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» Weighted Low-Rank Approximations
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RT
2005
Springer
14 years 1 months ago
Online Construction of Surface Light Fields
We present a system for interactively capturing, constructing, and rendering surface light fields by incrementally building a low rank approximation to the surface light field. ...
Greg Coombe, Chad Hantak, Anselmo Lastra, Radek Gr...
ICDM
2008
IEEE
99views Data Mining» more  ICDM 2008»
14 years 2 months ago
One-Class Collaborative Filtering
: © One-Class Collaborative Filtering Rong Pan, Yunhong Zhou, Bin Cao, Nathan N. Liu, Rajan Lukose, Martin Scholz, Qiang Yang HP Laboratories HPL-2008-133 collaborative filtering,...
Rong Pan, Yunhong Zhou, Bin Cao, Nathan Nan Liu, R...
PKDD
2010
Springer
169views Data Mining» more  PKDD 2010»
13 years 6 months ago
Classification with Sums of Separable Functions
Abstract. We present a novel approach for classification using a discretised function representation which is independent of the data locations. We construct the classifier as a su...
Jochen Garcke
ICASSP
2011
IEEE
13 years 4 days ago
An efficient rank-deficient computation of the Principle of Relevant Information
One of the main difficulties in computing information theoretic learning (ITL) estimators is the computational complexity that grows quadratically with data. Considerable amount ...
Luis Gonzalo Sánchez Giraldo, José C...
COMPUTING
2006
110views more  COMPUTING 2006»
13 years 8 months ago
An Alternative Algorithm for a Sliding Window ULV Decomposition
The ULV decomposition (ULVD) is an important member of a class of rank-revealing two-sided orthogonal decompositions used to approximate the singular value decomposition (SVD). Th...
H. Erbay, J. Barlow