Disruptive Trends in Computer Aided Diagnosis
暫譯: 電腦輔助診斷中的顛覆性趨勢
Das, Rik, Nandy, Sudarshan, Bhattacharyya, Siddhartha
- 出版商: CRC
- 出版日期: 2021-09-29
- 售價: $5,230
- 貴賓價: 9.5 折 $4,969
- 語言: 英文
- 頁數: 196
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367493373
- ISBN-13: 9780367493370
海外代購書籍(需單獨結帳)
商品描述
Disruptive Trends in Computer Aided Diagnosis collates novel techniques and methodologies in the domain of content based image classification and deep learning/machine learning techniques to design efficient computer aided diagnosis architecture. It is aimed to highlight new challenges and probable solutions in the domain of computer aided diagnosis to leverage balancing of sustainable ecology.
The volume focuses on designing efficient algorithms for proposing CAD systems to mitigate the challenges of critical illnesses at an early stage. State-of-the-art novel methods are explored for envisaging automated diagnosis systems thereby overriding the limitations due to lack of training data, sample annotation, region of interest identification, proper segmentation and so on. The assorted techniques addresses the challenges encountered in existing systems thereby facilitating accurate patient healthcare and diagnosis.
Features:
- An integrated interdisciplinary approach to address complex computer aided diagnosis problems and limitations.
- Elucidates a rich summary of the state-of-the-art tools and techniques related to automated detection and diagnosis of life threatening diseases including pandemics.
- Machine learning and deep learning methodologies on evolving accurate and precise early detection and medical diagnosis systems.
- Information presented in an accessible way for students, researchers and medical practitioners.
The volume would come to the benefit of both post-graduate students and aspiring researchers in the field of medical informatics, computer science and electronics and communication engineering. In addition, the volume is also intended to serve as a guiding factor for the medical practitioners and radiologists in accurate diagnosis of diseases.
商品描述(中文翻譯)
《電腦輔助診斷中的顛覆性趨勢》彙集了內容為基礎的影像分類及深度學習/機器學習技術領域中的新技術和方法，以設計高效的電腦輔助診斷架構。此書旨在突顯電腦輔助診斷領域中的新挑戰及可能的解決方案，以促進可持續生態的平衡。
本書專注於設計高效的演算法，以提出電腦輔助診斷系統，減輕早期重大疾病的挑戰。探索了最先進的新方法，以構想自動診斷系統，從而克服由於缺乏訓練數據、樣本標註、感興趣區域識別、適當分割等造成的限制。各種技術針對現有系統中遇到的挑戰，從而促進準確的病人健康護理和診斷。
特色：
- 一個綜合的跨學科方法，以解決複雜的電腦輔助診斷問題和限制。
- 清晰闡述與自動檢測和診斷危及生命的疾病（包括疫情）相關的最先進工具和技術的豐富摘要。
- 機器學習和深度學習方法在發展準確和精確的早期檢測及醫療診斷系統中的應用。
- 以易於理解的方式呈現資訊，適合學生、研究人員和醫療從業人員。
本書將對醫療資訊學、計算機科學及電子與通信工程領域的研究生和有志研究者帶來益處。此外，本書也旨在為醫療從業人員和放射科醫生在準確診斷疾病方面提供指導。
作者簡介
Dr. Rik Das is an Assistant Professor for Post Graduate Programme in Information Technology, Xavier Institute of Social Service, Ranchi. Dr. Das has over 16 years of experience in academia and research with various leading Universities and Institutes in India including Narsee Monjee Institute of Management Studies (NMIMS) (Deemed-to-be-University), Globsyn Business School, Maulana Abul Kalam Azad University of Technology and so on. He has an early career stint in Business Development and Project Marketing with Industries like Great Eastern Impex Pvt. Ltd., Zenith Computers Ltd. and so on. Dr. Rik Das is appointed as a Distinguished Speaker by the Association of Computing Machinery (ACM), New York, USA in July, 2020. He is featured in uLektz Wall of Fame as one of the Top 50 Tech Savvy Academicians in Higher Education across India for the year 2019. He is also a Member of International Advisory Committee of AI-Forum, UK. Dr. Das is awarded with Professional Membership of the Association of Computing Machinery (ACM), New York, USA for the year 2020-21. He is the recipient of prestigious InSc Research Excellence Award hosted in the year 2020. Dr. Das is conferred with Best Researcher Award at International Scientist Awards on Engineering, Science and Medicine for the year 2021.
