4 papers
Towards a Deep Improviser: a prototype deep learning post-tonal free music generator
Roger T. Dean, Jamie Forth
Two modest-sized symbolic corpora of post-tonal and post-metric keyboard music have been constructed, one algorithmic, the other improvised. Deep learning models of each have been…
The Character Thinks Ahead: creative writing with deep learning nets and its stylistic assessment
Roger T. Dean, Hazel Smith
We discuss how to control outputs from deep learning models of text corpora so as to create contemporary poetic works. We assess whether these controls are successful in the immedi…
Effects of pitch and timing expectancy on musical emotion
Sarah A. Sauvé, Aminah Sayed, Roger T. Dean +1
Pitch and timing information work hand in hand to create a coherent piece of music; but what happens when this information goes against the norm? Relationships between musical expe…
Modelling discrete valued cross sectional time series with observation driven models
W. T. M. Dunsmuir, C. McKendry, R. T. Dean
This paper develops computationally feasible methods for estimating random effects models in the context of regression modelling of multiple independent time series of discrete val…