Tasha Nagamine — accepted AI-conference papers

2017

NAPLib: An open source toolbox for real-time and offline Neural Acoustic Processing

Bahar Khalighinejad, Tasha Nagamine, Ashesh D. Mehta, Nima Mesgarani

ICASSP 2017accepted

In this paper, we introduce the Neural Acoustic Processing Library (NAPLib), a toolbox containing novel processing methods for real-time and offline analysis of neural activity in response to speech. Our method divides the speech signal and resultant neural activity into segmental units (e.g., phone…

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2017

Understanding the Representation and Computation of Multilayer Perceptrons: A Case Study in Speech Recognition

Tasha Nagamine, Nima Mesgarani

ICML 2017accepted

Despite the recent success of deep learning, the nature of the transformations they apply to the input features remains poorly understood. This study provides an empirical framework to study the encoding properties of node activations in various layers of the network, and to construct the exact func…

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