Deep Learning in Biology and Medicine
暫譯: 生物醫學中的深度學習

Bacciu, Davide, Lisboa, Paulo J. G., Vellido, Alfredo

  • 出版商: World Scientific Pub
  • 出版日期: 2022-02-15
  • 售價: $4,810
  • 貴賓價: 9.5$4,570
  • 語言: 英文
  • 頁數: 268
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1800610939
  • ISBN-13: 9781800610934
  • 相關分類: DeepLearning
  • 海外代購書籍(需單獨結帳)

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商品描述

Biology, medicine and bio-chemistry have become data-centric fields for which Deep Learning methods are delivering ground-breaking results. Addressing high impact challenges, Deep Learning in Biology and Medicine provides an accessible and organic collection of Deep Learning essays on bioinformatics and medicine. It caters for a wide readership, ranging from machine learning practitioners and data scientists seeking methodological knowledge to address biomedical applications, to life science specialists in search of a gentle reference for advanced data analytics.With contributions from internationally renowned experts, the book covers foundational methodologies in a wide spectrum of life science applications including electronic health record processing, diagnostic imaging, text processing, as well as omics-data processing. This survey of consolidated problems is complemented by a selection of advanced applications including cheminformatics and biomedical interaction network analysis. A modern and mindful approach to the use of data-driven methodologies in the life sciences also requires careful consideration of the associated societal, ethical, legal and transparency challenges, covered in the concluding chapters of this book.

商品描述(中文翻譯)

生物學、醫學和生物化學已成為以數據為中心的領域,深度學習方法在這些領域中帶來了突破性的成果。《生物學與醫學中的深度學習》針對高影響力的挑戰,提供了一系列關於生物信息學和醫學的深度學習論文,內容易於理解,適合廣泛的讀者群體,從尋求方法論知識以解決生物醫學應用的機器學習實踐者和數據科學家,到尋求進階數據分析的溫和參考的生命科學專家。 本書匯集了國際知名專家的貢獻,涵蓋了生命科學應用中廣泛的基礎方法論,包括電子健康記錄處理、診斷影像、文本處理以及組學數據處理。這些整合問題的調查還包括了一系列進階應用,如化學信息學和生物醫學互動網絡分析。對於在生命科學中使用數據驅動方法的現代和深思熟慮的方式,也需要仔細考慮相關的社會、倫理、法律和透明度挑戰,這些內容在本書的結尾章節中進行了探討。