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Questions tagged [sieve-estimator]

A nonparametric estimator that generalizes many nonparametric methods like series, nonparametric maximum likelihood, and even neural networks.

2 votes
1 answer
44 views

How to test whether a nonparametric function is equal to 0?

There is an unknown function $h(x)=E(Y|X=x)$ which I estimated with a nonparametric series estimator (also called sieve estimator) $\widehat{h}(x)$ using data $\{Y_i,X_i\}_{i=1}^n$. I'm interested in ...
ExcitedSnail's user avatar
  • 2,966
3 votes
1 answer
337 views

What is the difference between sieve estimation and structural risk minimization?

I was wondering if you could help me out. I am quite confused about the difference between sieve estimators (Ulf Grenander) and structural risk minimization (SRM) (Vladimir Vapnik). Could anyone give ...
vshas's user avatar
  • 131
1 vote
1 answer
184 views

Book on the Method of Sieves

I am seeking recommendations for a good book on the method of sieves, with clear explanations of its differences to the method of kernel, its statistical properties as well as its application. The ...