Dr. Sudarshan Nandy was felicitated with a Ph.D in Engineering and Technology from Kalyani University in the year 2014. He has obtained his M.Tech in Computer Science and Engineering from West Bengal University of Technology in the year 2007 . He earned his B.E degree in computer science and Engineering from BPUT, Orissa in the year 2004. He is presently working in the rank of Assistant Professor at the Dept. of Computer Science and Engineering, Amity School of Engineering and Technology, Amity University of Kolkata, India. His area of research includes Artificial Neural Network, metaheuristic algorithms, optimization, functional analysis, cloud computing. He has contributed in many research articles in various journals and conferences of repute. He is also a member of various professional society.
Dr. Siddhartha Bhattacharyya is serving as a Professor in the Department of Computer Science and Engineering of Christ University, Bangalore. He served as the Principal of RCC Institute of Information Technology, Kolkata, India during 2017-2019. He is a co-author of 5 books and the co-editor of 72 books and has more than 300 research publications in international journals and conference proceedings to his credit. His research interests include hybrid intelligence, pattern recognition, multimedia data processing, social networks and quantum computing. Dr. Bhattacharyya is a life fellow of Optical Society of India (OSI), India, life fellow of International Society of Research and Development (ISRD), UK, a fellow of Institution of Engineering and Technology (IET), UK, a fellow of Institute of Electronics and Telecommunication Engineers (IETE), India and a fellow of Institution of Engineers (IEI), India.
作者簡介(中文翻譯)
Dr. Rik Das 是印度 Ranchi 的 Xavier 社會服務學院資訊科技研究所的助理教授。Dr. Das 在學術和研究領域擁有超過 16 年的經驗，曾在印度多所知名大學和研究機構工作，包括 Narsee Monjee 管理研究所 (NMIMS)（被認定為大學）、Globsyn 商學院、Maulana Abul Kalam Azad 科技大學等。他的早期職業生涯涉及商業發展和專案行銷，曾在 Great Eastern Impex Pvt. Ltd.、Zenith Computers Ltd. 等行業工作。Dr. Rik Das 於 2020 年 7 月被美國紐約的計算機協會 (ACM) 任命為傑出演講者。他在 uLektz 榮譽牆上被列為 2019 年印度高等教育中 50 位技術精湛的學者之一。他也是英國 AI-Forum 的國際諮詢委員會成員。Dr. Das 獲得了 2020-21 年度美國紐約計算機協會 (ACM) 的專業會員資格。他是 2020 年舉辦的 InSc 研究卓越獎的獲獎者。Dr. Das 於 2021 年獲得國際科學家工程、科學和醫學獎的最佳研究者獎。
Dr. Sudarshan Nandy 於 2014 年獲得 Kalyani 大學的工程與技術博士學位。他於 2007 年在西孟加拉科技大學獲得計算機科學與工程的碩士學位，並於 2004 年在奧里薩邦的 BPUT 獲得計算機科學與工程的學士學位。他目前在印度加爾各答的 Amity 大學 Amity 工程與技術學院擔任計算機科學與工程系的助理教授。他的研究領域包括人工神經網絡、元啟發式演算法、優化、函數分析和雲計算。他在多個知名期刊和會議上發表了許多研究文章，並且是多個專業社團的成員。
Dr. Siddhartha Bhattacharyya 目前擔任班加羅爾基督大學計算機科學與工程系的教授。他曾於 2017 至 2019 年擔任加爾各答 RCC 資訊技術學院的院長。他是 5 本書的共同作者和 72 本書的共同編輯，並在國際期刊和會議論文集中發表了超過 300 篇研究論文。他的研究興趣包括混合智能、模式識別、多媒體數據處理、社交網絡和量子計算。Dr. Bhattacharyya 是印度光學學會 (OSI) 的終身會員、英國研究與發展國際學會 (ISRD) 的終身會員、英國工程與技術學會 (IET) 的會員、印度電子與電信工程師學會 (IETE) 的會員，以及印度工程師學會 (IEI) 的會員。
