New trends in musical genre classification using optimum-path forest

Musical genre classification has been paramount in the last years, mainly in large multimedia datasets, in which new songs and genres can be added at every moment by anyone. In this context, we have seen the growing of musical recommendation systems, which can improve the benefits for several applications, such as social networks and collective musical libraries. In this work, we have introduced a recent machine learning technique named Optimum-Path Forest (OPF) for musical genre classification, which has been demonstrated to be similar to the state-of-the-art pattern recognition techniques, but much faster for some applications. Experiments in two public datasets were conducted against Support Vector Machines and a Bayesian classifier to show the validity of our work. In addition, we have executed an experiment using very recent hybrid feature selection techniques based on OPF to speed up feature extraction process. © 2011 International Society for Music Information Retrieval.

Exploring different approaches for music genre classification

In this letter, we present different approaches for music genre classification. The proposed techniques, which are composed of a feature extraction stage followed by a classification procedure, explore both the variations of parameters used as input and the classifier architecture. Tests were carried out with three styles of music, namely blues, classical, and lounge, which are considered informally by some musicians as being “big dividers” among music genres, showing the efficacy of the proposed algorithms and establishing a relationship between the relevance of each set of parameters for each music style and each classifier. In contrast to other works, entropies and fractal dimensions are the features adopted for the classifications.

Towards a classification scheme for musical sounds

Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA), 2013

Communicating musical knowledge through gesture: Piano teachers’ gestural behaviours across different levels of student proficiency

Teachers’ communication of musical knowledge through physical gesture represents a valuable pedagogical field in need of investigation. This exploratory case study compares the gestural behaviour of three piano teachers while giving individual lessons to students who differed according to piano proficiency levels. The data was collected by video recordings of one-to-one piano lessons and gestures were categorized using two gesture classifications: the spontaneous co-verbal gesture classification (McNeill, 1992; 2005) and spontaneous co-musical gesture classification (Simones, Schroeder & Rodger, 2013). Poisson regression analysis and qualitative observation suggest a relationship between teachers’ didactic intentions and the types of gesture they produced while teaching, as shown by differences in gestural category frequency between teaching students of higher and lower levels of proficiency. Such reported agreement between teachers’ gestural approach in relation to student proficiency levels indicates a teachers’ gestural scaffolding approach whereby teachers adapted gestural communicative channels to suit students’ specific conceptual skill levels.

Machine learning techniques for music information retrieval

Tese de doutoramento, Informática (Engenharia Informática), Universidade de Lisboa, Faculdade de Ciências, 2015

Contribuições da inserção musical para a qualidade de vida no trabalho em ambiente laboral fabril

The present thesis aimed at understanding how the insertion of music in the work environment contributes to achieving Quality of Work Life. - QWL, under the perspective of biopsychosocial and organizational well-being. As to music insertion we considered the theoretical-empirical perception about how music is inserted at work and its functions on such place. The context where the study was taken was the manufacturing area of a major textile company, located in Natal, state of Rio Grande do Norte, Brazil, in which music is used during labor activities. The only study case was the research strategy adopted, with exploratory and descriptive purposes. The primary data were collected through the focus group technique, applied to the collaborator in the manufacturing sector. The semi-structured interview was done as a complementary tool, directed to the supervisor in that sector. Respecting the theoretical saturation criterion, we formed four focus groups, each one composed of eight members randomly selected, among the seventy-six collaborators in the sector. The data were analyzed qualitatively, through the content analysis technique, more specifically the category analysis. We identified twenty-eight QWL attributes. Six of them were found present in the four focus groups and in the interview. Among these ones, the attribute of Interpersonal Relationship at Work, contemplating the Psychological and Organizational dimensions, was the only one anticipated in four out of fifteen theoretical models here listed. The attribute Music at Work Environment could be inserted in the four QWL dimensions, highlighting the power and relevance of this attribute for the research participants. The way music has been inserted in the labor environment contributes to promoting well-being at work, which goes against theoretical conceptions, especially when it comes to musical genre. We identified nine functions of music at work, among which, Improving Work Conditions, Improving Interpersonal Relationship at Work and Favoring Motivation for Work had to be emphasized for being associated to three QWL attributes. In the total, we highlighted seven associations. The most affected QWL dimension through the insertion of music at work was the Psychological one, followed by the Organizational one. We conclude that music insertion provides biological, social and, above all, psychological and organizational well-being to the contributors, thus contributing to obtaining QWL at the labor environment researched. However, we should consider the context and proceed to periodical plans and adjustments in the way of music insertion so as to avoid health and well-being problems to those people at work

A multimodal genre recognition prototype

In this paper, a multimodal and interactive prototype to perform music genre classification is presented. The system is oriented to multi-part files in symbolic format but it can be adapted using a transcription system to transform audio content in music scores. This prototype uses different sources of information to give a possible answer to the user. It has been developed to allow a human expert to interact with the system to improve its results. In its current implementation, it offers a limited range of interaction and multimodality. Further development aimed at full interactivity and multimodal interactions is discussed.

