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 …

A multi-level tonal interval space for modelling pitch relatedness and musical consonance

G Bernardes, D Cocharro, M Caetano… - Journal of New Music …, 2016 - Taylor & Francis
In this paper we present a 12-dimensional tonal space in the context of the Tonnetz, Chew's
Spiral Array, and Harte's 6-dimensional Tonal Centroid Space. The proposed Tonal Interval …

Transformer-based seq2seq model for chord progression generation

S Li, Y Sung - Mathematics, 2023 - mdpi.com
Machine learning is widely used in various practical applications with deep learning models
demonstrating advantages in handling huge data. Treating music as a special language and …

A computational model of tonal tension profile of chord progressions in the tonal interval space

M Navarro-Cáceres, M Caetano, G Bernardes… - Entropy, 2020 - mdpi.com
In tonal music, musical tension is strongly associated with musical expression, particularly
with expectations and emotions. Most listeners are able to perceive musical tension …

[PDF][PDF] Top 10 artificial intelligence algorithms in computer music composition

NNJ Siphocly, ESM El-Horbaty… - International Journal of …, 2021 - researchgate.net
Music composition is now appealing to both musicians and non-musicians equally. It
branches into various musical tasks such as the generation of melody, accompaniment, or …

An enhanced decentralized artificial immune-based strategy formulation algorithm for swarms of autonomous vehicles

M Stogiannos, A Alexandridis, H Sarimveis - Applied Soft Computing, 2020 - Elsevier
This work presents an algorithmic approach to the problem of strategy assignment to the
members of a swarm of autonomous vehicles. The proposed methodology draws inspiration …

Applications of computational intelligence in computer music composition

NN Siphocly, ABM Salem… - International Journal of …, 2021 - ijicis.journals.ekb.eg
Engaging computers in composing musical pieces is a challenging and trending field of
research. The musical tasks that can be performed or aided by computers' computational …

Monophonic music composition using genetic algorithm and Bresenham's line algorithm

S Shukla, H Banka - Multimedia Tools and Applications, 2022 - Springer
Music composition is one of the oldest artistic pursuits. The role of machine in automatic
generation of creative artworks, like music, is still an explorable area. In this paper, a new …

A multi-objective evolutionary approach to automatic melody generation

J Jeong, Y Kim, CW Ahn - Expert Systems with Applications, 2017 - Elsevier
Existing evolutionary approaches to automatic composition generate only a few melodies in
a certain style that is specified by the setting of parameters or the design of fitness functions …

ChordAIS: An assistive system for the generation of chord progressions with an artificial immune system

M Navarro-Caceres, M Caetano, G Bernardes… - Swarm and Evolutionary …, 2019 - Elsevier
Chord progressions play an important role in Western tonal music. For a novice composer,
the creation of chord progressions can be challenging because it involves many subjective …