[图书][B] Subsampling in the IID Case

DN Politis, JP Romano, M Wolf, DN Politis, JP Romano… - 1999 - Springer
… In fact, the theory presented in this chapter will later be extended to cases like this where
the rate of convergence is unknown, and subsampling offers a viable and general approach to …

Extrapolation of subsampling distribution estimators: The iid and strong mixing cases

P Bertail, DN Politis - Canadian Journal of Statistics, 2001 - Wiley Online Library
… aforementioned extrapolation of subsampling distribution estimators… on the iid case and show
that since in this case subsampling … Then extrapolation of subsampling distributions for the …

On the asymptotic theory of subsampling

DN Politis, JP Romano, M Wolf - Statistica Sinica, 2001 - JSTOR
… we show how these subsample values can accurately es … subsampling in the iid case,
ack choice of block size, which inevitably is the situation u argument is to show subsampling

[HTML][HTML] Local case-control sampling: Efficient subsampling in imbalanced data sets

W Fithian, T Hastie - Annals of statistics, 2014 - ncbi.nlm.nih.gov
… because the subsample thus obtained is an iid sample from a … case-control subsampling
In this section, we describe local case-control subsampling, a generalization of standard case-…

Subsampling inference for the mean in the heavy-tailed case

JP Romano, M Wolf - Metrika, 1999 - Springer
… In this article, asymptotic inference for the mean of iid observations in the context of heavy-tailed
distributions is discussed. While both the standard asymptotic method based on the …

Maximum sampled conditional likelihood for informative subsampling

HY Wang, JK Kim - Journal of machine learning research, 2022 - jmlr.org
… with the independent and identically distributed (iid) case in Section 2, because we allow πN
(x,y;… The MSCLE includes the local case-control subsampling as a special case, so we can …

On subsampling estimators with unknown rate of convergence

P Bertail, DN Politis, JP Romano - Journal of the American …, 1999 - Taylor & Francis
… In the case of iid data, subsampling may be seen as a delete-d (with d = ti - … However, in
that case we necessarily need more than two subsampling distributions to estimate the slowly …

Subsample and half-sample methods

GJ Babu - Annals of the Institute of Statistical Mathematics, 1992 - Springer
… In the sample mean case ,~ can be taken as 0.5(1 - 1/v/5… subsample confidence interval,
with coverage probability (t -2a) under the iid, setting (ie one obtained by assuming that Xi are iid

Optimal subsampling via predictive inference

X Wu, Y Huo, H Ren, C Zou - Journal of the American Statistical …, 2024 - Taylor & Francis
… In Section 3, we address the case where model parameters are unknown and thoroughly …
algorithm to implement the optimal subsampling procedure under iid setting in Section 3.1, and …

Less is better: Unweighted data subsampling via influence function

Z Wang, H Zhu, Z Dong, X He, SL Huang - Proceedings of the AAAI …, 2020 - aaai.org
… -case risk over all distributions close to the empirical distribution. The experiment results
demonstrate our methods superiority over existed subsampling … test samples are iid drawn from …