Font Size: a A A

Smooth Simultaneous Confidence Bands For Cumulative Distribution Functions

Posted on:2014-02-23Degree:MasterType:Thesis
Country:ChinaCandidate:J Y WangFull Text:PDF
GTID:2230330398471048Subject:Probability theory and mathematical statistics
Abstract/Summary:PDF Full Text Request
A plug-in kernel estimator is proposed for H¨older continuous cumulative distribu-tion function (cdf) based on a random sample. In [7], uniform closeness between theproposed estimator and the empirical cdf estimator is established, while the proposedestimator is smooth instead of a step function. A smooth simultaneous confidence bandis constructed based on the smooth distribution estimator and the Kolmogorov distri-bution. Extensive simulation study using two diferent automatic bandwidths confirmsthe theoretical findings.
Keywords/Search Tags:Bandwidth, Confidence bands, H(o|¨)lder continuity, Kernel, Kolmogorovdistribution
PDF Full Text Request
Related items