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https://doi.org/10.1007/978-3-...
Part of book or chapter of book . 2023 . Peer-reviewed
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Knowledge-Based Multimodal Music Similarity

Authors: Poltronieri A.;

Knowledge-Based Multimodal Music Similarity

Abstract

Music similarity is an essential aspect of music retrieval, recommendation systems, and music analysis. Moreover, similarity is of vital interest for music experts, as it allows studying analogies and influences among composers and historical periods. Current approaches to musical similarity rely mainly on symbolic content, which can be expensive to produce and is not always readily available. Conversely, approaches using audio signals typically fail to provide any insight about the reasons behind the observed similarity. This research addresses the limitations of current approaches by focusing on the study of musical similarity using both symbolic and audio content. The aim of this research is to develop a fully explainable and interpretable system that can provide end-users with more control and understanding of music similarity and classification systems.

11 pages, 1 figure

Country
Italy
Keywords

FOS: Computer and information sciences, Computer Science - Machine Learning, Sound (cs.SD), Computer Science - Artificial Intelligence, Computer Science - Sound, Computer Science - Information Retrieval, Machine Learning (cs.LG), Multimedia (cs.MM), Computational Musicology; Knowledge Graphs; Music Similarity, Artificial Intelligence (cs.AI), Audio and Speech Processing (eess.AS), FOS: Electrical engineering, electronic engineering, information engineering, Computer Science - Multimedia, Information Retrieval (cs.IR), Electrical Engineering and Systems Science - Audio and Speech Processing

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    influence
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Top 10%
Average
Average
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