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398 Results Found

  • Perspective
  • Open Access
159 Citations
28,702 Views
10 Pages

Developments and Applications of Artificial Intelligence in Music Education

  • Xiaofei Yu,
  • Ning Ma,
  • Lei Zheng,
  • Licheng Wang and
  • Kai Wang

With the continuous developments of information technology, advanced computer technology and information technology have been promoted and used in the field of music. As one of the products of the rapid development of information technology, Artifici...

(This article belongs to the Special Issue 10th Anniversary of Technologies—Recent Advances and Perspectives)
  • Article
  • Open Access
27 Citations
1,026 Views
4 Pages

The Application of Eye-Tracking in Music Research

  • Lauren K. Fink,
  • Elke B. Lange and
  • Rudolf Groner

15 February 2019

Though eye-tracking is typically a methodology applied in the visual research domain, recent studies suggest its relevance in the context of music research. There exists a communityof researchers interested in this kind of research from varied discip...

  • Review
  • Open Access
4 Citations
3,117 Views
32 Pages

13 February 2026

The relationship between sound and visual representation has long intrigued artists and educators, with historical explorations ranging from colour–music correspondence to alternative notations and graphic visualisations of music. Recent advanc...

  • Review
  • Open Access
4 Citations
3,726 Views
20 Pages

Background: The Music-Related Quality of Life (MuRQoL) was launched in 2017 as a valid psychometric measure of Cochlear Implant (CI) users’ music experience and its impact on Quality of Life (QoL). This scoping review aimed to explore the imple...

(This article belongs to the Special Issue Hearing Beyond Words: Advancements in Music Perception and Enjoyment for the Hearing-Impaired Population)
  • Article
  • Open Access
7 Citations
7,426 Views
10 Pages

Q1Synth: A Quantum Computer Musical Instrument

  • Eduardo Reck Miranda,
  • Peter Thomas and
  • Paulo Vitor Itaboraí

13 February 2023

This paper introduces Q1Synth, an unprecedented musical instrument that produces sounds from (a) quantum state vectors representing the properties of a qubit, and (b) its measurements. The instrument is presented on a computer screen (or mobile devic...

(This article belongs to the Special Issue Algorithmic Music and Sound Computing)
  • Article
  • Open Access
540 Views
19 Pages

From Ontology to Application: A Semantic Architecture for Music Education in Low-Code Environments

  • Ioannis Kakaras,
  • Vasilios Zoumboulidis,
  • Ioannis Paliokas and
  • Stavros Valsamidis

This study investigates the design, development, and practical exploitation of an educational ontology for classical guitar instruction, within a semantically driven and application-oriented framework. The proposed approach aims to bridge the gap bet...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
7 Citations
4,083 Views
11 Pages

Although contemporary researchers are concerned about overexposure of portable listening devices (PLD) for adolescents and young adults who often prefer listening to music at high levels for a long time, many of these studies have focused on either c...

(This article belongs to the Section Digital Health)
  • Article
  • Open Access
8 Citations
5,788 Views
17 Pages

14 May 2022

Digital entrepreneurship through the employment of smartphones and other handheld device applications is an innovative form of customer approach. Particularly, in the cultural marketing sector, new technologies, such as social media, YouTube channels...

(This article belongs to the Special Issue Digital Entrepreneurship and the Cultural and Creative Industries (CCIs))
  • Article
  • Open Access
3 Citations
10,581 Views
20 Pages

Spectral Envelope Transformation in Singing Voice for Advanced Pitch Shifting

  • José L. Santacruz,
  • Lorenzo J. Tardón,
  • Isabel Barbancho and
  • Ana M. Barbancho

19 November 2016

The aim of the present work is to perform a step towards more natural pitch shifting techniques in singing voice for its application in music production and entertainment systems. In this paper, we present an advanced method to achieve natural modifi...

(This article belongs to the Section Acoustics and Vibrations)
  • Article
  • Open Access
40 Citations
11,045 Views
19 Pages

3 April 2023

Language models based on deep learning showed promising results for artistic generation purposes, including musical generation. However, the evaluation of symbolic musical generation models is mostly based on low-level mathematical metrics (e.g., the...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
3 Citations
3,737 Views
13 Pages

Physical inactivity, the fourth leading cause of death worldwide, can harm the economy, national growth, community welfare, health, and quality of life. On the other hand, physical activities (PA) have numerous advantages, including fewer cardiovascu...

