TY - BOOK AU - Sarkka, Simo AU - Solin, Arno TI - Applied stochastic differential equations SN - 9781316649466 AV - QA 274.23 .S27 2019 PY - 2019/// CY - Cambridge, United Kingdom PB - Cambridge University Press KW - STOCHASTIC DIFFERENTIAL EQUATIONS N1 - Includes bibliographical references and index; Some background on ordinary differential equations -- Pragmatic introduction to stochastic differential equations -- It├┤ 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 N2 - Stochastic differential equations are differential equations whose solutions are stochastic processes. They exhibit appealing mathematical properties that are useful in modeling uncertainties and noisy phenomena in many disciplines ER -