Explainable AI in Healthcare: Unboxing Machine Learning for Biomedicine
暫譯: 醫療領域的可解釋人工智慧:解密生物醫學中的機器學習
Raval, Mehul S., Roy, Mohendra, Kaya, Tolga
- 出版商: CRC
- 出版日期: 2023-07-17
- 售價: $4,660
- 貴賓價: 9.5 折 $4,427
- 語言: 英文
- 頁數: 304
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032367113
- ISBN-13: 9781032367118
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相關分類:
人工智慧、Machine Learning
海外代購書籍(需單獨結帳)
相關主題
商品描述
This title offers a reference for readers hoping to combine computer vision and machine learning. Contributors offer diverse perspectives drawn from an international pool. The book shows the development of algorithms and architectures for healthcare. Explainable AI opens ML up to show the reasons behind the decisions taken by automated algorithms, bridging a gap in meaning between those designing the technology and those implementing it in healthcare. Three sections present the role of computer vision and ML for preprocessing, application of ML to diseases and the role of explainability and interoperability of ML in healthcare. This book will be a valuable reference to medical practitioners, researchers and students interested in understanding and applying computer vision and ML in the healthcare sector.
商品描述(中文翻譯)
這本書為希望結合電腦視覺和機器學習的讀者提供了一個參考。貢獻者們來自國際各地,提供了多元的觀點。本書展示了在醫療保健領域中算法和架構的發展。可解釋的人工智慧(Explainable AI)使機器學習(ML)能夠顯示自動化算法所做決策背後的原因,彌補了設計技術者與在醫療保健中實施技術者之間的意義差距。書中分為三個部分,介紹了電腦視覺和機器學習在預處理中的角色、機器學習在疾病應用中的角色,以及可解釋性和機器學習在醫療保健中互操作性的角色。本書將成為醫療從業人員、研究人員和對理解及應用電腦視覺和機器學習於醫療保健領域感興趣的學生的重要參考資料。
作者簡介
Mehul S Raval, Associate Dean - Experiential Learning and Professor, School of Engineering and Applied Science, Ahmedabad University, Ahmedabad, India
Mohendra Roy, Assistant Professor, Information and Communication Technology Department, School of Technology, Pandit Deendayal Energy University, Gandhinagar, India
Tolga Kaya, Professor and Director of Engineering Programs, Sacred Heart University, Fairfield, CT, USA
Rupal Kapdi, Assistant Professor, Computer Science and Engineering Department, Institute of Technology, Nirma University, Ahmedabad, India
作者簡介(中文翻譯)
Mehul S Raval,副院長 - 體驗學習及教授,工程與應用科學學院,阿默達巴德大學,印度阿默達巴德
Mohendra Roy,助理教授,資訊與通信科技系,技術學院,潘迪特·丁達亞爾能源大學,印度甘地納格
Tolga Kaya,教授及工程項目主任,聖心大學,美國康乃狄克州費爾菲爾德
Rupal Kapdi,助理教授,計算機科學與工程系,技術學院,尼爾瑪大學,印度阿默達巴德