A Meta-Instrument for Interactive, On-the-Fly Machine Learning

  title={A Meta-Instrument for Interactive, On-the-Fly Machine Learning},
  author={Rebecca Fiebrink and Dan Trueman and Perry R. Cook},
Supervised learning methods have long been used to allow musical interface designers to generate new mappings by example. We propose a method for harnessing machine learning algorithms within a radically interactive paradigm, in which the designer may repeatedly generate examples, train a learner, evaluate outcomes, and modify parameters in real-time within a single software environment. We describe our meta-instrument, the Wekinator, which allows a user to engage in on-the-fly learning using… CONTINUE READING
Highly Cited
This paper has 81 citations. REVIEW CITATIONS

From This Paper

Figures, tables, and topics from this paper.


Publications citing this paper.

82 Citations

Citations per Year
Semantic Scholar estimates that this publication has 82 citations based on the available data.

See our FAQ for additional information.