发表于2024-12-23
Mathematics for Neuroscientists 2024 pdf epub mobi 电子书
图书标签: 脑科学 mathematics 计算 教材 神经科学 数学 2010
This book provides 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. The book alternates between mathematical chapters, introducing important concepts and numerical methods, and neurobiological chapters, applying these concepts and methods to specific topics. It covers topics ranging from classical cellular biophysics and proceeding up to systems level neuroscience. Starting at an introductory mathematical level, presuming no more than calculus through elementary differential equations, the level will build up as increasingly complex techniques are introduced and combined with earlier ones. Each chapter includes a comprehensive series of exercises with solutions, taken from the set developed by the authors in their course lectures. MATLAB code is included for each computational figure, to allow the reader to reproduce them. Biographical notes referring the reader to more specialized literature and additional mathematical material that may be needed either to deepen the reader's understanding or to introduce basic concepts for less mathematically inclined readers completes each chapter.
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
Provides implementation examples in MATLAB code, also included for download on the accompanying support website (which will be updated with additional code and in line with major MATLAB releases)
Allows the mathematical novice to analyze their results in more sophisticated ways, and consider them in a broader theoretical framework
这本书可以当应数入门看。好处是code齐全,练习循序渐进,很手把手,把相关数学工具,从微分方程到随机过程到频谱分析到统计信号处理都介绍了一番。不太适合数学背景的人,因为觉得science部分交代的简略了些。。。
评分我数学功底太浅了,看着好多看不懂的,对我用处不大。 不过还是很好的教科书。自学也很适合。
评分我数学功底太浅了,看着好多看不懂的,对我用处不大。 不过还是很好的教科书。自学也很适合。
评分这本书可以当应数入门看。好处是code齐全,练习循序渐进,很手把手,把相关数学工具,从微分方程到随机过程到频谱分析到统计信号处理都介绍了一番。不太适合数学背景的人,因为觉得science部分交代的简略了些。。。
评分这本书可以当应数入门看。好处是code齐全,练习循序渐进,很手把手,把相关数学工具,从微分方程到随机过程到频谱分析到统计信号处理都介绍了一番。不太适合数学背景的人,因为觉得science部分交代的简略了些。。。
Mathematics for Neuroscientists 2024 pdf epub mobi 电子书