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Linear Predictive Coding (LPC)- Introduction

Digital Speech Processing . Lecture 13. Linear Predictive Coding (LPC)- Introduction 1. LPC Methods LPC methods are the most widely used in speech Coding , speech synthesis, speech recognition, speaker recognition and verification and for speech storage LPC methods provide extremely accurate estimates of speech parameters, and does it extremely efficiently basic idea of Linear Prediction: current speech sample can be closely approximated as a Linear combination of past samples, , p s( n ) = . k =1. k s(n k ) for some value of p, k 's 2. LPC Methods for periodic signals with period N p , it is obvious that s( n ) s( n N p ).

• LP methods have been used in control and information theory—called methods of system estimation and system identification – used extensively in speech under group of names including 1. covariance method 2. autocorrelation method 3. lattice method 4. inverse filter formulation 5. spectral estimation formulation 6. maximum likelihood method

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