A study on artist similarity using projection pursuit and MFCC: Identification of Gharana from raga performance

Kartik Mahto, Abhilash Hota, S. Solanki, Soubhik Chakraborty
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引用次数: 5

Abstract

Indian classical music resulted from the fusion of various cultural styles especially folk music in the country. Ragas which form the nucleus of Indian classical music are traditionally been divided into various thaats according to scale. Although every raga has a characteristic mood of its own, differences occur between renditions of the same raga based on the school or personal style of the artist. This latitude given to artists while making Indian classical music rich also makes it more difficult to analyze from a scientific perspective. This paper discusses the use of projection pursuit techniques along with MFCC to analyze the similarity between different artists, thereby providing a means to classify the raga performance objectively rather than perceptually. The difference between the objective and perceptual signatures of an artist has been argued as analogous to the difference between fingerprint and character traits of an individual for the purpose of classification.
基于投影追踪和MFCC的艺术家相似性研究:从拉格表演中识别加纳
印度古典音乐是各种文化风格融合的产物,特别是该国的民间音乐。Ragas是印度古典音乐的核心,传统上根据音阶被分成不同的部分。虽然每个拉格都有自己独特的情绪,但基于艺术家的学校或个人风格,相同的拉格的演绎之间会出现差异。在印度古典音乐丰富的同时,给予艺术家的这种自由度也使得从科学的角度分析它变得更加困难。本文讨论了运用投影追踪技术和MFCC来分析不同艺术家之间的相似性,从而提供了一种客观而非感知地对拉格表演进行分类的方法。艺术家的客观和感性特征之间的差异被认为类似于个人的指纹和性格特征之间的差异,以进行分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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