Bayesian Reasoning and Gaussian Processes for Machine Learning Applications
暫譯: 貝葉斯推理與高斯過程在機器學習應用中的應用
Hemachandran, K., Tayal, Shubham, George, Preetha Mary
- 出版商: CRC
- 出版日期: 2022-04-14
- 售價: $4,910
- 貴賓價: 9.5 折 $4,665
- 語言: 英文
- 頁數: 133
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367758474
- ISBN-13: 9780367758479
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相關分類:
Machine Learning、機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
商品描述
This book introduces Bayesian reasoning and Gaussian processes into machine learning applications. Bayesian methods are applied in many areas, such as game development, decision making, and drug discovery. It is very effective for machine learning algorithms in handling missing data and extracting information from small datasets. Bayesian Reasoning and Gaussian Processes for Machine Learning Applications uses a statistical background to understand continuous distributions and how learning can be viewed from a probabilistic framework. The chapters progress into such machine learning topics as belief network and Bayesian reinforcement learning, which is followed by Gaussian process introduction, classification, regression, covariance, and performance analysis of Gaussian processes with other models.
FEATURES
- Contains recent advancements in machine learning
- Highlights applications of machine learning algorithms
- Offers both quantitative and qualitative research
- Includes numerous case studies
This book is aimed at graduates, researchers, and professionals in the field of data science and machine learning.
商品描述(中文翻譯)
這本書將貝葉斯推理和高斯過程引入機器學習應用中。貝葉斯方法應用於許多領域，例如遊戲開發、決策制定和藥物發現。它對於處理缺失數據和從小型數據集提取信息的機器學習算法非常有效。《貝葉斯推理與高斯過程在機器學習應用中的應用》利用統計背景來理解連續分佈，以及如何從概率框架來看待學習。各章節進一步探討機器學習主題，如信念網絡和貝葉斯強化學習，接著介紹高斯過程、分類、回歸、協方差，以及高斯過程與其他模型的性能分析。
特點
- 包含機器學習的最新進展
- 突出機器學習算法的應用
- 提供定量和定性研究
- 包含多個案例研究
這本書的目標讀者是數據科學和機器學習領域的研究生、研究人員和專業人士。
作者簡介
Dr. Hemachandran K is working as a Professor - Artificial Intelligence at School of Business, Woxsen University, Hyderabad, Telangana, India. He is a passionate teacher with 14 years of teaching experience and 5 years of research experience. He is a strong educational professional with scientific bent of mind & is highly skilled in AI & ML. After receiving Ph.D. in embedded system at Dr. MGR Educational & Research Institute, India. He started doing inter disciplinary research in AI. He is an open-ended positive person who has a stupendous peer reviewed publication records in more than 20 journals and international conference publications. He served as an effective resource person at various national and international scientific conferences. He has a rich research experience in mentoring UG & PG student projects. He owes two patents to his credentials. He has life membership in estimeed professional bodies. He is one of the pioneers in establishing Single Board Computer lab at Ashoka Institutions, Hyderabad, India. His self-paced learning schedule and quench to upgrade and update his learning skills resulted in awarding around 15 online certificate courses conferred by COURSERA and other online platforms. His editorial skills earned him a position as an editorial board member in numerous reputed SCOPUS / SCI journals.
Dr. Preetha Mary George, an accomplished academician with over 14 years of experience in teaching and 5 years in research. Currently, works as an Associate Professor in the Department of Physics, Dr. M.G.R Educational & Research Institute University. Her research was focussed on topics Ultrasonics, water quality monitoring systems. She earned Ph.D. degree from Dr. M.G.R Educational and research Institute, Chennai, Tamilnadu in ' Acoustical Studies on Industrially Important Biomolecules'. She was recipient of MGR research award in 2016, and was recognized with special recognition award in 2017. For her most recent tenure in research, she had nourished her passion to publish around 2 Scopus indexed journals. She has recently published a patent in water monitoring systems. Her zeal towards interdisciplinary research abetted her to bridge science to technology. Her public relation, communication and interpersonal skills are commendable. She has got life time membership in various professional bodies.
