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From context to concept: exploring semantic relationships in music with word2vec
We explore the potential of a popular distributional semantics vector space model,
word2vec, for capturing meaningful relationships in ecological (complex polyphonic) music …
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 …
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 …
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 …
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 …
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 …
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 …
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
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 …
research has shown that computational models reflect tonal structure in music by capturing …
Harmonics co-occurrences bootstrap pitch and tonality perception in music: Evidence from a statistical unsupervised learning model
The ability to extract meaningful relationships from sequences is crucial to many aspects of
perception and cognition, such as speech and music. This paper explores how leading …
perception and cognition, such as speech and music. This paper explores how leading …
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 …
representations. Through specific spectral representations and associated distance …