Statistical Bioinformatics with R
暫譯: 使用 R 的統計生物資訊學
Mathur, Sunil K.
- 出版商: Academic Press
- 出版日期: 2026-09-01
- 售價: $3,100
- 貴賓價: 9.5 折 $2,945
- 語言: 英文
- 頁數: 350
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443404372
- ISBN-13: 9780443404375
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相關分類:
R 語言
海外代購書籍(需單獨結帳)
商品描述
Statistical Bioinformatics with R, Second Edition offers a balanced treatment of statistical theory within the context of bioinformatics applications. The book goes beyond gene expression and sequence analysis to include a careful integration of statistical theory in bioinformatics. The inclusion of R codes, along with the development of advanced methodologies such as Bayesian and Markov models, equips students with a solid foundation for conducting bioinformatics research. Sections incorporate the latest advancements in bioinformatics and statistical methodologies, including new chapters on cutting-edge topics such as high-throughput sequencing data analysis, AI/machine learning applications in bioinformatics, and advanced statistical methods. From new and updated practical examples and case studies that illustrate real-world applications of statistical techniques to bioinformatic problems to enhanced end-of-chapter exercises, detailed code annotations, and an improved companion website with supplementary materials, including datasets and R scripts, this book is a valuable resource for both self-study and formal coursework, fostering a deeper understanding of statistical bioinformatics and equipping readers with the skills needed to tackle complex biological data analysis challenges.
商品描述(中文翻譯)
《統計生物資訊學與 R(第二版)》提供了在生物資訊應用背景下的統計理論的平衡處理。這本書不僅限於基因表達和序列分析,還仔細整合了生物資訊中的統計理論。書中包含 R 代碼,以及貝葉斯和馬可夫模型等先進方法的發展,為學生提供了進行生物資訊研究的堅實基礎。各章節納入了生物資訊和統計方法的最新進展,包括關於高通量測序數據分析、人工智慧/機器學習在生物資訊中的應用以及先進統計方法等前沿主題的新章節。
從新的和更新的實用範例及案例研究,這些範例展示了統計技術在生物資訊問題中的實際應用,到增強的章末練習、詳細的代碼註解,以及改進的伴隨網站,提供補充材料,包括數據集和 R 腳本,這本書對於自學和正式課程都是一個寶貴的資源,促進對統計生物資訊學的深入理解,並使讀者具備應對複雜生物數據分析挑戰所需的技能。