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» The Spectral Method for General Mixture Models
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SIAMCOMP
2008
45views more  SIAMCOMP 2008»
13 years 4 months ago
The Spectral Method for General Mixture Models
Ravindran Kannan, Hadi Salmasian, Santosh Vempala
SSPR
2010
Springer
13 years 3 months ago
Non-parametric Mixture Models for Clustering
Mixture models have been widely used for data clustering. However, commonly used mixture models are generally of a parametric form (e.g., mixture of Gaussian distributions or GMM),...
Pavan Kumar Mallapragada, Rong Jin, Anil K. Jain
STOC
2004
ACM
145views Algorithms» more  STOC 2004»
14 years 5 months ago
Using mixture models for collaborative filtering
A collaborative filtering system at an e-commerce site or similar service uses data about aggregate user behavior to make recommendations tailored to specific user interests. We d...
Jon M. Kleinberg, Mark Sandler
ICMCS
2005
IEEE
104views Multimedia» more  ICMCS 2005»
13 years 10 months ago
Joint Inter and Intra Shot Modeling for Spectral Video Shot Clustering
This paper proposed a novel video shot clustering algorithm using spectral method by joint modeling of inter and intra shot. Gauss Mixture Model (GMM) is used for probabilistic sp...
Jianning Zhang, Lifeng Sun, Shiqiang Yang, Yuzhuo ...
ADAC
2007
58views more  ADAC 2007»
13 years 5 months ago
Generalized mixture models, semi-supervised learning, and unknown class inference
In this paper, we discuss generalized mixture models and related semi-supervised learning methods, and show how they can be used to provide explicit methods for unknown class infer...
Samuel J. Frame, Sreenivasa Rao Jammalamadaka