Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
1155344 | Statistics & Probability Letters | 2006 | 6 Pages |
Abstract
We consider a stochastic gradient process, which is a special case of stochastic approximation process, where the positive real step size anan is replaced by a random matrix AnAn: Xn+1=Xn-An∇g(Xn)-AnVn.Xn+1=Xn-An∇g(Xn)-AnVn. We give two theorems of almost sure convergence in the case where the equation ∇g=0∇g=0 has a set of solutions.
Keywords
Related Topics
Physical Sciences and Engineering
Mathematics
Statistics and Probability
Authors
Jean-Marie Monnez,