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Almost sure convergence and asymptotical normality of a generalization of Kesten's stochastic approximation algorithm for multidimensional case
Kesten's stochastic approximation algorithm multidimensional
2011/6/20
It is shown the almost sure convergence and asymptotical normality of a generalization of
Kesten's stochastic approximation algorithm for multidimensional case.
In this generalization, the step incr...
Construction of Bayesian Deformable Models via Stochastic Approximation Algorithm：A Convergence Study
stochastic approximation algorithms non rigid-deformable templates shapes statistics Bayesian modeling MAP estimation
2010/4/29
The problem of the definition and the estimation of generative models based on deformable templates from raw data is of particular importance for modeling non-aligned data affected by various types of...
Semimartingale Stochastic Approximation Procedures and Recursive Estimation
Stochastic approximation Robbins–Monro type SDE semimartingale convergence sets “standard” and “nonstandard” representations
2010/4/29
The semimartingale stochastic approximation procedure, namely,
the Robbins–Monro type SDE is introduced which naturally includes
both generalized stochastic approximation algorithms with martingale ...