Quantitative Biology: Mathematical Modeling and Computation
暫譯: 定量生物學:數學建模與計算
Ogueda-Oliva, Alonso, Seshaiyer, Padmanabhan
- 出版商: Academic Press
- 出版日期: 2026-01-29
- 售價: $3,420
- 貴賓價: 9.5 折 $3,249
- 語言: 英文
- 頁數: 378
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443274525
- ISBN-13: 9780443274527
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相關分類:
工程數學 Engineering-mathematics
海外代購書籍(需單獨結帳)
相關主題
商品描述
Quantitative Biology provides quantitative and data-driven approaches for analyzing biological and bio-inspired systems, covering the foundations of mathematical modeling, analysis, and computation. The book presents a practical mix of both theory and computation for a variety of biological applications, with tied-in, engaging project activities, instruction, programming language, and technological tools. Modeling approaches combine mathematical foundations, statistical reasoning, and computational thinking, with applications in compartmental, agent-based, bio image, biological interaction, and neural network modeling, as well as machine learning, parameter identification, and applications across societal challenges. Each chapter includes exposure to models and modeling, a foundational instructional framework, benchmark applications, and numerical simulations with a literate programming guided style that helps readers go beyond replication models and into prediction and data-driven discovery. A companion website also features interactive code to accompany projects across each chapter.
商品描述(中文翻譯)
《定量生物學》提供了定量和數據驅動的方法來分析生物和生物啟發系統,涵蓋數學建模、分析和計算的基礎。這本書實用地結合了理論和計算,適用於各種生物應用,並包含引人入勝的專案活動、教學、程式語言和技術工具。建模方法結合了數學基礎、統計推理和計算思維,應用於區隔模型、基於代理的模型、生物影像、生物互動和神經網絡建模,以及機器學習、參數識別和社會挑戰的應用。
每一章都包括對模型和建模的介紹、一個基礎的教學框架、基準應用和數值模擬,並採用文學編程的指導風格,幫助讀者超越複製模型,進入預測和數據驅動的發現。伴隨的網站還提供了互動代碼,以配合每一章的專案。