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    NIPS
    2008
    285views Information Technology» more  NIPS 2008»
    Natural Image Denoising with Convolutional Networks
    13 years 5 months ago
    Natural Image Denoising with Convolutional Networks
    Download  hebb.mit.edu
    We present an approach to low-level vision that combines two main ideas: the use of convolutional networks as an image processing architecture and an unsupervised learning procedu...
    Viren Jain, H. Sebastian Seung
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    NIPS
    2008
    179views Information Technology» more  NIPS 2008»
    Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks
    13 years 5 months ago
    Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks
    Download  www.idsia.ch
    Offline handwriting recognition--the transcription of images of handwritten text--is an interesting task, in that it combines computer vision with sequence learning. In most syste...
    Alex Graves, Jürgen Schmidhuber
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    NIPS
    2008
    195views Information Technology» more  NIPS 2008»
    Nonparametric sparse hierarchical models describe V1 fMRI responses to natural images
    13 years 5 months ago
    Nonparametric sparse hierarchical models describe V1 fMRI responses to natural images
    Download  www.stat.berkeley.edu
    We propose a novel hierarchical, nonlinear model that predicts brain activity in area V1 evoked by natural images. In the study reported here brain activity was measured by means ...
    Pradeep Ravikumar, Vincent Q. Vu, Bin Yu, Thomas N...
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    NIPS
    2008
    137views Information Technology» more  NIPS 2008»
    Optimal Response Initiation: Why Recent Experience Matters
    13 years 5 months ago
    Optimal Response Initiation: Why Recent Experience Matters
    Download  matt.colorado.edu
    In most cognitive and motor tasks, speed-accuracy tradeoffs are observed: Individuals can respond slowly and accurately, or quickly yet be prone to errors. Control mechanisms gove...
    Matt Jones, Michael C. Mozer, Sachiko Kinoshita
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    NIPS
    2008
    128views Information Technology» more  NIPS 2008»
    Linear Classification and Selective Sampling Under Low Noise Conditions
    13 years 5 months ago
    Linear Classification and Selective Sampling Under Low Noise Conditions
    Download  eprints.pascal-network.org
    We provide a new analysis of an efficient margin-based algorithm for selective sampling in classification problems. Using the so-called Tsybakov low noise condition to parametrize...
    Giovanni Cavallanti, Nicolò Cesa-Bianchi, C...
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    NIPS
    2008
    124views Information Technology» more  NIPS 2008»
    Domain Adaptation with Multiple Sources
    13 years 5 months ago
    Domain Adaptation with Multiple Sources
    Download  www.cs.nyu.edu
    This paper presents a theoretical analysis of the problem of domain adaptation with multiple sources. For each source domain, the distribution over the input points as well as a h...
    Yishay Mansour, Mehryar Mohri, Afshin Rostamizadeh
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    NIPS
    2008
    138views Information Technology» more  NIPS 2008»
    Posterior Consistency of the Silverman g-prior in Bayesian Model Choice
    13 years 5 months ago
    Posterior Consistency of the Silverman g-prior in Bayesian Model Choice
    Download  www.cs.berkeley.edu
    Kernel supervised learning methods can be unified by utilizing the tools from regularization theory. The duality between regularization and prior leads to interpreting regularizat...
    Zhihua Zhang, Michael I. Jordan, Dit-Yan Yeung
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    NIPS
    2008
    112views Information Technology» more  NIPS 2008»
    Unifying the Sensory and Motor Components of Sensorimotor Adaptation
    13 years 5 months ago
    Unifying the Sensory and Motor Components of Sensorimotor Adaptation
    Download  homepages.inf.ed.ac.uk
    Adaptation of visually guided reaching movements in novel visuomotor environments (e.g. wearing prism goggles) comprises not only motor adaptation but also substantial sensory ada...
    Adrian Haith, Carl P. T. Jackson, R. Chris Miall, ...
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    NIPS
    2008
    129views Information Technology» more  NIPS 2008»
    Improved Moves for Truncated Convex Models
    13 years 5 months ago
    Improved Moves for Truncated Convex Models
    Download  cms.brookes.ac.uk
    We consider the problem of obtaining the approximate maximum a posteriori estimate of a discrete random field characterized by pairwise potentials that form a truncated convex mod...
    M. Pawan Kumar, Philip H. S. Torr
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    NIPS
    2008
    271views Information Technology» more  NIPS 2008»
    Goal-directed decision making in prefrontal cortex: a computational framework
    13 years 5 months ago
    Goal-directed decision making in prefrontal cortex: a computational framework
    Download  www.princeton.edu
    Research in animal learning and behavioral neuroscience has distinguished between two forms of action control: a habit-based form, which relies on stored action values, and a goal...
    Matthew Botvinick, James An
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