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10/16/2021
Towards Robust Waveform-Based Acoustic Models
We propose an approach for learning robust acoustic models in adverse en...
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05/10/2020
Nonlinear memory functions capture and explain dynamical behaviours
Mathematical approaches from dynamical systems theory are used in a rang...
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06/23/2019
Parzen Filters for Spectral Decomposition of Signals
We propose a novel family of band-pass filters for efficient spectral de...
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02/20/2017
Phase Diagram of Restricted Boltzmann Machines and Generalised Hopfield Networks with Arbitrary Priors
Restricted Boltzmann Machines are described by the Gibbs measure of a bi...
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12/24/2013
Speech Recognition Front End Without Information Loss
Speech representation and modelling in high-dimensional spaces of acoust...
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11/06/2012
Random walk kernels and learning curves for Gaussian process regression on random graphs
We consider learning on graphs, guided by kernels that encode similarity...
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11/02/2012
Learning curves for multi-task Gaussian process regression
We study the average case performance of multi-task Gaussian process (GP...
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02/27/2012