(This article belongs to the Special Issue Feature Papers in Computer Science & Engineering)
  • Review
  • Open Access
17 Citations
9,479 Views
29 Pages

In music, the interpreter manipulates the performance parameters in order to offer a sonic rendition of the piece that is capable of conveying specific expressive intentions. Since the 1980s, there has been growing interest in expressive music perfor...

  • Article
  • Open Access
76 Citations
9,776 Views
20 Pages

With the arrival of the fourth industrial revolution, new technologies that integrate emotional intelligence into existing IoT applications are being studied. Of these technologies, emotional analysis research for providing various music services has...

(This article belongs to the Special Issue Challenges and Opportunities of Artificial Intelligence for Electronic Design: Theory and Applications)
  • Article
  • Open Access
2 Citations
8,381 Views
13 Pages

A Proposed Settlement and Distribution Structure for Music Royalties in Korea and Their Artificial Intelligence-Based Applications

  • Youngmin Kim,
  • Donghwan Kim,
  • Sunho Park,
  • Yonghwa Kim,
  • Jisoo Hong,
  • Sunghee Hong,
  • Jinsoo Jeong,
  • Byounghyo Lee and
  • Hyeonchan Oh

9 October 2023

Digital music is one of the most important commodities on the market due to music royalty distribution in Korea. As the music market has been transformed into a digital music market by means such as downloading and streaming, the distribution of musi...

(This article belongs to the Special Issue New Technologies and Applications of Edge/Fog Computing Based on Artificial Intelligence and Machine Learning)
  • Article
  • Open Access
12 Citations
6,793 Views
33 Pages

Combining Real-Time Extraction and Prediction of Musical Chord Progressions for Creative Applications

  • Tristan Carsault,
  • Jérôme Nika,
  • Philippe Esling and
  • Gérard Assayag

28 October 2021

Recently, the field of musical co-creativity has gained some momentum. In this context, our goal is twofold: to develop an intelligent listening and predictive module of chord sequences, and to propose an adapted evaluation of the associated Music In...

(This article belongs to the Special Issue Machine Learning Applied to Music/Audio Signal Processing)
  • Review
  • Open Access
29 Citations
23,188 Views
30 Pages

31 July 2025

Artificial intelligence (AI) has emerged as a significant driving force in the development of technology and industry. It is also integrated with music as music AI in music generation and analysis. It originated from early algorithmic composition tec...

(This article belongs to the Section Information Processes)
  • Article
  • Open Access
5 Citations
3,255 Views
17 Pages

5 February 2022

Sound synthesis methods based on physical modelling of acoustic instruments depend on data that require measurements and recordings. If a musical instrument is operated by a human, a difficulty in filtering out variability is introduced due to a lack...

(This article belongs to the Special Issue 5th Anniversary of Acoustics and Vibrations Section—Recent Advances in Acoustics and Vibration)
  • Article
  • Open Access
3,973 Views
24 Pages

4 October 2024

This paper reports fractal patterns identified in the complex musical composition DIAPHONIES by Michael Paouris via power-law fractal analysis with sliding-windows of size 1024. From 7,647,232 analysed musical segments of DIAPHONIES, 3,222,832 (42.4%...

  • Article
  • Open Access
20 Citations
6,327 Views
13 Pages

Educational Technologies and Their Application to Music Education: An Action-Research Study in an Ecuadorian University

  • Oscar-Elías Bolívar-Chávez,
  • Joaquín Paredes-Labra,
  • Yury-Vladimir Palma-García and
  • Yessenia-Anabel Mendieta-Torres

20 February 2021

Information and Communication Technologies (ICT) are tools that are part of the process of teaching and learning music. These didactic/pedagogical resources are widely used by teachers. They strengthen, motivate, and increase the student’s interest i...

(This article belongs to the Section E1: Mathematics and Computer Science)
  • Article
  • Open Access
4 Citations
5,485 Views
21 Pages

13 February 2023

Cellular automata (CA) are abstract computational models of dynamic systems that change some features with space and time. Music is the art of organising sounds in space and time, and it can be modelled as a dynamic system. Hence, CA are of interest...

(This article belongs to the Special Issue Algorithmic Music and Sound Computing)
  • Technical Note
  • Open Access
9 Citations
5,870 Views
16 Pages

29 August 2022

The classical multiple signal classification (MUSIC) algorithms mainly have two limitations. One is an insufficient number of snapshots, which usually causes an ill-posed sample covariance matrix in many real applications. The other limitation is the...