Dr. Shubham Tayal is working as an Assistant Professor in the Department of Electronics and Communication Engineering at SR University, Warangal, Telangana, India. He has more than 6 Years of academic/research experience of teaching at the UG and PG levels. He has received his Ph.D. in Microelectronics & VLSI Design from the National Institute of Technology, Kurukshetra, M.Tech (VLSI Design) from YMCA University of Science and Technology, Faridabad, and B.Tech (Electronics and Communication Engineering) from MDU, Rohtak. He has published more than 25 research papers in various international journals and conferences of repute and many papers are under review. He is on the editorial and reviewer panel of many SCI/SCOPUS indexed international journals and conferences. Currently, he is the editor (or co-editor) for 06 books from CRC Press (Taylor & Francis Group, USA). He acted as the keynote speaker and delivered professional talks on various forums. He is a member of various professional bodies like IEEE, IRED, etc. He is on the advisory panel of many international conferences. He is a recipient of the Green ThinkerZ International Distinguished Young Researcher Award 2020. His research interests include simulation and modeling of Multi-gate semiconductor devices, Device-Circuit co-design in digital/analog domain, machine learning, and IoT.
Dr. Parveen Singla is Professor in Electronics & Communication Engineering Department of Chandigarh Engineering College- Chandigarh Group of Colleges, Landran, Mohali, Punjab. He did Bachelor of Engineering in Electronics & Communication Engineering with honors from Maharishi Dayanand University, Rohtak, Master in Technology in Electronics & Communication Engineering with honors from Kurukshetra University, Kurukshetra & PhD in Communication Systems from IKG Punjab Technical University, Jalandhar, India. He has 17 years of experience in the field of teaching and research. He has published more than 35 papers in various reputed journals, national and international conferences. He also organised more than 30 technical events for the students in order to enhance their technical skills and received Best International Technical Event Organiser Award. He is the guest editor of various reputed journals. His interest area includes Drone technology, Wireless Networks, Smart Antenna & Soft Computing.
Dr. Utku Kose received the B.S. degree in 2008 from computer education of Gazi University, Turkey as a faculty valedictorian. He received M.S. degree in 2010 from Afyon Kocatepe University, Turkey in the field of computer and D.S. / Ph. D. degree in 2017 from Selcuk University, Turkey in the field of computer engineering. Between 2009 and 2011, he has worked as a Research Assistant in Afyon Kocatepe University. Following, he has also worked as a Lecturer and Vocational School - Vice Director in Afyon Kocatepe University between 2011 and 2012, as a Lecturer and Research Center Director in Usak University between 2012 and 2017, and as an Assistant Professor in Suleyman Demirel University between 2017 and 2019. Currently, he is an Associate Professor in Suleyman Demirel University, Turkey. He has more than 100 publications including articles, authored and edited books, proceedings, and reports. He is also in editorial boards of many scientific journals and serves as one of the editors of the Biomedical and Robotics Healthcare book series by CRC Press. His research interest includes artificial intelligence, machine ethics, artificial intelligence safety, biomedical applications, optimization, the chaos theory, distance education, e-learning, computer education, and computer science.
