CMPE 58P, Machine Listening

Spring 2009

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

Catalog Information

Lecture Outline, Slides, Assignments,


DateTopicSlidesReadingAssignmentSolutions
Feb 20, Fri Introduction, Course structure, Applications of audio and music signal processing, Overview, Lecture 1 - + *
Feb 27, Fri Audio Representations, Sampling, PCM, Fourier representations, FFT, Spectrogram, Short time Fourier transform, Music Representations (MIDI, Score), Musical constructs: rhythm, time signature, harmony, key, mode, maqam, chord symbols Lecture 2 Lecture 2b - + *
Mar 06, Fri Basic Synthesis techniques, additive, FM and physical model based synthesis, Karplus-Strong plucked string algorithm, Sinusoidal models, Phase vocoder, (Cepstral representations, Perception of musical sound) Lecture 3 (ISMIR 2006 Tutorial slides, 71-115) Problem set 1 + *
Mar 13, Fri Tempo, Rhythm and Time Signature. Modelling and Estimation, Models for Matching, Automatic Accompaniment, Expressive timing, Interactive music performance systems Lecture 3 (link not active yet) - + *
Mar 20, Fri Fundamental Statistical techniques: Hidden Markov Models, Linear Dynamical Systems, Lecture 4 (updated) - + *
Mar 27, Fri Linear Dynamical Systems, Inference and Parameter estimation, Switching state space models, Audio and Music processing Applications Lecture 6 (link not active yet) - + *
Apr 03, Fri Frequency and Monophonic Pitch: Modelling, Estimation and Tracking Lecture 7 (link not active yet) - + *
Apr 10, Fri No lecture, due to SIU 2009 Lecture 8 (link not active yet) - + *
Apr 17, Fri Audio Source Separation, Overview of approaches, Models and computational techniques, Multichannel source separation, Reverberation and dereverberation Lecture 9 (link not active yet) - + *
Apr 24, Fri Single channel audio source separation: Statistical models and inference techniques, Random fields, Non-negative matrix factorisation models Lecture 10 (link not active yet) - + *
May 01, Fri Spring Break + - + *
May 08, Fri Polyphonic Pitch estimation, State space models, Hierarchical Non-negative matrix factorisation models Lecture 11 (link not active yet) - Problem set 2 *
May 15, Fri Classification: Instrument sound, genre, style, mood Lecture 12 (link not active yet) - + *
May 22, Fri Large Scale Music Information Retrieval, Locality Sensitive Hashing, Lecture 13 (link not active yet) Further info about Source Separation Problem Set 3 , Clip 1 , Clip 2 , Clip 3 , Code for MDCT *

kulak.bmp
MPEG/Audio Compression Tutorial

Ayhan Zeren; Muzik Fizigi, Pan

Harkleroad; The math behind the music, (2006), Cambridge University Press

Makam: Modal Practice in Turkish Art Music, Karl Signell