CONSTRUÇÕES IMAGINÁRIAS NO CONTEXTO DE UM FENÔMENO MUSICAL DE MASSA: O CASO DO CANTOR MICHEL TELÓ

Estudo sobre o processo de construção imaginária do público de gênero feminino ao consumir os produtos dos fenômenos musicais de massa, no Brasil. Tendo como base o caso do sucesso do cantor Michel Teló, representante do gênero musical sertanejo universitário, o objetivo é compreender o processo de construção imaginária que permeia a relação do público feminino (fãs) e consumo do gênero musical sertanejo universitário, a partir do discurso do cantor Michel Teló. Para tal, será tomado referencial teórico do campo dos Estudos Culturais em diálogo com estudos sobre imaginário e música de massa. A análise do discurso, de linha francesa, é a metodologia empregada em duas instâncias para se testar as reflexões construídas com a base teórica: a priori, a partir de um processo de observação participante, durante um espetáculo do artista, em que será observada a interação entre fenômeno e público, no momento de execução da sua música Ai, se eu te pego! ; e, doravante, o discurso do músico é analisado, por meio de entrevistas realizadas em programas televisivos. Um questionário aplicado a uma amostra entre o público feminino apreciador do cantor e de suas músicas contribui ainda no aprofundamento da reflexão. Resulta desta pesquisa a compreensão da proeminência do discurso ao conteúdo. Desta maneira, a importância maior se encontra na forma com que o cantor dialoga com seu público, por meio da imagem que ele constrói em torno de si.

CONSTRUÇÕES IMAGINÁRIAS NO CONTEXTO DE UM FENÔMENO MUSICAL DE MASSA: O CASO DO CANTOR MICHEL TELÓ

Estudo sobre o processo de construção imaginária do público de gênero feminino ao consumir os produtos dos fenômenos musicais de massa, no Brasil. Tendo como base o caso do sucesso do cantor Michel Teló, representante do gênero musical sertanejo universitário, o objetivo é compreender o processo de construção imaginária que permeia a relação do público feminino (fãs) e consumo do gênero musical sertanejo universitário, a partir do discurso do cantor Michel Teló. Para tal, será tomado referencial teórico do campo dos Estudos Culturais em diálogo com estudos sobre imaginário e música de massa. A análise do discurso, de linha francesa, é a metodologia empregada em duas instâncias para se testar as reflexões construídas com a base teórica: a priori, a partir de um processo de observação participante, durante um espetáculo do artista, em que será observada a interação entre “fenômeno” e público, no momento de execução da sua música “Ai, se eu te pego!”; e, doravante, o discurso do músico é analisado, por meio de entrevistas realizadas em programas televisivos. Um questionário aplicado a uma amostra entre o público feminino apreciador do cantor e de suas músicas contribui ainda no aprofundamento da reflexão. Resulta desta pesquisa a compreensão da proeminência do discurso ao conteúdo. Desta maneira, a importância maior se encontra na forma com que o cantor dialoga com seu público, por meio da imagem que ele constrói em torno de si.

Contribuições da inserção musical para a qualidade de vida no trabalho em ambiente laboral fabril

The present thesis aimed at understanding how the insertion of music in the work environment contributes to achieving Quality of Work Life. - QWL, under the perspective of biopsychosocial and organizational well-being. As to music insertion we considered the theoretical-empirical perception about how music is inserted at work and its functions on such place. The context where the study was taken was the manufacturing area of a major textile company, located in Natal, state of Rio Grande do Norte, Brazil, in which music is used during labor activities. The only study case was the research strategy adopted, with exploratory and descriptive purposes. The primary data were collected through the focus group technique, applied to the collaborator in the manufacturing sector. The semi-structured interview was done as a complementary tool, directed to the supervisor in that sector. Respecting the theoretical saturation criterion, we formed four focus groups, each one composed of eight members randomly selected, among the seventy-six collaborators in the sector. The data were analyzed qualitatively, through the content analysis technique, more specifically the category analysis. We identified twenty-eight QWL attributes. Six of them were found present in the four focus groups and in the interview. Among these ones, the attribute of Interpersonal Relationship at Work, contemplating the Psychological and Organizational dimensions, was the only one anticipated in four out of fifteen theoretical models here listed. The attribute Music at Work Environment could be inserted in the four QWL dimensions, highlighting the power and relevance of this attribute for the research participants. The way music has been inserted in the labor environment contributes to promoting well-being at work, which goes against theoretical conceptions, especially when it comes to musical genre. We identified nine functions of music at work, among which, Improving Work Conditions, Improving Interpersonal Relationship at Work and Favoring Motivation for Work had to be emphasized for being associated to three QWL attributes. In the total, we highlighted seven associations. The most affected QWL dimension through the insertion of music at work was the Psychological one, followed by the Organizational one. We conclude that music insertion provides biological, social and, above all, psychological and organizational well-being to the contributors, thus contributing to obtaining QWL at the labor environment researched. However, we should consider the context and proceed to periodical plans and adjustments in the way of music insertion so as to avoid health and well-being problems to those people at work

