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Calculating similarities between objects defined by many heterogeneous datamodalities is an important challenge in many multimedia applications. We use amulti-modal topic model as a basis for defining such a similarity betweenobjects. We propose to compare the resulting similarities from different modelrealizations using the non-parametric Mantel test. The approach is evaluated ona music dataset.

A Topic Model Approach to Multi-Modal Similarity