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A Review of Validity and its Relationship to Music Information Research
KTH, Skolan för elektroteknik och datavetenskap (EECS), Intelligenta system, Tal, musik och hörsel, TMH.ORCID-id: 0000-0003-2549-6367
JKU Linz.
2023 (engelsk)Inngår i: Proc. Int. Symp. Music Information Retrieval, 2023Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

Validity is the truth of an inference made from evidence and is a central concern in scientific work. Given the maturity of the domain of music information research (MIR), validity in our opinion should be discussed and considered much more than it has been so far. Puzzling MIR phenomena like adversarial attacks, horses, and performance glass ceilings become less mysterious through the lens of validity. In this paper, we review the subject of validity as presented in a key reference of causal inference: Shadish et al., "Experimental and Quasi-experimental Designs for Generalised Causal Inference". We discuss the four types of validity and threats to each one. We consider them in relationship to MIR experiments grounded with a practical demonstration using a typical MIR experiment. 

sted, utgiver, år, opplag, sider
2023.
HSV kategori
Identifikatorer
URN: urn:nbn:se:kth:diva-335908OAI: oai:DiVA.org:kth-335908DiVA, id: diva2:1795617
Konferanse
24th International Society for Music Information Retrieval Conference, Milan, Italy, 5 - 9 November, 2023
Forskningsfinansiär
EU, Horizon 2020, 864189
Merknad

QC 20231006

Tilgjengelig fra: 2023-09-09 Laget: 2023-09-09 Sist oppdatert: 2023-10-06bibliografisk kontrollert

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