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    NIPS
    2003
    211views Information Technology» more  NIPS 2003»
    Dynamical Modeling with Kernels for Nonlinear Time Series Prediction
    14 years 28 days ago
    Dynamical Modeling with Kernels for Nonlinear Time Series Prediction
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    We consider the question of predicting nonlinear time series. Kernel Dynamical Modeling (KDM), a new method based on kernels, is proposed as an extension to linear dynamical model...
    Liva Ralaivola, Florence d'Alché-Buc
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    NIPS
    2003
    119views Information Technology» more  NIPS 2003»
    Unsupervised Color Decomposition Of Histologically Stained Tissue Samples
    14 years 28 days ago
    Unsupervised Color Decomposition Of Histologically Stained Tissue Samples
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    Accurate spectral decomposition is essential for the analysis and diagnosis of histologically stained tissue sections. In this paper we present the first automated system for per...
    Andrew Rabinovich, Sameer Agarwal, Casey Laris, Je...
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    NIPS
    2003
    180views Information Technology» more  NIPS 2003»
    Bounded Finite State Controllers
    14 years 28 days ago
    Bounded Finite State Controllers
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    We describe a new approximation algorithm for solving partially observable MDPs. Our bounded policy iteration approach searches through the space of bounded-size, stochastic fini...
    Pascal Poupart, Craig Boutilier
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    NIPS
    2003
    149views Information Technology» more  NIPS 2003»
    Analytical Solution of Spike-timing Dependent Plasticity Based on Synaptic Biophysics
    14 years 28 days ago
    Analytical Solution of Spike-timing Dependent Plasticity Based on Synaptic Biophysics
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    Spike timing plasticity (STDP) is a special form of synaptic plasticity where the relative timing of post- and presynaptic activity determines the change of the synaptic weight. O...
    Bernd Porr, Ausra Saudargiene, Florentin Wörg...
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    NIPS
    2003
    167views Information Technology» more  NIPS 2003»
    Applying Metric-Trees to Belief-Point POMDPs
    14 years 28 days ago
    Applying Metric-Trees to Belief-Point POMDPs
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    Recent developments in grid-based and point-based approximation algorithms for POMDPs have greatly improved the tractability of POMDP planning. These approaches operate on sets of...
    Joelle Pineau, Geoffrey J. Gordon, Sebastian Thrun
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    NIPS
    2003
    139views Information Technology» more  NIPS 2003»
    Maximum Likelihood Estimation of a Stochastic Integrate-and-Fire Neural Model
    14 years 28 days ago
    Maximum Likelihood Estimation of a Stochastic Integrate-and-Fire Neural Model
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    Recent work has examined the estimation of models of stimulus-driven neural activity in which some linear filtering process is followed by a nonlinear, probabilistic spiking stag...
    Jonathan Pillow, Liam Paninski, Eero P. Simoncelli
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    NIPS
    2003
    168views Information Technology» more  NIPS 2003»
    A Sampled Texture Prior for Image Super-Resolution
    14 years 28 days ago
    A Sampled Texture Prior for Image Super-Resolution
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    Super-resolution aims to produce a high-resolution image from a set of one or more low-resolution images by recovering or inventing plausible high-frequency image content. Typical...
    Lyndsey C. Pickup, Stephen J. Roberts, Andrew Ziss...
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    NIPS
    2003
    116views Information Technology» more  NIPS 2003»
    Perception of the Structure of the Physical World Using Unknown Multimodal Sensors and Effectors
    14 years 28 days ago
    Perception of the Structure of the Physical World Using Unknown Multimodal Sensors and Effectors
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    Is there a way for an algorithm linked to an unknown body to infer by itself information about this body and the world it is in? Taking the case of space for example, is there a w...
    David Philipona, J. K. O'Regan, Jean-Pierre Nadal,...
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    NIPS
    2003
    91views Information Technology» more  NIPS 2003»
    Sample Propagation
    14 years 28 days ago
    Sample Propagation
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    Rao–Blackwellization is an approximation technique for probabilistic inference that flexibly combines exact inference with sampling. It is useful in models where conditioning o...
    Mark A. Paskin
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    NIPS
    2003
    90views Information Technology» more  NIPS 2003»
    An MDP-Based Approach to Online Mechanism Design
    14 years 28 days ago
    An MDP-Based Approach to Online Mechanism Design
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    Online mechanism design (MD) considers the problem of providing incentives to implement desired system-wide outcomes in systems with self-interested agents that arrive and depart ...
    David C. Parkes, Satinder P. Singh
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