  • Article
  • Open Access
2 Citations
3,034 Views
14 Pages

17 February 2023

A Brain-Computer Music Interface (BCMI) system may be designed to harness electroencephalography (EEG) signals for control over musical outputs in the context of emotionally expressive performance. To develop a real-time BCMI system, accurate and com...

(This article belongs to the Special Issue Emotion Recognition in Human-Machine Interaction)
  • Article
  • Open Access
6 Citations
4,261 Views
27 Pages

24 March 2021

This paper presents a new method with a set of desirable properties for multi-pitch estimation of piano recordings. We propose a framework based on a set of classifiers to analyze audio input and to identify piano notes present in a given audio signa...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
7 Citations
6,414 Views
18 Pages

26 March 2021

How do people evaluate the transformation of a local music scene under tourism? Using Jacques Lacan’s mirror stage theory, Manuel Castells’ identity theory and Erik Cohen’s authentication theory, we build a framework to judge the authenticity of Naxi...

(This article belongs to the Special Issue The Effect of Leisure and Recreation on Sustainable Tourism)
  • Article
  • Open Access
1 Citations
1,540 Views
13 Pages

Application of the STRATCANS Criteria to the MUSIC Prostate Cancer Active Surveillance Cohort: A Step Towards Risk-Stratified Active Surveillance

  • Ana M. Moser,
  • Michael Wang,
  • Ava Zamani,
  • Sabir Meah,
  • Stephanie Daignault-Newton,
  • Corinne Labardee,
  • Nicholas Dybas,
  • Jacob Clapper,
  • Brian R. Lane and
  • Kevin B. Ginsburg
  • + 3 authors

17 September 2025

Background: The STRATified CANcer Surveillance (STRATCANS) model risk-stratifies patients with prostate cancer (PC) on active surveillance (AS) into three tiers based on their risk of disease progression. We applied STRATCANS to the Michigan Urologic...

(This article belongs to the Special Issue Innovations in Active Surveillance Management of Early Prostate Cancer)
  • Article
  • Open Access
34 Citations
9,628 Views
22 Pages

Research has shown that mind-wandering, negative mood, and poor wellbeing are closely related, stressing the importance of exploring contexts or tools that can stimulate positive thoughts and images. While music represents a promising option, work on...

(This article belongs to the Special Issue Music and Sound and Their Effects on Physical and Mental Health)
  • Article
  • Open Access
29 Citations
8,071 Views
32 Pages

22 November 2024

This study focuses on the construction and evaluation of a high-quality Chinese Manchu music dataset designed to facilitate Artificial Intelligence (AI) research and applications within cultural heritage and ethnomusicology. Through a systematic coll...

(This article belongs to the Special Issue Application of Digital Technology in Cultural Heritage)
  • Article
  • Open Access
65 Citations
50,164 Views
15 Pages

Artificial Intelligence and Music: Open Questions of Copyright Law and Engineering Praxis

  • Bob L. T. Sturm,
  • Maria Iglesias,
  • Oded Ben-Tal,
  • Marius Miron and
  • Emilia Gómez

6 September 2019

The application of artificial intelligence (AI) to music stretches back many decades, and presents numerous unique opportunities for a variety of uses, such as the recommendation of recorded music from massive commercial archives, or the (semi-)autom...

(This article belongs to the Special Issue Music and the Machine: Contemporary Music Production)
  • Article
  • Open Access
14 Citations
6,998 Views
29 Pages

Melodic Similarity and Applications Using Biologically-Inspired Techniques

  • Dimitrios Bountouridis,
  • Daniel G. Brown,
  • Frans Wiering and
  • Remco C. Veltkamp

1 December 2017

Music similarity is a complex concept that manifests itself in areas such as Music Information Retrieval (MIR), musicological analysis and music cognition. Modelling the similarity of two music items is key for a number of music-related applications,...

(This article belongs to the Special Issue Sound and Music Computing)
  • Review
  • Open Access
383 Views
19 Pages

15 September 2026

The precise identification of musical emotion holds substantial academic and practical value, with critical applications in music recommendation, therapeutic interventions, and real-time human–computer interaction. Conventional paradigms for mu...

(This article belongs to the Section Artificial Intelligence)
  • Article
  • Open Access
17 Citations
8,476 Views
13 Pages

29 September 2022

Pain is often debilitating, and is associated with many pathologies, as either a cause or consequence. Pharmacological interventions, such as opioids, to manage pain may lead to potential problems, such as addiction. When pain is controlled and manag...

