Machine Learning and Deep Learning Techniques for Medical Science
暫譯: 醫學科學的機器學習與深度學習技術

Devi, K. Gayathri, Balasubramanian, Kishore, Ngoc, Le Anh

  • 出版商: CRC
  • 出版日期: 2022-05-12
  • 售價: $6,190
  • 貴賓價: 9.5$5,881
  • 語言: 英文
  • 頁數: 398
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032104201
  • ISBN-13: 9781032104201
  • 相關分類: Machine LearningDeepLearning
  • 海外代購書籍(需單獨結帳)

商品描述

The application of machine learning is growing exponentially into every branch of business and science, including medical science. This book presents the integration of machine learning (ML) and deep learning (DL) algorithms that can be applied in the healthcare sector to reduce the time required by doctors, radiologists, and other medical professionals for analyzing, predicting, and diagnosing the conditions with accurate results. The book offers important key aspects in the development and implementation of ML and DL approaches toward developing prediction tools and models and improving medical diagnosis.

The contributors explore the recent trends, innovations, challenges, and solutions, as well as case studies of the applications of ML and DL in intelligent system-based disease diagnosis. The chapters also highlight the basics and the need for applying mathematical aspects with reference to the development of new medical models. Authors also explore ML and DL in relation to artificial intelligence (AI) prediction tools, the discovery of drugs, neuroscience, diagnosis in multiple imaging modalities, and pattern recognition approaches to functional magnetic resonance imaging images.

This book is for students and researchers of computer science and engineering, electronics and communication engineering, and information technology; for biomedical engineering researchers, academicians, and educators; and for students and professionals in other areas of the healthcare sector.

  • Presents key aspects in the development and the implementation of ML and DL approaches toward developing prediction tools, models, and improving medical diagnosis
  • Discusses the recent trends, innovations, challenges, solutions, and applications of intelligent system-based disease diagnosis
  • Examines DL theories, models, and tools to enhance health information systems
  • Explores ML and DL in relation to AI prediction tools, discovery of drugs, neuroscience, and diagnosis in multiple imaging modalities

Dr. K. Gayathri Devi is a Professor at the Department of Electronics and Communication Engineering, Dr. N.G.P Institute of Technology, Tamil Nadu, India.

Dr. Kishore Balasubramanian is an Assistant Professor (Senior Scale) at the Department of EEE at Dr. Mahalingam College of Engineering & Technology, Tamil Nadu, India.

Dr. Le Anh Ngoc is a Director of Swinburne Innovation Space and Professor in Swinburne University of Technology (Vietnam).

商品描述(中文翻譯)

機器學習的應用正在以指數級增長進入商業和科學的各個領域,包括醫學科學。本書介紹了可以應用於醫療保健領域的機器學習(ML)和深度學習(DL)算法,旨在減少醫生、放射科醫生及其他醫療專業人員在分析、預測和診斷病情時所需的時間,並提供準確的結果。本書提供了在開發和實施ML和DL方法方面的重要關鍵要素,以開發預測工具和模型,並改善醫療診斷。

貢獻者探討了智能系統基礎的疾病診斷中ML和DL的最新趨勢、創新、挑戰和解決方案,以及相關的案例研究。各章節還強調了應用數學方面的基礎知識及其在新醫療模型開發中的必要性。作者還探討了ML和DL與人工智慧(AI)預測工具、藥物發現、神經科學、多種影像模式下的診斷以及功能性磁共振成像圖像的模式識別方法之間的關係。

本書適合計算機科學與工程、電子與通信工程、資訊科技的學生和研究人員;生物醫學工程研究人員、學者和教育工作者;以及醫療保健領域其他領域的學生和專業人士。

- 提供在開發和實施ML和DL方法方面的關鍵要素,以開發預測工具、模型並改善醫療診斷
- 討論智能系統基礎的疾病診斷的最新趨勢、創新、挑戰、解決方案和應用
- 檢視DL理論、模型和工具,以增強健康資訊系統
- 探索ML和DL與AI預測工具、藥物發現、神經科學及多種影像模式下的診斷之間的關係

K. Gayathri Devi博士是印度泰米爾納德邦Dr. N.G.P技術學院電子與通信工程系的教授。

Kishore Balasubramanian博士是印度泰米爾納德邦Dr. Mahalingam工程與技術學院電機工程系的助理教授(高級職級)。

Le Anh Ngoc博士是Swinburne創新空間的主任及越南Swinburne科技大學的教授。

作者簡介

Dr. K. Gayathri Devi is a Professor at the Department of Electronics and Communication Engineering, Dr. N.G.P Institute of Technology, Tamilnadu, India.

Dr Kishore Balasubramanian is an Assistant Professor (Senior Scale) in the Department of EEE at Dr. Mahalingam College of Engineering & Technology, India.

Dr. Le Anh Ngoc is a Vice Dean of Electronics and Telecommunications Faculty, Electric Power University, Hanoi, Vietnam.

作者簡介(中文翻譯)

Dr. K. Gayathri Devi 是印度泰米爾納德邦 Dr. N.G.P 技術學院電子與通信工程系的教授。

Dr. Kishore Balasubramanian 是印度 Dr. Mahalingam 工程與技術學院電氣與電子工程系的助理教授(高級職級)。

Dr. Le Anh Ngoc 是越南河內電力大學電子與電信學院的副院長。