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    NIPS
    2008
    121views Information Technology» more  NIPS 2008»
    Look Ma, No Hands: Analyzing the Monotonic Feature Abstraction for Text Classification
    13 years 5 months ago
    Look Ma, No Hands: Analyzing the Monotonic Feature Abstraction for Text Classification
    Download  turing.cs.washington.edu
    Doug Downey, Oren Etzioni
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    NIPS
    2008
    141views Information Technology» more  NIPS 2008»
    Sparse probabilistic projections
    13 years 5 months ago
    Sparse probabilistic projections
    Download  www.di.ens.fr
    We present a generative model for performing sparse probabilistic projections, which includes sparse principal component analysis and sparse canonical correlation analysis as spec...
    Cédric Archambeau, Francis Bach
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    NIPS
    2008
    148views Information Technology» more  NIPS 2008»
    On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing
    13 years 5 months ago
    On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing
    Download  www.igi.tugraz.at
    Randomly connected recurrent neural circuits have proven to be very powerful models for online computations when a trained memoryless readout function is appended. Such Reservoir ...
    Benjamin Schrauwen, Lars Buesing, Robert A. Legens...
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    NIPS
    2008
    149views Information Technology» more  NIPS 2008»
    Exact Convex Confidence-Weighted Learning
    13 years 5 months ago
    Exact Convex Confidence-Weighted Learning
    Download  www.cs.jhu.edu
    Confidence-weighted (CW) learning [6], an online learning method for linear classifiers, maintains a Gaussian distributions over weight vectors, with a covariance matrix that repr...
    Koby Crammer, Mark Dredze, Fernando Pereira
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    NIPS
    2008
    154views Information Technology» more  NIPS 2008»
    Characterizing neural dependencies with copula models
    13 years 5 months ago
    Characterizing neural dependencies with copula models
    Download  pillowlab.cps.utexas.edu
    The coding of information by neural populations depends critically on the statistical dependencies between neuronal responses. However, there is no simple model that can simultane...
    Pietro Berkes, Frank Wood, Jonathan Pillow
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    NIPS
    2008
    130views Information Technology» more  NIPS 2008»
    Dynamic visual attention: searching for coding length increments
    13 years 5 months ago
    Dynamic visual attention: searching for coding length increments
    Download  www.its.caltech.edu
    A visual attention system should respond placidly when common stimuli are presented, while at the same time keep alert to anomalous visual inputs. In this paper, a dynamic visual ...
    Xiaodi Hou, Liqing Zhang
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    NIPS
    2008
    163views Information Technology» more  NIPS 2008»
    Learning Bounded Treewidth Bayesian Networks
    13 years 5 months ago
    Learning Bounded Treewidth Bayesian Networks
    Download  pluto.huji.ac.il
    With the increased availability of data for complex domains, it is desirable to learn Bayesian network structures that are sufficiently expressive for generalization while at the ...
    Gal Elidan, Stephen Gould
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    NIPS
    2008
    131views Information Technology» more  NIPS 2008»
    Generative versus discriminative training of RBMs for classification of fMRI images
    13 years 5 months ago
    Generative versus discriminative training of RBMs for classification of fMRI images
    Download  www.cs.toronto.edu
    Neuroimaging datasets often have a very large number of voxels and a very small number of training cases, which means that overfitting of models for this data can become a very se...
    Tanya Schmah, Geoffrey E. Hinton, Richard S. Zemel...
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    NIPS
    2008
    132views Information Technology» more  NIPS 2008»
    Bayesian Model of Behaviour in Economic Games
    13 years 5 months ago
    Bayesian Model of Behaviour in Economic Games
    Download  www.gatsby.ucl.ac.uk
    Classical game theoretic approaches that make strong rationality assumptions have difficulty modeling human behaviour in economic games. We investigate the role of finite levels o...
    Debajyoti Ray, Brooks King-Casas, P. Read Montague...
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    NIPS
    2008
    126views Information Technology» more  NIPS 2008»
    On the Reliability of Clustering Stability in the Large Sample Regime
    13 years 5 months ago
    On the Reliability of Clustering Stability in the Large Sample Regime
    Download  www.cs.huji.ac.il
    Clustering stability is an increasingly popular family of methods for performing model selection in data clustering. The basic idea is that the chosen model should be stable under...
    Ohad Shamir, Naftali Tishby
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