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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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10/13/2021
When saliency goes off on a tangent: Interpreting Deep Neural Networks with nonlinear saliency maps
A fundamental bottleneck in utilising complex machine learning systems f...
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08/09/2021
Multiscale Wavelet Transfer Entropy with Application to Corticomuscular Coupling Analysis
Objective: Functional coupling between the motor cortex and muscle activ...
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02/11/2020
Goldilocks Neural Networks
We introduce the new "Goldilocks" class of activation functions, which n...
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12/16/2019
ITENE: Intrinsic Transfer Entropy Neural Estimator
Quantifying the directionality of information flow is instrumental in un...
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06/24/2019
Dictionary Learning with BLOTLESS Update
Algorithms for learning a dictionary under which a data in a given set h...
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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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12/24/2013