Deep Learning in Genetics and Genomics: Volume 2: Advanced Applications (基因與基因組的深度學習:第二卷:進階應用)
Raza, Khalid
- 出版商: Academic Press
- 出版日期: 2024-12-05
- 售價: $6,290
- 貴賓價: 9.5 折 $5,976
- 語言: 英文
- 頁數: 468
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443275238
- ISBN-13: 9780443275234
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相關分類:
DeepLearning
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相關主題
商品描述
Deep Learning in Genetics and Genomics: Vol. 2 (Advanced Applications) delves into the Deep Learning methods and their applications in various fields of studies, including genetics and genomics, bioinformatics, health informatics and medical informatics generating the momentum of today's developments in the field. In 25 chapters this title covers advanced applications in the field which includes deep learning in predictive medicines), analysis of genetic and clinical features, transcriptomics and gene expression patterns analysis, clinical decision support in genetic diagnostics, deep learning in personalised genomics and gene editing, and understanding genetic discoveries through Explainable AI. Further, it also covers various deep learning-based case studies, making this book a unique resource for wider, deeper, and in-depth coverage of recent advancement in deep learning based approaches. This volume is not only a valuable resource for health educators, clinicians, and healthcare professionals but also to graduate students of genetics, genomics, biology, biostatistics, biomedical sciences, bioinformatics, and interdisciplinary sciences.
商品描述(中文翻譯)
《深度學習在遺傳學與基因組學中的應用:第二卷(進階應用)》深入探討深度學習方法及其在各個研究領域的應用,包括遺傳學與基因組學、生物資訊學、健康資訊學和醫療資訊學,推動了當今該領域的發展。本書共25章,涵蓋了該領域的進階應用,包括預測醫學中的深度學習、遺傳與臨床特徵分析、轉錄組學與基因表達模式分析、遺傳診斷中的臨床決策支持、個性化基因組學與基因編輯中的深度學習,以及通過可解釋的人工智慧理解遺傳發現。此外,本書還涵蓋了各種基於深度學習的案例研究,使其成為一個獨特的資源,提供對深度學習方法近期進展的更廣泛、更深入的覆蓋。本卷不僅是健康教育者、臨床醫生和醫療專業人員的寶貴資源,也適合遺傳學、基因組學、生物學、生物統計學、生物醫學科學、生物資訊學及跨學科科學的研究生。