DENSITY-ESTIMATION FROM AN INDIVIDUAL NUMERICAL SEQUENCE

Citation
Ab. Nobel et al., DENSITY-ESTIMATION FROM AN INDIVIDUAL NUMERICAL SEQUENCE, IEEE transactions on information theory, 44(2), 1998, pp. 537-541
Citations number
22
Categorie Soggetti
Computer Science Information Systems","Engineering, Eletrical & Electronic","Computer Science Information Systems
ISSN journal
00189448
Volume
44
Issue
2
Year of publication
1998
Pages
537 - 541
Database
ISI
SICI code
0018-9448(1998)44:2<537:DFAINS>2.0.ZU;2-U
Abstract
This paper considers estimation of a univariate density from an indivi dual numerical sequence. It is assumed that 1) the limiting relative f requencies of the numerical sequence are governed by an unknown densit y, and 2) there is a known upper bound for the variation of the densit y on an increasing sequence of intervals, A simple estimation scheme i s proposed, and is shown to be L-1 consistent when 1) and 2) apply, In addition, it is shown that there is no consistent estimation scheme f or the set of individual sequences satisfying only condition 1).