(This article belongs to the Special Issue Music-Based Therapies and Interventions in Clinical Settings across the Life Span—New Methodological, Clinical and Technological Avenues)
  • Proceeding Paper
  • Open Access
1,883 Views
4 Pages

12 December 2018

The present work tries to reflect the student perception about their music education through the application of two tests in the classroom with university students at 3rd and 4th year of the Grade of Teacher at the Faculty of Education in the Univers...

(This article belongs to the Proceedings of The 2nd Innovative and Creative Education and Teaching International Conference)
  • Feature Paper
  • Article
  • Open Access
1 Citations
2,447 Views
16 Pages

Do Cockatiels Choose Their Favourite Tunes? Use of Touchscreen for Animal Welfare Enhancement and Insights into Musical Preferences

  • Mathilde Le Covec,
  • Romain Di Stasi,
  • Carla Aimé,
  • Léa Bouet,
  • Shigeru Watanabe and
  • Dalila Bovet

14 December 2024

Music may be one of the oldest forms of art, and its appreciation is thought to be universal among humans. Music could also represent a useful tool to improve captive animals’ welfare, especially if individuals can choose the music they prefer....

(This article belongs to the Special Issue Animal–Computer Interaction: New Horizons in Animal Welfare)
  • Proceeding Paper
  • Open Access
4 Citations
3,406 Views
6 Pages

2 December 2022

Music has different styles, and they are categorized into genres by musicologists. Nonetheless, non-musicologists categorize music differently, such as by finding similarities and patterns in instruments, harmony, and the style of the music. For inst...

(This article belongs to the Proceedings of The 3rd International Electronic Conference on Applied Sciences)
  • Article
  • Open Access
5,353 Views
12 Pages

14 August 2022

Temari balls are traditional Japanese toys and artworks. The variety of their geometries and tessellations can be investigated formally and computationally with the means of combinatorics. As a further step, we also propose a musical application of t...

  • Article
  • Open Access
10 Citations
5,182 Views
22 Pages

A General Framework for Visualization of Sound Collections in Musical Interfaces

  • Gerard Roma,
  • Anna Xambó,
  • Owen Green and
  • Pierre Alexandre Tremblay

15 December 2021

While audio data play an increasingly central role in computer-based music production, interaction with large sound collections in most available music creation and production environments is very often still limited to scrolling long lists of file n...

(This article belongs to the Special Issue Advances in Computer Music)
  • Article
  • Open Access
11 Citations
5,477 Views
15 Pages

Enhancing Music Industry Curriculum with Digital Technologies: A Case Study

  • Reneta P. Barneva,
  • Kamen Kanev,
  • Stuart B. Shapiro and
  • Lisa M. Walters

30 January 2021

Recent years have seen an increase in interest with regard to offering music industry undergraduate programs at institutes of higher learning. Such programs typically cover a mix of courses in both music and business areas. An emerging trend in the m...

(This article belongs to the Section Technology Enhanced Education)
  • Review
  • Open Access
3 Citations
4,014 Views
13 Pages

Challenges and Opportunities of Force Feedback in Music

  • Christian Frisson and
  • Marcelo M. Wanderley

10 July 2023

A growing body of work on musical haptics focuses on vibrotactile feedback, while musical applications of force feedback, though more than four decades old, are sparser. This paper reviews related work combining music and haptics, focusing on force f...

(This article belongs to the Special Issue Feeling the Future—Haptic Audio)
  • Article
  • Open Access
42 Citations
7,057 Views
19 Pages

Sounds of History: A Digital Twin Approach to Musical Heritage Preservation in Virtual Museums

  • Changman Zou,
  • Sang-Yong Rhee,
  • Lin He,
  • Dayang Chen and
  • Xiaofei Yang

Musical cultural heritage, as an important component of cultural heritage, possesses significant cultural value and inheritance significance. With the development of society and the passage of time, these precious traditional musical cultural heritag...

(This article belongs to the Special Issue Metaverse and Digital Twins, 2nd Edition)
  • Article
  • Open Access
14 Citations
6,130 Views
19 Pages

Motivating Students for Ear-Training with a Rhythmic Dictation Application

  • Matevž Pesek,
  • Lovro Suhadolnik,
  • Peter Šavli and
  • Matija Marolt

27 September 2020

We present the development and evaluation of a gamified rhythmic dictation application for music theory learning. The application was developed as a web application in the existing Troubadour platform for music ear training. The focus of the develope...

