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    » A Hierarchical Latent Variable Model for Data Visualization
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    JMLR
    2006
    138views more  JMLR 2006»
    Noisy-OR Component Analysis and its Application to Link Analysis
    13 years 8 months ago
    Noisy-OR Component Analysis and its Application to Link Analysis
    Download  www.cs.pitt.edu
    We develop a new component analysis framework, the Noisy-Or Component Analyzer (NOCA), that targets high-dimensional binary data. NOCA is a probabilistic latent variable model tha...
    Tomás Singliar, Milos Hauskrecht
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    BMCBI
    2008
    131views more  BMCBI 2008»
    K-OPLS package: Kernel-based orthogonal projections to latent structures for prediction and interpretation in feature space
    13 years 8 months ago
    K-OPLS package: Kernel-based orthogonal projections to latent structures for prediction and interpretation in feature space
    Download  www.biomedcentral.com
    Background: Kernel-based classification and regression methods have been successfully applied to modelling a wide variety of biological data. The Kernel-based Orthogonal Projectio...
    Max Bylesjö, Mattias Rantalainen, Jeremy K. N...
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    BMVC
    2010
    208views Computer Vision» more  BMVC 2010»
    Image Topic Discovery with Saliency Detection
    13 years 6 months ago
    Image Topic Discovery with Saliency Detection
    Download  www.bmva.org
    This work proposes a biologically inspired approach to integrate latent topic model with saliency detection. Firstly, a saliency detection algorithm is presented to discriminate s...
    Zhidong Li, Yang Wang, Jing Chen, Jie Xu, John Lai...
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    PKDD
    2009
    Springer
    155views Data Mining» more  PKDD 2009»
    Dynamic Factor Graphs for Time Series Modeling
    14 years 3 months ago
    Dynamic Factor Graphs for Time Series Modeling
    Download  cs.nyu.edu
    Abstract. This article presents a method for training Dynamic Factor Graphs (DFG) with continuous latent state variables. A DFG includes factors modeling joint probabilities betwee...
    Piotr W. Mirowski, Yann LeCun
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    NIPS
    2007
    186views Information Technology» more  NIPS 2007»
    Distributed Inference for Latent Dirichlet Allocation
    13 years 10 months ago
    Distributed Inference for Latent Dirichlet Allocation
    Download  www.datalab.uci.edu
    We investigate the problem of learning a widely-used latent-variable model – the Latent Dirichlet Allocation (LDA) or “topic” model – using distributed computation, where ...
    David Newman, Arthur Asuncion, Padhraic Smyth, Max...
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