Controllable deep melody generation via hierarchical music structure representation
Recent advances in deep learning have expanded possibilities to generate music, but
generating a customizable full piece of music with consistent long-term structure remains a …
generating a customizable full piece of music with consistent long-term structure remains a …
[BOOK][B] Handbook of artificial intelligence for music
ER Miranda - 2021 - Springer
I am delighted to be in a position to write this preface: it is the last task that I need to get done
before I submit the manuscript for production. I have just gone through the checklist. All good …
before I submit the manuscript for production. I have just gone through the checklist. All good …
Machine learning research that matters for music creation: A case study
Research applying machine learning to music modelling and generation typically proposes
model architectures, training methods and datasets, and gauges system performance using …
model architectures, training methods and datasets, and gauges system performance using …
Deep learning's shallow gains: A comparative evaluation of algorithms for automatic music generation
Deep learning methods are recognised as state-of-the-art for many applications of machine
learning. Recently, deep learning methods have emerged as a solution to the task of …
learning. Recently, deep learning methods have emerged as a solution to the task of …
Applying modern psychometric techniques to melodic discrimination testing: Item response theory, computerised adaptive testing, and automatic item generation
Modern psychometric theory provides many useful tools for ability testing, such as item
response theory, computerised adaptive testing, and automatic item generation. However …
response theory, computerised adaptive testing, and automatic item generation. However …
What is missing in deep music generation? a study of repetition and structure in popular music
Structure is one of the most essential aspects of music, and music structure is commonly
indicated through repetition. However, the nature of repetition and structure in music is still …
indicated through repetition. However, the nature of repetition and structure in music is still …
Motifs, Phrases, and Beyond: The Modelling of Structure in Symbolic Music Generation
Modelling musical structure is vital yet challenging for artificial intelligence systems that
generate symbolic music compositions. This literature review dissects the evolution of …
generate symbolic music compositions. This literature review dissects the evolution of …
The beauty of repetition: an algorithmic composition model with motif-level repetition generator and outline-to-music generator in symbolic music generation
Z Hu, X Ma, Y Liu, G Chen, Y Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Most musical compositions utilize repetition as a fundamental element to create captivating
aesthetic experiences. However, the potential of repetition in machine-learning-based …
aesthetic experiences. However, the potential of repetition in machine-learning-based …
[PDF][PDF] Sampling Variations of Sequences for Structured Music Generation.
Recently, machine-learning techniques have been successfully used for the generation of
complex artifacts such as music or text. However, these techniques are still unable to …
complex artifacts such as music or text. However, these techniques are still unable to …
The beauty of repetition in machine composition scenarios
Repetition, a basic form of artistic creation, appears in most musical works and delivers
enthralling aesthetic experiences. However, repetition remains underexplored in terms of …
enthralling aesthetic experiences. However, repetition remains underexplored in terms of …