Sciweavers

Free Online Productivity Tools i2Speak i2Symbol i2OCR iTex2Img iWeb2Print iWeb2Shot i2Type iPdf2Split iPdf2Merge i2Bopomofo i2Arabic i2Style i2Image i2PDF iLatex2Rtf Sci2ools

9

TIT
2008

favoriteEmaildiscussreport

85views more TIT 2008»

Undersmoothed Kernel Entropy Estimators

13 years 4 months ago

Undersmoothed Kernel Entropy Estimators

Download www.stat.columbia.edu

We develop a "plug-in" kernel estimator for the differential entropy that is consistent even if the kernel width tends to zero as quickly as 1/N, where N is the number of i.i.d. samples. Thus, accurate density estimates are not required for accurate kernel entropy estimates; in fact, it is a good idea when estimating entropy to sacrifice some accuracy in the quality of the corresponding density estimate.

Liam Paninski, Masanao Yajima

Real-time Traffic

Accurate Kernel Entropy | Density Estimate | Entropy | TIT 2008 |

claim paper

Related Content

» Rademacher Chaos Complexities for Learning the Kernel Problem

» ICA Using Kernel Entropy Estimation with NlogN Complexity

» Multitask Sparsity via Maximum Entropy Discrimination

» Nonlinear hybrid system identification with kernel models

» Nonstationary kernel combination

» Kernel Expansions with Unlabeled Examples

» Multitask feature and kernel selection for SVMs

» Information transfer in signaling pathways A study using coupled simulated and experimenta...

» A Hilbert Space Embedding for Distributions

Post Info
More Details (n/a)

Added	15 Dec 2010
Updated	15 Dec 2010
Type	Journal
Year	2008
Where	TIT
Authors	Liam Paninski, Masanao Yajima

Comments (0)