English
 
Help Privacy Policy Disclaimer
  Advanced SearchBrowse

Item

ITEM ACTIONSEXPORT
 
 
DownloadE-Mail
 Local TagsRelease HistoryDetailsSummary
  Kernel Measures of Independence for Non-IID Data

Zhang, X., Song, L., Gretton, A., & Smola, A. (2009). Kernel Measures of Independence for Non-IID Data. In D. Koller, D. Schuurmans, Y. Bengio, & L. Bottou (Eds.), Advances in neural information processing systems 21 (pp. 1937-1944). Red Hook, NY, USA: Curran.

Item is

 

show all hide all

Basic

show hide
Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-C485-C Version Permalink: https://hdl.handle.net/21.11116/0000-0002-DE61-7
Genre: Conference Paper

Files

show Files

Locators

show
hide
Locator:
https://papers.nips.cc/paper/3440-kernel-measures-of-independence-for-non-iid-data.pdf (Publisher version)
Description:
-
OA-Status:

Creators

show
hide
 Creators:
Zhang, X, Author
Song, L, Author
Gretton, A1, 2, Author           
Smola, A, Author
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497794              

Content

show
hide
Free keywords: -
 Abstract: Many machine learning algorithms can be formulated in the framework of statistical independence such as the Hilbert Schmidt Independence Criterion. In this paper, we extend this criterion to deal with structured and interdependent observations. This is achieved by modeling the structures using undirected graphical models and comparing the Hilbert space embeddings of distributions. We apply this new criterion to independent component analysis and sequence clustering.

Details

show
hide
Language(s):
 Dates: 2009-06
 Publication Status: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 5465
 Degree: -

Event

show
hide
Title: Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008)
Place of Event: Vancouver, BC, Canada
Start-/End Date: 2008-12-08 - 2008-12-10

Legal Case

show

Project information

show

Source 1

show
hide
Title: Advances in neural information processing systems 21
Source Genre: Proceedings
 Creator(s):
Koller, D, Editor
Schuurmans, D, Editor
Bengio, Y, Editor
Bottou, L, Editor
Affiliations:
-
Publ. Info: Red Hook, NY, USA : Curran
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 1937 - 1944 Identifier: ISBN: 978-1-60560-949-2