Amnon Shashua, Anat Levin  Home/Search
Context Related
| cs.huji.ac.il/~ale...al_regnips2002.ps Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: cs.huji.ac.il/~alevin/ (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: We discuss the problem of ranking k instances with the use of a "large margin" principle. We introduce two main approaches: the first is the "fixed margin" policy in which the margin of the closest neighboring classes is being maximized --- which turns out to be a direct generalization of SVM to ranking learning. The second approach allows for k 1 different margins where the sum of margins is maximized. This approach is shown to reduce to -SVM when the number of classes k = 2. Both... (Update)
Cited by: More
Direct Maximization of Rank-based Metrics - Metzler (2005) (Correct)
Gaussian Processes for Ordinal Regression - Chu, Ghahramani (2005) (Correct)
Maximum-Margin Matrix Factorization - Srebro, Rennie, Jaakola (2005) (Correct)
Similar documents (at the sentence level):
39.8%: Taxonomy of Large Margin Principle Algorithms for Ordinal.. - Shashua, Levin (2002) (Correct)
38.9%: Ranking with Large Margin Principle: Two Approaches - Shashua, Levin (2003) (Correct)
Active bibliography (related documents): More All
0.3: A Tutorial on ν-Support Vector Machines - Chen, Lin, Schölkopf (Correct)
0.3: Analysis of Switching Dynamics with Competing Support Vector.. - Chang, Lin, Weng (2002) (Correct)
0.1: Optimal Properties and Adaptive Tuning of Standard and.. - Wahba, Lin, Lee, Zhang (2002) (Correct)
Similar documents based on text: More All
0.5: On Representation Theory in Computer Vision Problems - Shashua, Meshulam, Wolf (2002) (Correct)
0.3: Manifold Pursuit: A New Approach to Appearance Based.. - Amnon Shashua Stanford (2002) (Correct)
0.3: Novel View Synthesis in Tensor Space - Avidan, Shashua (1997) (Correct)
Related documents from co-citation: More All
3: Learning the kernel matrix with semidefinite programming - Lanckriet, Bartlett et al. - 2002
3: Weighted low rank approximation - Srebro, Jaakkola - 2003
2: Latent semantic models for collaborative filtering (context) - Hofmann - 2004
BibTeX entry: (Update)
Amnon Shashua and Anat Levin. Ranking with large margin principle: Two approaches. In NIPS*14, 2003. http://citeseer.ist.psu.edu/shashua02ranking.html More
@misc{ shashua03ranking,
author = "A. Shashua and A. Levin",
title = "Ranking with large margin principle: Two approaches",
text = "Amnon Shashua and Anat Levin. Ranking with large margin principle: Two
approaches. In NIPS*14, 2003.",
year = "2003",
url = "citeseer.ist.psu.edu/shashua02ranking.html" }
Citations (may not include all citations):520 Generalized Linear Models (context) - McCullagh, Nelder - 1989
61 Learning to order things - Cohen, Schapire et al. - 1999 ACM DBLP
49 New support vector algorithms - Scholkopf, Smola et al. - 2000 DBLP
40 The nature of statistical learning (context) - Vapnik - 1998
28 the algorithmic implementation of multiclass kernel-based ve.. - Crammer, Singer - 2001
17 Large margin rank boundaries for ordinal regression (context) - Herbrich, Graepel et al. - 2000
16 Support vector machines for multi-class pattern recognition - Weston, Watkins - 1999
11 Multicategory support vector machines - Lee, Lin et al. - 2001
11 Pranking with ranking - Crammer, Singer - 2001 DBLP
4 A training algorithm for optimal margin classifers (context) - Boser, Guyon et al. - 1992
3 Support Vector classifiers: Theory and Algorithms (context) - Chang, Lin et al. - 2002
3 Taxonomy of Large Margin Principle Algorithms for Ordinal Re.. - Shashua, Levin
http://www.research.compaq.com/SRC/eachmovie/
Documents on the same site (http://www.cs.huji.ac.il/~alevin/): More
Manifold Pursuit: A New Approach to Appearance Based Recognition - Amnon Shashua Cs (2002) (Correct)
Revisiting Single-view Shape Tensors: Theory and Applications - Levin, Shashua (2002) (Correct)
Learning to Perceive Transparency from the Statistics of.. - Levin, Zomet, Weiss (2002) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC