Research on Automatic Classification of Chinese National Folk Music from the Perspective of Mooc Based on Generalized Rule Induction Algorithm

Guo, Qili

doi:10.1109/icmtma50254.2020.00131

Cited by 2 publications

(2 citation statements)

References 4 publications

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“…Q. Guo (2020) proposed applying a generalized rule induction algorithm for the automatic classification of Chinese folk music and information processing. The present article focuses on evaluating the significance of folk music for the younger generation through a sociological survey.…”

Section: Discussionmentioning

confidence: 99%

Folk music: the bedrock of Chinese cultural traditions / Música folk: fundamentos de las tradiciones culturales chinas

Hu,

Wang

2024

Culture and Education: Cultura y Educación

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Folk music is an integral part of any national art and contributes to the cultural development of each country. This paper is aimed at studying aspects of Chinese folk music, which is the bedrock of Chinese cultural traditions. This paper conducted a sociological survey of 142 students in their third year of study. The results showed that 37% of the respondents believe that traditional music is a folk art passed down from generation to generation. The most important function of folk music, according to students’ opinions, is the preservation of cultural traditions based on historical events (27%). Due to the fact that respondents perceive folk music as the most harmonious in piano instruction (36%), the tools for its integration in piano lessons have been developed. These tools include selecting a music platform, providing theoretical information in the public domain, developing improvisation skills based on folk compositions, using online platforms to share experiences and knowledge between students and teachers and analysing contemporary Chinese compositions. In addition, all mentioned applications have been tested to measure their effectiveness. The best results of using folk compositions in piano instruction were achieved in group #5 (100%), which can be explained by knowledge gained in the first and second terms.

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Section: Discussionmentioning

confidence: 99%

Folk music: the bedrock of Chinese cultural traditions / Música folk: fundamentos de las tradiciones culturales chinas

Hu,

Wang

2024

Culture and Education: Cultura y Educación

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“…The frequently applied machine learning methods include K-Nearest Neighbor (k-NN) [1,2,3,4,5,6], Support Vector Machine (SVM) [7,8,9], Long Short-Term Memory (LSTM) [10,11,12,13,14,15], and Convolutional Neural Network (CNN) and its variants [4,16,17,18,19,20,21,22,23,24], and ensemble models [25,26,27,28,29,30,31,18]. However, a majority of research and experiments done within the field of musical instrument recognition or music classification are targeted at those belonging to western culture, mostly of European and North American origin.…”

Section: Introductionmentioning

confidence: 99%

Deep Chnet 1-D CNN using raw audio waveform for recognizing traditional Chinese musical instrument

2023

ACE

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The classification of music information using various deep learning models is increasingly popular in the field of Music Information Retrieval research. However, as most proposed works focus on western music and musical instruments, little attention is given to traditional Chinese music. This paper proposes a 1-D Convolutional Neural Network (1-D CNN) using only raw audio waveform as input, to undertake the task of traditional Chinese musical instruments classification. This paper starts with a review of the current state of research on the related field, then discuss the proposed model and its data in detail, followed by its performance metrics and then a conclusion on the experiment. The result shows that 1-D CNN provides competitive and even superior results when compared to its 2-D versions as well as when compared to traditional models.

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Research on Automatic Classification of Chinese National Folk Music from the Perspective of Mooc Based on Generalized Rule Induction Algorithm

Cited by 2 publications

References 4 publications

Folk music: the bedrock of Chinese cultural traditions / Música folk: fundamentos de las tradiciones culturales chinas

Folk music: the bedrock of Chinese cultural traditions / Música folk: fundamentos de las tradiciones culturales chinas

Deep Chnet 1-D CNN using raw audio waveform for recognizing traditional Chinese musical instrument

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