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Using Psycho-Acoustic Models and Self-Organizing Maps to Create ...

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<strong>Using</strong> <strong>Psycho</strong>-<strong>Acoustic</strong> <strong>Models</strong> <strong>and</strong> ¢¡¤£¦¥ <strong>to</strong> create a Hierarchical Structuring of Music<br />

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music. We have evaluated several alternatives using Gaussian mixture<br />

models, fuzzy c-means, <strong>and</strong> k-means pursuing the assumption<br />

that a piece of music contains significantly different rhythm patterns.<br />

However, the median, despite being by far the simplest technique,<br />

yielded comparable results <strong>to</strong> the more complex methods. Other<br />

simple alternatives such as the the mean proved <strong>to</strong> be <strong>to</strong>o vulnerable<br />

with respect <strong>to</strong> outliers.<br />

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