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- Robust classification of highly
- Robust classification of highly
- Project overview
Task description
We seek to classify emotion of a human voice without regard to semantic content or situational context. We identified a database containing nearly 3 hours of high-quality data from the Linguistic Data Consortium. It contained labeled emotional snippets intoned by professional actors. We hope to outperform a human baseline in correctly choosing the emotion expressed in each phrase from a list of 15 categories.
Outline of approach
This dataset is first parsed to select viable samples and preprocessed to remove bias. Each sample is then divided into segments and fed into an algorithm originally developed for speech compression, Linear Predictive Coding (LPC). We use the output of this filter to generate emotional features of each trial. Each of these feature vectors is then used to train a three-layer neural network. We evaluated our results on an independent test database.
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Source:
OpenStax, Robust classification of highly-specific emotion in human speech. OpenStax CNX. Dec 14, 2012 Download for free at http://cnx.org/content/col11465/1.1
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