Mathematics for Neuroscientists (Hardcover)
暫譯: 神經科學家的數學 (精裝版)
Fabrizio Gabbiani, Steven James Cox
- 出版商: Academic Press
- 出版日期: 2010-08-09
- 定價: $3,480
- 售價: 5.0 折 $1,740
- 語言: 英文
- 頁數: 498
- 裝訂: Hardcover
- ISBN: 0123748828
- ISBN-13: 9780123748829
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相關分類:
Matlab
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其他版本:
Mathematics for Neuroscientists 2/e
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相關主題
商品描述
Virtually all scientific problems in neuroscience require mathematical analysis, and all neuroscientists are increasingly required to have a significant understanding of mathematical methods. There is currently no comprehensive, integrated introductory book on the use of mathematics in neuroscience; existing books either concentrate solely on theoretical modeling or discuss mathematical concepts for the treatment of very specific problems. This book fills this need by systematically introducing mathematical and computational tools in precisely the contexts that first established their importance for neuroscience. All mathematical concepts will be introduced from the simple to complex using the most widely used computing environment, Matlab.
This book will provide a grounded introduction to the fundamental concepts of mathematics, neuroscience and their combined use, thus providing the reader with a springboard to cutting-edge research topics and fostering a tighter integration of mathematics and neuroscience for future generations of students.
- A very didactic and systematic introduction to mathematical concepts of importance for the analysis of data and the formulation of concepts based on experimental data in neuroscience
- Provides introductions to linear algebra, ordinary and partial differential equations, Fourier transforms, probabilities and stochastic processes
- Introduces numerical methods used to implement algorithms related to each mathematical concept
- Illustrates numerical methods by applying them to specific topics in neuroscience, including Hodgkin-Huxley equations, probabilities to describe stochastic release, stochastic processes to describe noise in neurons, Fourier transforms to describe the receptive fields of visual neurons
- Allows the mathematical novice to analyze their results in more sophisticated ways, and consider them in a broader theoretical framework
商品描述(中文翻譯)
幾乎所有神經科學中的科學問題都需要數學分析,而所有神經科學家越來越需要對數學方法有深入的理解。目前尚無一本全面、綜合的入門書籍專門介紹數學在神經科學中的應用;現有的書籍要麼僅專注於理論建模,要麼討論針對非常特定問題的數學概念。本書填補了這一需求,系統地介紹數學和計算工具,並在首次確立其對神經科學重要性的背景下進行介紹。所有數學概念將從簡單到複雜進行介紹,使用最廣泛使用的計算環境 Matlab。
本書將提供對數學、神經科學及其結合使用的基本概念的扎實介紹,從而為讀者提供一個通往前沿研究主題的跳板,並促進數學與神經科學在未來學生中的更緊密整合。
- 對於數據分析和基於實驗數據的概念形成,提供一個非常教學性和系統性的數學概念介紹
- 提供線性代數、常微分方程和偏微分方程、傅立葉變換、概率和隨機過程的介紹
- 介紹用於實現與每個數學概念相關的算法的數值方法
- 通過將數值方法應用於神經科學中的特定主題來說明這些方法,包括霍奇金-赫克斯利方程、描述隨機釋放的概率、描述神經元噪聲的隨機過程、描述視覺神經元的感受野的傅立葉變換
- 使數學新手能夠以更複雜的方式分析其結果,並在更廣泛的理論框架中考慮這些結果