Music Information Retrieval & Machine Learning Study Group

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• Select section March 14

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  March 14

  #1 AUTOMATIC COMPOSITION

  
  

  Symbolic Music: Automatic Composition with LSTM (Eddie)
  
  

  [1] Text-based LSTM networks for Automatic Music Composition

  [2] Automatic Stylistic Composition of Bach Chorales With Deep LSTM

  [3] Computer-aided Music Composition with LSTM Neural Network and Chaotic Inspiration

  slides: https://docs.google.com/presentation/d/15ypOugJoyxtpV7_8kE4-PIO13IyFVFHy5Azg1szO-BU/edit?usp=sharing

  
  
• Select section March 21

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  March 21

  #2 TEMPO & RHYTHM RECOGNITION (Natalia)

  
  

  1. Beat Tracking & Tempo Estimation

  [1] An Experimental Comparison of Audio Tempo Induction Algorithms (2006)

  [2] Comparative Evaluation and Combination of Audio Tempo Estimation Approaches (2011)

  [3] Accurate Tempo Estimation based on Recurrent Neural Networks and Resonating Comb Filters (2015)
  

  2. Rhythm classification

  [1] Determination of the meter of musical audio signals: Seeking recurrences in beat segment descriptors (2003)
  

  [2] Towards Characterisation of Music via Rhythmic Patterns (2004)

  [3] A Review of Automatic Rhythm Description Systems (2005)
  
• Select section March 28

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  March 28

  #3 SYMBOLIC DATA: CHORD RECOGNITION & TRANSCRIPTION

  
  

  1. Chord recognition from symbolic data using ...

  [1] BREVE: an HMPerceptron-based chord recognition system

  [2] Chord Recognition in Symbolic Music: A Segmental CRF Model, Segment-Level Features, and Comparative Evaluations on Classical and Popular Music

  
  

  2. Polyphonic Transcription

  [1]

  
  
  
  
• Select section April 4

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  April 4

  #4 RAW DATA: SOURCE SEPARATION & CHORD RECOGNITION

  
  

  1. Source Separation using RNNs & CNNs

  [1] Joint Optimization of Masks and Deep Recurrent Neural Networks for Monaural Source Separation

  [2] Monoaural Audio Source Separation Using Deep Convolutional Neural Networks

  
  

  2. Chord Recognition using RNNs

  [1] Audio Chord Recognition with Recurrent Neural Nets

  [2]

  
  
  
  
• Select section April 11

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  April 11

  #5 MUSIC KNOWLEDGE SYSTEMS (Babis)

  
  

  1. Music Ontology

  [1] A Music Theory Ontology

  slides: Babis

  2. Διπλωματική

  
  

  
  
  
  
• Select section April 18

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  April 18

  #6 SYNTHESIZING WITH AI (Eddie)

  
  

  [1] WaveNet: A Generative Model for Raw Audio

  [2] The Challenge of Realistic Music Generation: Modelling Raw Audio at Scale

  [3] A Universal Music Translation Network

  [4] GANSynth
  
• Select section May 9

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  May 9

  #7 HUMAN-AI INTERACTION (1)

  
  

  1. Lead sheet score following

  [1]

  2. Computer accompaniment

  [1]
  
• Select section May 16

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  May 16

  #8 HUMAN-AI INTERACTION (2)

  
  

  1. Melody Harmonization

  [1]

  2. Chord Generation

  [1]
  
• Select section May 23

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  May 23

  #9 ANALYSIS & CLASSIFICATION

  
  

  1. Style // Genre classification // Playlist Generation

  [1]

  2. Shazam

  [1]
  
• Select section May 30

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  May 30

  #10 COMPLEXITY & MIR ?

  
  

  
  
• Select section June 6

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  June 6

  #11 TRANSFER LEARNING & COMPUTER-ASSISTED PEDAGOGY

  
  

  1. Domain Transfer // Query by humming

  [1]

  2. Computer-assisted pedagogy 

  [1]