The Nature of Mathematical Modeling

By: Neil Gershenfeld

this book first covers exact and approximate analytical techniques (ordinary differential and difference equations, partial differential equations, variational principles, stochastic processes); numerical methods (finite differences for ode's and pde's, finite elements, cellular automata); model inference based on observations (function fitting, data transforms, network architectures, search...