@CONFERENCE\{IMM2013-06720, author = "R. Troelsg{\aa}rd and B. S. Jensen and L. K. Hansen", title = "A Topic Model Approach to Multi-Modal Similarity", year = "2013", month = "dec", keywords = "Topic model, multi-modal similarity", booktitle = "{NIPS} 2013 Workshop on Topic Models: Computation, Application, and Evaluation", volume = "", series = "", editor = "", publisher = "", organization = "", address = "", note = "This work was presented as a poster at the workshop", url = "http://https://sites.google.com/site/nips2013topicmodels/", abstract = "Calculating similarities between objects defined by many heterogeneous data modalities is an important challenge in many multimedia applications. We use a multi-modal topic model as a basis for defining such a similarity between objects. We propose to compare the resulting similarities from different model realizations using the non-parametric Mantel test. The approach is evaluated on a music dataset." }