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    PLDI
    2012
    ACM
    252views Programming Languages» more  PLDI 2012»
    Fast and precise hybrid type inference for JavaScript
    11 years 11 months ago
    Fast and precise hybrid type inference for JavaScript
    Download  rfrn.org
    JavaScript performance is often bound by its dynamically typed nature. Compilers do not have access to static type information, making generation of efficient, type-specialized m...
    Brian Hackett, Shu-yu Guo
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    JMLR
    2012
    178views Programming Languages» more  JMLR 2012»
    A Stick-Breaking Likelihood for Categorical Data Analysis with Latent Gaussian Models
    11 years 11 months ago
    A Stick-Breaking Likelihood for Categorical Data Analysis with Latent Gaussian Models
    Download  www.cs.ubc.ca
    The development of accurate models and efficient algorithms for the analysis of multivariate categorical data are important and longstanding problems in machine learning and compu...
    Mohammad Emtiyaz Khan, Shakir Mohamed, Benjamin M....
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    JMLR
    2012
    255views Programming Languages» more  JMLR 2012»
    Learning Low-order Models for Enforcing High-order Statistics
    11 years 11 months ago
    Learning Low-order Models for Enforcing High-order Statistics
    Download  jmlr.csail.mit.edu
    Models such as pairwise conditional random fields (CRFs) are extremely popular in computer vision and various other machine learning disciplines. However, they have limited expre...
    Patrick Pletscher, Pushmeet Kohli
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    JMLR
    2012
    250views Programming Languages» more  JMLR 2012»
    Online Incremental Feature Learning with Denoising Autoencoders
    11 years 11 months ago
    Online Incremental Feature Learning with Denoising Autoencoders
    Download  web.eecs.umich.edu
    While determining model complexity is an important problem in machine learning, many feature learning algorithms rely on cross-validation to choose an optimal number of features, ...
    Guanyu Zhou, Kihyuk Sohn, Honglak Lee
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    JMLR
    2012
    160views Programming Languages» more  JMLR 2012»
    Low rank continuous-space graphical models
    11 years 11 months ago
    Low rank continuous-space graphical models
    Download  www.stat.columbia.edu
    Constructing tractable dependent probability distributions over structured continuous random vectors is a central problem in statistics and machine learning. It has proven diffic...
    Carl Smith, Frank Wood, Liam Paninski
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