Process / pipelineSignal processing, Speech modeling
Linear Predictive Coding
Linear Predictive Coding (LPC) is a powerful signal processing technique for modeling and compressing speech by assuming each speech sample can be predicted from a linear combination of previous samples. Pioneered by Burg and Makhoul in the 1970s, LPC is the foundation of speech codecs, speech synthesis, speaker recognition, and speech enhancement. LPC exploits the time-correlated structure of speech to achieve high compression ratios and enable efficient parameter extraction.
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Sources
- Makhoul, J. (1975). Linear prediction: A tutorial review. Proceedings of the IEEE, 63(4), 561–580. DOI: 10.1109/PROC.1975.9792 ↗
- Rabiner, L. R., & Schafer, R. W. (1978). Digital Processing of Speech Signals. Prentice-Hall. ISBN: 978-0132136029
- Haykin, S. (2002). Adaptive Filter Theory (4th ed.). Prentice Hall. ISBN: 978-0130901262