Graph Neural Network and LSTM Integration for Enhanced Multi-Label Style Classification of Piano Sonatas

• Published in: Sensors (Basel, Switzerland) Vol. 25; no. 3; p. 666
• Main Authors: Zhang, Sibo, Liu, Yang, Zhou, Mengjie
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 23.01.2025; MDPI
• Subjects: 19th century; Algorithms; Analysis; big data; Classification; Collaboration; Composers; Deep learning; Harmony (Music); Melody; music analysis; Music theory; Musical composition; Musical styles; Musicology; Neural networks; Piano; piano sonata analysis; Romantic music (Classical); Sonatas; Technological change; piano sonata analysis; big data; music analysis; neural networks

In the field of musicology, the automatic style classification of compositions such as piano sonatas presents significant challenges because of their intricate structural and temporal characteristics. Traditional approaches often fail to capture the nuanced relationships inherent in musical works. T...