Title Statements
- Full title :Applied stochastic differential equations / Simo Särkkä, Arno Solin.
Edition Statements
- Publication Date:2019.
Publication Statements
- Publisher(s):Cambridge University Press
- Place of Publication:Cambridge
- Language:eng
- Publication Date:2019.
The Physical Object
- Description:1 online resource (ix, 316 pages) : : PDF file(s).
Edition Identifiers
- ISBN:9781108186735, 1108186734, 9781316510087, 1316510085, 9781316649466, 1316649466
- oclc:on1167853161
- LC Classification:QA274.23
- Dewey Decimal:315/.350151923
Table of Contents
Some background on ordinary differential equations -- Pragmatic introduction to stochastic differential equations -- Itô calculus and stochastic differential equations -- Probability distributions and statistics of SDEs -- Statistics of linear stochastic differential equations -- Useful theorems and formulas for SDEs -- Numerical simulation of SDEs -- Approximation of non-linear SDEs -- Filtering and smoothing theory -- Parameter estimation in SDE models -- Stochastic differential equations in machine learning.
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