關領域。她是一位熱心的研究者。