Identification of Dynamical Systems with Small Noise
Autor Yury A. Kutoyantsen Limba Engleză Hardback – 31 aug 1994
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Specificații
ISBN-13: 9780792330530
ISBN-10: 0792330536
Pagini: 312
Ilustrații: VIII, 301 p.
Dimensiuni: 160 x 241 x 22 mm
Greutate: 0.64 kg
Ediția:1994
Editura: Springer
Locul publicării:Dordrecht, Netherlands
ISBN-10: 0792330536
Pagini: 312
Ilustrații: VIII, 301 p.
Dimensiuni: 160 x 241 x 22 mm
Greutate: 0.64 kg
Ediția:1994
Editura: Springer
Locul publicării:Dordrecht, Netherlands
Public țintă
ResearchCuprins
1 Auxiliary Results.- 1.1 Some notions of probability theory.- 1.2 Stochastic integral.- 1.3 On asymptotic estimation theory.- 2 Asymptotic Properties of Estimators in Standard and Nonstandard Situations.- 2.1 LAM bound on the risks of estimators.- 2.2 Asymptotic behavior of estimators in the regular case.- 2.3 Parameter estimation for linear systems.- 2.4 Nondifferentiable and “too differentiable” trends.- 2.5 Random initial value.- 2.6 Misspecified models.- 2.7 Nonconsistent estimation.- 2.8 Boundary of the parametric set.- 3 Expansions.- 3.1 Expansion of the MLE.- 3.2 Possible generalizations.- 3.3 Expansion of the distribution function.- 4 Nonparametric Estimation.- 4.1 Trend estimation.- 4.2 Linear multiplier estimation.- 4.3 State estimation.- 5 The Disorder Problem.- 5.1 Simultaneous estimation of the smooth parameter and the moment of switching.- 5.2 Multidimensional disorder.- 5.3 Misspecified disorder.- 6 Partially Observed Systems.- 6.1 Kalman filter identification.- 6.2 Nonlinear systems.- 6.3 Disorder problem for Kalman filter.- 7 Minimum Distance Estimation.- 7.1 Definitions and examples of the MDE.- 7.2 Consistence and limit distributions.- 7.3 Linear systems.- 7.4 Nonstandard situations and other problems.- 7.5 Asymptotic efficiency of the MDE.- Remarks.- References.