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A Review of Validity and its Relationship to Music Information Research

Research output: Chapter in Book/Report/Conference proceedingConference proceedingspeer-review

Abstract

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 [1]. 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
Original languageEnglish
Title of host publicationProceedings of the 24th Int. Society for Music Information Retrieval Conference
Number of pages9
Publication statusPublished - Nov 2023

Fields of science

  • 202002 Audiovisual media
  • 102 Computer Sciences
  • 102001 Artificial intelligence
  • 102003 Image processing
  • 102015 Information systems

JKU Focus areas

  • Digital Transformation

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