From context to concept: exploring semantic relationships in music with word2vec

CH Chuan, K Agres, D Herremans - Neural Computing and Applications, 2020 - Springer
We explore the potential of a popular distributional semantics vector space model,
word2vec, for capturing meaningful relationships in ecological (complex polyphonic) music …

A music classification approach based on the trajectory of fifths

T Łukaszewicz, D Kania - IEEE Access, 2022 - ieeexplore.ieee.org
In this paper we examine the applicability of the trajectory of fifths as a source of knowledge
in automated music classification processes. The study shows that such trajectories provide …

[HTML][HTML] A comparison of the music key detection approaches utilizing key-profiles with a new method based on the signature of fifths

M Kania, T Łukaszewicz, D Kania, K Mościńska… - Applied sciences, 2022 - mdpi.com
This paper compares approaches to music key detection based on popular key-profiles with
a new key detection method that utilizes the concept of the signature of fifths. The signature …

Trajectory of fifths in music data mining

D Kania, P Kania, T Łukaszewicz - IEEE Access, 2021 - ieeexplore.ieee.org
This article presents a new concept of a music piece's content representation using the so-
called trajectory of fifths. The herein proposed approach is an enhancement to the music …

A key-finding algorithm based on music signature

D Kania, P Kania - Archives of acoustics, 2019 - acoustics.ippt.gov.pl
The paper presents the key-finding algorithm based on the music signature concept. The
proposed music signature is a set of 2-D vectors which can be treated as a compressed form …

[HTML][HTML] A hardware-oriented algorithm for real-time music key signature recognition

P Kania, D Kania, T Łukaszewicz - Applied Sciences, 2021 - mdpi.com
The algorithm presented in this paper provides the means for the real-time recognition of the
key signature associated with a given piece of music, based on the analysis of a very small …

A Real-Time Key-Finding Algorithm Based on the Signature of Fifths

P Kania, D Kania, Т Łukaszewicz - Archives of Acoustics, 2024 - yadda.icm.edu.pl
The signature of fifths is a special kind of music representation technique enabling
acquisition of musical knowledge. The technique is based on geometrical relationships …

From Bach to the Beatles: The simulation of human tonal expectation using ecologically-trained predictive models

C Cancino-Chacón, M Grachten, K Agres - arxiv preprint arxiv …, 2017 - arxiv.org
Tonal structure is in part conveyed by statistical regularities between musical events, and
research has shown that computational models reflect tonal structure in music by capturing …

Constructing geometrical spaces from acoustical representations

Ö İzmirli - Mathematics and Computation in Music: 5th …, 2015 - Springer
This paper presents several models for constructing geometrical spaces from acoustical
representations. Through specific spectral representations and associated distance …