(This article belongs to the Section Acoustics and Vibrations)
  • Brief Report
  • Open Access
48 Citations
14,292 Views
8 Pages

8 October 2018

The growing population of people with dementia worldwide calls attention to the burdens associated with age-related decline that affects physiology, psychological and cognitive status, and social/emotional wellbeing. The current standards in geriatri...

(This article belongs to the Special Issue Music Therapy)
  • Review
  • Open Access
33 Citations
15,443 Views
15 Pages

11 September 2021

Playing music or natural sounds to animals in human care is thought to have beneficial effects. An analysis of published papers on the use of human-based music with animals demonstrates a variety of different results even within the same species. The...

(This article belongs to the Section Human-Animal Interactions, Animal Behaviour and Emotion)
  • Article
  • Open Access
14 Citations
5,437 Views
14 Pages

Unleashing Creative Synergies: A Mixed-Method Case Study in Music Education Classrooms

  • Mário Anibal Cardoso,
  • Elsa Maria Gabriel Morgado and
  • Levi Leonido

31 August 2023

Algorithmic music composition has been gaining prominence and recognition as an innovative approach to music education, providing students with opportunities to explore creativity, computational thinking, and musical knowledge. This study aims to inv...

(This article belongs to the Special Issue Algorithmic Music and Sound Computing)
  • Review
  • Open Access
21 Citations
9,698 Views
44 Pages

2 October 2021

Symmetry forms the foundation of combinatorial theories and algorithms of enumeration such as Möbius inversion, Euler totient functions, and the celebrated Pólya’s theory of enumeration under the symmetric group action. As machine learning and artifi...

(This article belongs to the Section D: Chemistry: Symmetry/Asymmetry)
  • Article
  • Open Access
45 Citations
7,828 Views
17 Pages

25 December 2018

Music is a series of harmonious sounds well arranged by musical elements including rhythm, melody, and harmony (RMH). Since music digitalization has resulted in a wide variety of new musical applications used in daily life, the use of music genre cla...

  • Article
  • Open Access
9 Citations
4,791 Views
16 Pages

Efficient Music Genre Recognition Using ECAS-CNN: A Novel Channel-Aware Neural Network Architecture

  • Yang Ding,
  • Hongzheng Zhang,
  • Wanmacairang Huang,
  • Xiaoxiong Zhou and
  • Zhihan Shi

31 October 2024

In the era of digital music proliferation, music genre classification has become a crucial task in music information retrieval. This paper proposes a novel channel-aware convolutional neural network (ECAS-CNN) designed to enhance the efficiency and a...

(This article belongs to the Special Issue Novel Sensors and Sensing Technology Used for Empowering High-End Equipment Structure)
  • Opinion
  • Open Access
17 Citations
8,941 Views
11 Pages

5 February 2024

In recent years, music has been regarded as a promising non-pharmacological intervention for a number of physical and mental conditions. Five-elements music therapy—based on the five-element theory—is a unique non-pharmacological therapy...

  • Article
  • Open Access
6 Citations
5,481 Views
17 Pages

Enhancing Diffusion-Based Music Generation Performance with LoRA

  • Seonpyo Kim,
  • Geonhui Kim,
  • Shoki Yagishita,
  • Daewoon Han,
  • Jeonghyeon Im and
  • Yunsick Sung

5 August 2025

Recent advancements in generative artificial intelligence have significantly progressed the field of text-to-music generation, enabling users to create music from natural language descriptions. Despite the success of various models, such as MusicLM,...

(This article belongs to the Special Issue Recent Advances in AI Convergence: Innovations at the Crossroads of Disciplines)
  • Article
  • Open Access
30 Citations
6,260 Views
14 Pages

4 February 2023

Deep learning technology has been extensively studied for its potential in music, notably for creative music generation research. Traditional music generation approaches based on recurrent neural networks cannot provide satisfactory long-distance dep...

(This article belongs to the Special Issue Advanced Artificial Intelligence Models and Its Applications)
  • Review
  • Open Access
16 Citations
14,223 Views
20 Pages

A Comprehensive Review on Music Transcription

  • Bhuwan Bhattarai and
  • Joonwhoan Lee

30 October 2023

Music transcription is the process of transforming recorded sound of musical performances into symbolic representations such as sheet music or MIDI files. Extensive research and development have been carried out in the field of music transcription an...

(This article belongs to the Section Computing and Artificial Intelligence)

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