A flexible bio-inspired hierarchical model for analyzing musical timbre

A flexible and multipurpose bio-inspired hierarchical model for analyzing musical timbre is presented in this paper. Inspired by findings in the fields of neuroscience, computational neuroscience, and psychoacoustics, not only does the model extract spectral and temporal characteristics of a signal, but it also analyzes amplitude modulations on different timescales. It uses a cochlear filter bank to resolve the spectral components of a sound, lateral inhibition to enhance spectral resolution, and a modulation filter bank to extract the global temporal envelope and roughness of the sound from amplitude modulations. The model was evaluated in three applications. First, it was used to simulate subjective data from two roughness experiments. Second, it was used for musical instrument classification using the k-NN algorithm and a Bayesian network. Third, it was applied to find the features that characterize sounds whose timbres were labeled in an audiovisual experiment. The successful application of the proposed model in these diverse tasks revealed its potential in capturing timbral information.

Contribuições da inserção musical para a qualidade de vida no trabalho em ambiente laboral fabril

The present thesis aimed at understanding how the insertion of music in the work environment contributes to achieving Quality of Work Life. - QWL, under the perspective of biopsychosocial and organizational well-being. As to music insertion we considered the theoretical-empirical perception about how music is inserted at work and its functions on such place. The context where the study was taken was the manufacturing area of a major textile company, located in Natal, state of Rio Grande do Norte, Brazil, in which music is used during labor activities. The only study case was the research strategy adopted, with exploratory and descriptive purposes. The primary data were collected through the focus group technique, applied to the collaborator in the manufacturing sector. The semi-structured interview was done as a complementary tool, directed to the supervisor in that sector. Respecting the theoretical saturation criterion, we formed four focus groups, each one composed of eight members randomly selected, among the seventy-six collaborators in the sector. The data were analyzed qualitatively, through the content analysis technique, more specifically the category analysis. We identified twenty-eight QWL attributes. Six of them were found present in the four focus groups and in the interview. Among these ones, the attribute of Interpersonal Relationship at Work, contemplating the Psychological and Organizational dimensions, was the only one anticipated in four out of fifteen theoretical models here listed. The attribute Music at Work Environment could be inserted in the four QWL dimensions, highlighting the power and relevance of this attribute for the research participants. The way music has been inserted in the labor environment contributes to promoting well-being at work, which goes against theoretical conceptions, especially when it comes to musical genre. We identified nine functions of music at work, among which, Improving Work Conditions, Improving Interpersonal Relationship at Work and Favoring Motivation for Work had to be emphasized for being associated to three QWL attributes. In the total, we highlighted seven associations. The most affected QWL dimension through the insertion of music at work was the Psychological one, followed by the Organizational one. We conclude that music insertion provides biological, social and, above all, psychological and organizational well-being to the contributors, thus contributing to obtaining QWL at the labor environment researched. However, we should consider the context and proceed to periodical plans and adjustments in the way of music insertion so as to avoid health and well-being problems to those people at work

