Controllable deep melody generation via hierarchical music structure representation

S Dai, Z **, C Gomes, RB Dannenberg - arxiv preprint arxiv:2109.00663, 2021 - arxiv.org
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 …

[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 …

Machine learning research that matters for music creation: A case study

BL Sturm, O Ben-Tal, Ú Monaghan… - Journal of New Music …, 2019 - Taylor & Francis
Research applying machine learning to music modelling and generation typically proposes
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

Z Yin, F Reuben, S Stepney, T Collins - Machine Learning, 2023 - Springer
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 …

Applying modern psychometric techniques to melodic discrimination testing: Item response theory, computerised adaptive testing, and automatic item generation

PMC Harrison, T Collins, D Müllensiefen - Scientific Reports, 2017 - nature.com
Modern psychometric theory provides many useful tools for ability testing, such as item
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

S Dai, H Yu, RB Dannenberg - arxiv preprint arxiv:2209.00182, 2022 - arxiv.org
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 …

Motifs, Phrases, and Beyond: The Modelling of Structure in Symbolic Music Generation

K Bhandari, S Colton - … Conference on Computational Intelligence in Music …, 2024 - Springer
Modelling musical structure is vital yet challenging for artificial intelligence systems that
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 …

[PDF][PDF] Sampling Variations of Sequences for Structured Music Generation.

F Pachet, A Papadopoulos, P Roy - ISMIR, 2017 - archives.ismir.net
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 …

The beauty of repetition in machine composition scenarios

Z Hu, X Ma, Y Liu, G Chen, Y Liu - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Repetition, a basic form of artistic creation, appears in most musical works and delivers
enthralling aesthetic experiences. However, repetition remains underexplored in terms of …