Projects per year
A common structural element of Western tonal music is the change of key within a melodic sequence. The present paper examines data from a set of experiments that were conducted to analyse human perception of different modulations of key. EEG recordings were taken of participants who were given melodic sequences containing changes in key of varying distances, as well as atonal sequences, with a behavioural task of identifying the change in key. Analysis of EEG involved derivation of 122120 separate dependent variables (features), including measures such as inter-electrode spectral power, coherence, and phase. The paper presents a novel method of performing semantic dimension reduction that produces a representation enabling high accuracy identification of out-of-subject tonal verses atonal sequences.
|Title of host publication||Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, AIA 2009|
|Number of pages||6|
|Publication status||Published - 2009|
|Event||IASTED International Conference on Artificial Intelligence and Applications, AIA 2009 - Innsbruck, Austria|
Duration: 16 Feb 2009 → 18 Feb 2009
|Conference||IASTED International Conference on Artificial Intelligence and Applications, AIA 2009|
|Period||16/02/09 → 18/02/09|
- Digital Health
- Machine learning
Craddock, I. J., Coyle, D. T., Flach, P. A., Kaleshi, D., Mirmehdi, M., Piechocki, R. J., Stark, B. H., Ascione, R., Ashburn, A. M., Burnett, M. E., Damen, D., Gooberman-Hill, R. J. S., Harwin, W. S., Hilton, G., Holderbaum, W., Holley, A. P., Manchester, V. A., Meller, B. J., Stack, E. & Gilchrist, I. D.
1/10/13 → 30/09/18
Project: Research, Parent