On martingale approximations
Zhao, Ou ; Woodroofe, Michael
Ann. Appl. Probab., Tome 18 (2008) no. 1, p. 1831-1847 / Harvested from Project Euclid
Consider additive functionals of a Markov chain Wk, with stationary (marginal) distribution and transition function denoted by π and Q, say Sn=g(W1)+⋯+g(Wn), where g is square integrable and has mean 0 with respect to π. If Sn has the form Sn=Mn+Rn, where Mn is a square integrable martingale with stationary increments and E(Rn2)=o(n), then g is said to admit a martingale approximation. Necessary and sufficient conditions for such an approximation are developed. Two obvious necessary conditions are E[E(Sn|W1)2]=o(n) and limn→∞ E(Sn2)/n<∞. Assuming the first of these, let ‖g‖+2=lim supn→∞ E(Sn2)/n; then ‖⋅‖+ defines a pseudo norm on the subspace of L2(π) where it is finite. In one main result, a simple necessary and sufficient condition for a martingale approximation is developed in terms of ‖⋅‖+. Let Q* denote the adjoint operator to Q, regarded as a linear operator from L2(π) into itself, and consider co-isometries (QQ*=I), an important special case that includes shift processes. In another main result a convenient orthonormal basis for L02(π) is identified along with a simple necessary and sufficient condition for the existence of a martingale approximation in terms of the coefficients of the expansion of g with respect to this basis.
Publié le : 2008-10-15
Classification:  Co-isometry,  conditional central limit theorem,  fractional Poisson equation,  martingale approximation,  normal operator,  plus norm,  shift process,  60F05,  60J10
@article{1225372952,
     author = {Zhao, Ou and Woodroofe, Michael},
     title = {On martingale approximations},
     journal = {Ann. Appl. Probab.},
     volume = {18},
     number = {1},
     year = {2008},
     pages = { 1831-1847},
     language = {en},
     url = {http://dml.mathdoc.fr/item/1225372952}
}
Zhao, Ou; Woodroofe, Michael. On martingale approximations. Ann. Appl. Probab., Tome 18 (2008) no. 1, pp.  1831-1847. http://gdmltest.u-ga.fr/item/1225372952/