Combining Prosodic Lexical and Cepstral Systems for Deceptive Speech Detection

  title={Combining Prosodic Lexical and Cepstral Systems for Deceptive Speech Detection},
  author={Martin Graciarena and Elizabeth Shriberg and Andreas Stolcke and Frank Enos and Julia Hirschberg and Sachin S. Kajarekar},
  journal={2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings},
We report on machine learning experiments to distinguish deceptive from nondeceptive speech in the Columbia-SRI-Colorado (CSC) corpus. Specifically, we propose a system combination approach using different models and features for deception detection. Scores from an SVM system based on prosodic/lexical features are combined with scores from a Gaussian mixture model system based on acoustic features, resulting in improved accuracy over the individual systems. Finally, we compare results from the… CONTINUE READING
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