Retratos das periferias urbanas nos raps dos Racionais MC's

Este trabalho tem por objetivo verificar, a partir do recorte de um dado discurso musical (rap), como os jovens das periferias urbanas brasileiras têm representado discursivamente o social. Sob esse aspecto, a representação dos atores sociais no discurso é o principal foco analítico, tendo como perspectivas teóricas de estudo a Análise Crítica do Discurso (doravante ACD), e a lingüística funcional sistêmica (doravante LFS) no que diz respeito a questões de linguagem. O trabalho apresenta uma introdução na qual são apontadas características de grupos musicais diretamente afetados por conflitos sociais, destacando-se como corpus de trabalho o discurso musical dos Racionais MCs e seguindo-se de uma contextualização histórica do grupo e do movimento hip- hop. Em seguida, apresentam-se, no capítulo teórico, as matérias ligadas diretamente ao objeto de estudo (discurso, ideologia e tipos de significado), ao mesmo tempo em que é feita uma apresentação da linha teórica utilizada e da orientação assumida pelos autores de referência para o trabalho (Fairclough e Halliday). Logo depois, no capítulo metodológico, são descritas as etapas de construção da pesquisa, observando-se os seguintes aspectos: 1) apresentação dos critérios de constituição do corpus, destacando o interesse pelo estilo rap, através de suas principais características, até delimitar as músicas do grupo Racionais MCs para análise; 2) descrição do corpus, a partir de uma característica particular (gangstar rap), com posterior explicação da metodologia criada aqui para sua análise; 3) explicação da categoria analítica utilizada (a representação dos atores sociais), através de exemplos dados pelo seu autor (van Leeuwen, 1996) e outros encontrados no próprio corpus. A análise volta-se, inicialmente, para a observação do significado representacional enfocando as estratégias de representação dos atores sociais utilizadas pelo discurso rap; e, num segundo momento, revela uma prática de polarização, a partir da qual se traça a identidade discursiva do grupo Racionais MCs e sua alteridade (significado identificacional). Com os resultados obtidos, foi possível refletir sobre uma forma de representar o mundo, realizada atualmente por alguns jovens oriundos de comunidades periféricas. Dessa forma, foi possível perceber como os sentidos produzidos por eles podem revelar aspectos significativos de uma nova ordem social brasileira

Samba que dão aulas: a expressividade linguística de Nei Lopes e Arlindo Cruz

O presente trabalho tem como objetivo central estabelecer uma visão crítica do ensino de Língua Portuguesa, em dias atuais, apontando aspectos teóricos e práticos importantes, no processo de ensino/aprendizagem, e propostas de análises estilísticas das canções de Nei Lopes e Arlindo Cruz. Reiteram-se alguns aspectos funcionais do idioma, associando-os às situações comunicativas, com vistas à formação do cidadão linguístico. Investigam-se os recursos expressivos presentes em 10 letras de cada compositor, constituindo-se, assim, o corpus da pesquisa. Para as análises teóricas, revisitam-se os princípios da Estilística propostos por Nilce SantAnna Martins, Manuel Rodrigues Lapa, dentre outros, descrevendo o conceito de estilo, a representação da afetividade na linguagem, o valor da expressão, as marcas da subjetividade. Indicam-se o percurso do samba na cidade do Rio de Janeiro e as raízes do gênero musical. Destacam-se a identidade cultural do povo carioca e a importância dos compositores estudados, quanto às representações linguístico-culturais. No decorrer das análises, consideram-se as composições como Sambas que dão aulas, material produtivo para se aprender vários conteúdos da língua materna

Who pays and who plays? Mapping the discourse of publicly funded instrumental music education in Ireland

Instrumental music education is provided as an extra-curricular activity on a fee-paying basis by a small number of Education and Training Boards, formerly Vocational Education Committees (ETB/VECs) through specialist instrumental Music Services. Although all citizens’ taxes fund the public music provision, participation in instrumental music during school-going years is predominantly accessed by middle class families. A series of semistructured interviews sought to access the perceptions and beliefs of instrumental music education practitioners (N=14) in seven publicly-funded music services in Ireland. Canonical dispositions were interrogated and emergent themes were coded and analysed in a process of Grounded theory. The study draws on Foucault’s conception of discourse as a lens with which to map professional practices, and utilises Bourdieu’s analysis of the reproduction of social advantage to examine cultural assumptions, which may serve to privilege middle-class cultural choice to the exclusion of other social groups. Study findings show that within the Music Services, aesthetic and pedagogic discourses of the 19th century Conservatory system exert a hegemonic influence over policy and practice. An enduring ‘examination culture’ located within the Western art music tradition determines pedagogy, musical genre, and assessment procedures. Ideologies of musical taste and value reinforce the more tangible boundaries of fee-payment and restricted availability as barriers to access. Practitioners are aware of a status duality whereby instrumental teachers working as visiting specialists in primary schools experience a conflict between specialist and generalist educational aims. Nevertheless, study participants consistently advocated siting the point of access to instrumental music education in the primary schools as the most equitable means of access to instrumental music education. This study addresses a ‘knowledge gap’ in the sociology of music education in Ireland. It provides a framework for rethinking instrumental music education as equitable in-school musical participation. The conclusions of the study suggest starting-points for further educational research and may provide key ‘prompts’ for curriculum planning.