Explainable AI in Healthcare: Unboxing Machine Learning for Biomedicine

Raval, Mehul S., Roy, Mohendra, Kaya, Tolga

Explainable AI in Healthcare: Unboxing Machine Learning for Biomedicine
  • 出版商: CRC
  • 出版日期: 2023-07-17
  • 售價: $4,140
  • 貴賓價: 9.5 折 $3,933
  • 語言: 英文
  • 頁數: 304
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032367113
  • ISBN-13: 9781032367118
  • 相關分類: 人工智慧、Machine Learning

    • 下單後立即進貨 (約2~4週)

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)

這本書提供了一個參考資料，供希望結合電腦視覺和機器學習的讀者使用。貢獻者提供了來自國際學術界的多元觀點。本書展示了用於醫療保健領域的演算法和架構的發展。可解釋的人工智慧（Explainable AI）使機器學習能夠展示自動化演算法背後的決策原因，彌合了技術設計者和醫療保健實施者之間的意義差距。本書分為三個部分，介紹了電腦視覺和機器學習在預處理中的作用、應用於疾病中的機器學習以及機器學習在醫療保健中的可解釋性和互操作性的作用。這本書將對醫療從業人員、研究人員和對在醫療保健領域中理解和應用電腦視覺和機器學習感興趣的學生具有價值的參考價值。

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，阿赫邁達巴德大學工程與應用科學學院實踐學習副院長兼教授，印度阿赫邁達巴德
Mohendra Roy，Pandit Deendayal能源大學技術學院資訊與通訊技術系助理教授，印度甘地尼加爾
Tolga Kaya，聖心大學工程項目主任兼教授，美國康涅狄格州費爾菲爾德
Rupal Kapdi，Nirma大學技術學院計算機科學與工程系助理教授，印度阿赫邁達巴德

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