349 search results - page 16 / 70 » Information Preserving Dimensionality Reduction |
108
Voted
SDM
2010
SIAM
15 years 5 months ago
2010
SIAM
The dimensionality reduction problem has been widely studied in the database literature because of its application for concise data representation in a variety of database applica...
119
Voted
ICPR
2010
IEEE
15 years 6 months ago
2010
IEEE
—A novel non-linear dimensionality reduction method, called Temporal Laplacian Eigenmaps, is introduced to process efficiently time series data. In this embedded-based approach,...
131
Voted
CIKM
2009
Springer
15 years 10 months ago
2009
Springer
Wikipedia is the largest monolithic repository of human knowledge. In addition to its sheer size, it represents a new encyclopedic paradigm by interconnecting articles through hyp...
142
click to vote
ICCV
2009
IEEE
16 years 8 months ago
2009
IEEE
We present a manifold learning approach to dimensionality
reduction that explicitly models the manifold as a mapping
from low to high dimensional space. The manifold is
represen...
154
Voted
IJCAI
2003
15 years 5 months ago
2003
We equate nonlinear dimensionality reduction (NLDR) to graph embedding with side information about the vertices, and derive a solution to either problem in the form of a kernel-ba...