Laplacian Eigenmaps for Dimensionality Reduction and Data Representation (2003)

by Mikhail Belkin , Partha Niyogi
Venue:Neural Computation
Citations:730 - 15 self

Active Bibliography

209 Locality Preserving Projections – Xiaofei He, Partha Niyogi - 2002
4 Clustering, Dimensionality Reduction, and Side Information – Hiu Chung Law - 2006
Metric Learning with . . . – Kilian Quirin Weinberger - 2007
157 Semi-supervised learning on Riemannian manifolds – Mikhail Belkin, Partha Niyogi - 2004
TABLE OF CONTENTS LIST OF TABLES................................... – Scott Hansen, Hailiang Liu, Sung-yell Song, Ananda Weerasinghe
103 Towards a theoretical foundation for Laplacian-based manifold methods – Mikhail Belkin, Partha Niyogi - 2005
162 Unsupervised Learning of Image Manifolds by Semidefinite Programming – Kilian Q. Weinberger , Lawrence K. Saul - 2004
9 Spectral Mesh Processing – Hao Zhang, Oliver Kaick, Ramsay Dyer
34 Clustering and Embedding using Commute Times – Huaijun Qiu, Edwin R. Hancock
252 Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifolds – Lawrence K. Saul, Sam T. Roweis, Yoram Singer - 2003
3 Laplacian regularized gaussian mixture model for data clustering – Xiaofei He, Deng Cai, Yuanlong Shao, Hujun Bao, Jiawei Han - 2010
66 Proto-value functions: A laplacian framework for learning representation and control in markov decision processes – Sridhar Mahadevan, Mauro Maggioni, Carlos Guestrin - 2006
10 A riemannian approach to graph embedding – Antonio Robles-kelly, Edwin R. Hancock
3 ON SEMI-SUPERVISED KERNEL METHODS – Vikas Sindhwani
96 Diffusion maps and coarse-graining: A unified framework for dimensionality reduction, graph partitioning and data set parameterization – Stéphane Lafon, Ann B. Lee - 2006
3 A Link-Analysis Extension of Correspondence Analysis for Mining Relational Databases – Luh Yen, Marco Saerens, François Fouss
425 Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering – Mikhail Belkin, Partha Niyogi - 2001
Learning Long-Range Vision for an Offroad Robot – Raia Thaïs Hadsell - 2008
41 Dimensionality reduction by learning an invariant mapping – Raia Hadsell, Sumit Chopra, Yann Lecun - 2006