V. Megalooikonomou et Y. Yesha, Quantizer design for distributed estimation with communication constraintsand unknown observation statistics, IEEE COMMUN, 48(2), 2000, pp. 181-184
We consider the problem of quantizer design in a distributed estimation sys
tem with communication constraints in the case where only a training sequen
ce is available, Our approach is based on a generalization of regression tr
ees. The Look-ahead method that we also propose improves significantly the
performance. The final system performs similarly to the one that assumes kn
own statistics.