The Lower Bound of Density Estimation for Biased Data in Sobolev Spaces
Authors
Jinru Wang, Yuan Zhou
Corresponding Author
Jinru Wang
Available Online April 2013.
- DOI
- 10.2991/icsem.2013.163How to use a DOI?
- Keywords
- Lower Bound, Density Estimation, Biased Data, Sobolev Spaces.
- Abstract
In this paper, we consider the density estimation problem from independent and identically distributed (i.i.d.) biased observations. We study the lower bound of convergence rates of density estimation over Sobolev spaces WrN N N+ under the Lp risk by using Fano s lemma.
- Copyright
- © 2013, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Jinru Wang AU - Yuan Zhou PY - 2013/04 DA - 2013/04 TI - The Lower Bound of Density Estimation for Biased Data in Sobolev Spaces BT - Proceedings of the 2nd International Conference On Systems Engineering and Modeling (ICSEM 2013) PB - Atlantis Press SP - 792 EP - 796 SN - 1951-6851 UR - https://doi.org/10.2991/icsem.2013.163 DO - 10.2991/icsem.2013.163 ID - Wang2013/04 ER -