CMPE 58P, Machine Listening

Spring 2010

Instructor: Ali Taylan Cemgil
Bogaziçi University, Department of Computer Engineering, Istanbul, Turkey

Catalog Information (pdf)

Slides and Notes

Lec.1 Introduction
Lec.2 Sinusoidal models, ESPRIT
Lec.3 Hidden Markov Models Supplement: Parameter estimation in Markov chains and EM
Lec.4 Linear Dynamical Systems

Assignments

Lecure Outline

Spectral processing of digital audio: 
  Sinusoidal models, State space representations
  Fourier Representations, Spectrum  
  Subspace methods, ESPRIT,  
  STFT, Phase Vocoder, Time and Pitch scaling 

Probabilistic Signal models:  
  Hidden Markov Models, 
  Linear Dynamical systems, 
  Switching state space models, 
  Matrix factorisation and topic models

Applications:
  Source Separation, 
  Pitch tracking, 
  Tempo tracking, 
  Rhythm quantization, 
  Matching

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