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Knowledge Graph Construction From MusicXML: An Empirical Investigation With SPARQL Anything

Authors: Ratta, Marco; Daga, Enrico;

Knowledge Graph Construction From MusicXML: An Empirical Investigation With SPARQL Anything

Abstract

Multimodal knowledge graphs are gaining momentum because of their ability to integrate multiple types of representations. In particular, Musical Heritage Knowledge Graphs combine rich contextual information -- metadata from encyclopedic KGs, with symbolic content -- the scores encoded in a music ontology. In this paper, we explore the application of SPARQL Anything -- a tool for façade-based knowledge graph construction (KGC) -- for integrating musical content encoded in MusicXML. Specifically, we investigate the hypothesis that SPARQL is flexible enough to handle relevant tasks for musical knowledge graph construction such as (a) extracting melodic information, (b) extracting N-grams of musical information, (c) supporting the analysis of those N-grams and (d) populate a musical note ontology. We contribute a collection of reusable queries for extracting musical features from MusicXML files to construct Musical Knowledge Graphs. Crucially, we discuss friction points in using the façade-based approach (either in querying the façade or transforming the data) and provide recommendations on how to improve the usability of SPARQL for musical KGC tasks.

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Keywords

SPARQL, Knowledge Graph, Façade-X, MusicXML

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selected citations
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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).
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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.
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