作者簡介(中文翻譯)
Dr. Hemachandran K 目前擔任印度泰倫加納邦海得拉巴Woxsen大學商學院人工智慧教授。他是一位充滿熱情的教師，擁有14年的教學經驗和5年的研究經驗。他是一位具有科學思維的強大教育專業人士，並在人工智慧（AI）和機器學習（ML）方面擁有高超的技能。在印度Dr. MGR教育與研究院獲得嵌入式系統博士學位後，他開始進行人工智慧的跨學科研究。他是一位開放且積極的人，擁有超過20本期刊和國際會議的同行評審出版紀錄。他曾在各種國內和國際科學會議中擔任有效的資源人員。他在指導本科生和研究生項目方面擁有豐富的研究經驗。他擁有兩項專利，並在多個知名專業機構中擁有終身會員資格。他是印度海得拉巴Ashoka機構建立單板電腦實驗室的先驅之一。他的自學進度和提升學習技能的渴望使他獲得了約15個由COURSERA及其他在線平台頒發的在線證書課程。他的編輯技能使他在多本知名的SCOPUS / SCI期刊中擔任編輯委員會成員。
Dr. Preetha Mary George 是一位成就卓越的學者，擁有超過14年的教學經驗和5年的研究經驗。目前擔任Dr. M.G.R教育與研究院大學物理系的副教授。她的研究專注於超聲波和水質監測系統。她在印度泰米爾納德邦金奈的Dr. M.G.R教育與研究院獲得博士學位，研究主題為「工業重要生物分子的聲學研究」。她於2016年獲得MGR研究獎，並於2017年獲得特別表彰獎。在她最近的研究任期中，她培養了發表約2篇SCOPUS索引期刊的熱情。她最近在水監測系統方面發表了一項專利。她對跨學科研究的熱情使她能夠將科學與技術相結合。她的公共關係、溝通和人際交往能力值得讚揚。她在多個專業機構中擁有終身會員資格。
Dr. Shubham Tayal 目前擔任印度泰倫加納邦Warangal的SR大學電子與通信工程系助理教授。他擁有超過6年的本科和研究生教學經驗。他在庫魯克舍特拉國立技術學院獲得微電子學與VLSI設計博士學位，並在YMCA科學與技術大學獲得VLSI設計碩士學位，在MDU獲得電子與通信工程學士學位。他在各種國際期刊和知名會議上發表了超過25篇研究論文，許多論文正在審核中。他是多本SCI/SCOPUS索引國際期刊和會議的編輯和審稿委員。目前，他是CRC Press（泰勒與法蘭西斯集團，美國）出版的6本書的編輯（或共同編輯）。他曾擔任主題演講者，並在各種論壇上發表專業演講。他是IEEE、IRED等多個專業機構的成員。他是多個國際會議的顧問委員會成員。他是2020年Green ThinkerZ國際傑出青年研究者獎的獲得者。他的研究興趣包括多閘極半導體設備的模擬與建模、數位/類比領域的設備-電路共同設計、機器學習和物聯網（IoT）。
Dr. Parveen Singla 是印度旁遮普邦Mohali的昌迪加爾工程學院電子與通信工程系教授。他在羅塔克的Maharishi Dayanand大學獲得電子與通信工程學士學位（榮譽），在庫魯克舍特拉大學獲得電子與通信工程碩士學位（榮譽），並在IKG旁遮普技術大學獲得通信系統博士學位。他在教學和研究領域擁有17年的經驗。他在各種知名期刊和國內外會議上發表了超過35篇論文。他還為學生組織了超過30個技術活動，以提升他們的技術技能，並獲得最佳國際技術活動組織者獎。他是多本知名期刊的客座編輯。他的研究興趣包括無人機技術、無線網絡、智能天線和軟計算。
Dr. Utku Kose 於2008年獲得土耳其Gazi大學計算機教育學士學位，並以優異成績畢業。他於2010年在土耳其Afyon Kocatepe大學獲得計算機碩士學位，並於2017年在土耳其Selcuk大學獲得計算機工程博士學位。在2009年至2011年間，他在Afyon Kocatepe大學擔任研究助理。隨後，他在2011年至2012年間擔任該校講師及職業學校副主任，2012年至2017年間擔任Usak大學講師及研究中心主任，2017年至2019年間擔任Suleyman Demirel大學助理教授。目前，他是土耳其Suleyman Demirel大學的副教授。他擁有超過100篇出版物，包括文章、著作和編輯書籍、會議論文及報告。他還在多本科學期刊的編輯委員會中任職，並擔任CRC Press的生物醫學與機器人醫療書系的編輯之一。他的研究興趣包括人工智慧、機器倫理、人工智慧安全、生物醫學應用、優化、混沌理論、遠程教育、電子學習、計算機教育和計算機科學。
