{"product_id":"the-nature-of-mathematical-modeling-9780521570954","title":"The Nature of Mathematical Modeling","description":"\u003cp\u003eThis 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 ODEs and PDEs  finite elements  cellular automata); model inference based on observations (function fitting  data transforms  network architectures  search techniques  density estimation); as well as the special role of time in modeling (filtering and state estimation  hidden Markov processes  linear and nonlinear time series). Each of the topics in the book would be the worthy subject of a dedicated text  but only by presenting the material in this way is it possible to make so much material accessible to so many people. Each chapter presents a concise summary of the core results in an area  providing an orientation to what they can (and cannot) do  enough background to use them to solve typical problems  and pointers to access the literature for particular applications.\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":45646919139381,"sku":"ByrdShop_0521570956","price":57.28,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9780521570954.jpg?v=1781681794","url":"https:\/\/atxbooks.com\/products\/the-nature-of-mathematical-modeling-9780521570954","provider":"ATX Books","version":"1.0","type":"link"}