@InProceedings{PierluigiCasale2009, author="Pierluigi Casale and Oriol Pujol and Petia Radeva and Jordi Vitria", title="A First Approach to Activity Recognition Using Topic Models", booktitle="12th International Conference of the Catalan Association for Artificial Intelligence", year="2009", volume="202", pages="74--82", abstract="In this work, we present a first approach to activity patterns discovery by mean of topic models. Using motion data collected with a wearable device we prototype, TheBadge, we analyse raw accelerometer data using Latent Dirichlet Allocation (LDA), a particular instantiation of topic models. Results show that for particular values of the parameters necessary for applying LDA to a countinous dataset, good accuracies in activity classification can be achieved.", optnote="OR;MILAB;HuPBA;MV", optnote="exported from refbase (http://refbase.cvc.uab.es/show.php?record=1231), last updated on Tue, 17 Dec 2013 13:25:02 +0100", isbn="978-1-60750-061-2", doi="10.3233/978-1-60750-061-2-74" }