Jihun Ham Systems Engineering, University of Pennsylvania, Daniel D. Lee...  Home/Search
Context Related
| gatsby.ucl.ac.uk/aistats/full...116.pdf 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: gatsby.ucl.ac.uk/aistats...AIabst (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: In this paper, we study a family of semisupervised learning algorithms for "aligning" di#erent data sets that are characterized by the same underlying manifold. The optimizations of these algorithms are based on graphs that provide a discretized approximation to the manifold. Partial alignments of the data sets---obtained from prior knowledge of their manifold structure or from pairwise correspondences of subsets of labeled examples--- are completed by integrating supervised signals... (Update)
Cited by: More
Manifold Regularization: A Geometric Framework for Learning .. - Belkin, Niyogi, al. (2006) (Correct)
Learning Shared Latent Structure for Image - Synthesis And Robotic (2005) (Correct)
Active bibliography (related documents): More All
0.0: From Subspaces to Submanifolds - Brand (2004) (Correct)
0.0: Manifold Learning and Applications in Recognition - Zhang, Li, Wang (2004) (Correct)
0.0: Continuous Nonlinear Dimensionality Reduction By Kernel Eigenmaps - Brand (2003) (Correct)
Similar documents based on text: More All
0.4: A Kernel View Of The Dimensionality Reduction Of Manifolds - Ham, Lee, Mika, Schölkopf (2003) (Correct)
0.2: Attractor Dynamics in Feedforward Neural Networks - Saul, Jordan (Correct)
0.1: Mixed memory Markov models: decomposing complex stochastic.. - Saul, al. (1998) (Correct)
Related documents from co-citation: More All
2: Kernel and nonlinear canonical correlation analysis (context) - Fyfe, Lai - 2001
2: Style-Based Inverse Kinematics - Grochow, Martin et al. - 2004
BibTeX entry: (Update)
J. Ham, D. Lee, and L. Saul. Semisupervised alignment of manifolds. In AISTATS, 2004. http://citeseer.ist.psu.edu/ham04semisupervised.html More
@misc{ ham04semisupervised,
author = "J. Ham and D. Lee and L. Saul",
title = "Semisupervised alignment of manifolds",
text = "J. Ham, D. Lee, and L. Saul. Semisupervised alignment of manifolds. In
AISTATS, 2004.",
year = "2004",
url = "citeseer.ist.psu.edu/ham04semisupervised.html" }
Citations (may not include all citations):238 Nonnegative Matrices in the Mathematical Science (context) - Berman, Plemmons - 1996
113 Reversible Markov chains and random walks on graphs (context) - Aldous, Fill - 2002
68 The electrical resistance of a graph captures its commute an.. - Chandra, Raghavan et al. - 1989
31 Laplacian eigenmaps for dimensionality reduction and data re.. - Belkin, Niyogi - 2003
27 Charting a manifold - Brand - 2003
1 Regularization and regression on large graphs (context) - Belkin, Matveeva et al. - 2004
Documents on the same site (http://www.gatsby.ucl.ac.uk/aistats/AIabst.htm): More
Semi-Supervised Classification by Low Density Separation - Chapelle, Zien (2005) (Correct)
An Expectation Maximization Algorithm for Inferring Offset-Normal .. - Welling (Correct)
Focused Inference - Rosales, Jaakkola (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