Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models

@inproceedings{Papp2014BuildCC,
title={Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models},
author={Jeanette C. Papp and Janet S. Sinsheimer},
year={2014}
}

We survey latent variable models for solving data-analysis problems. A latent variable model is a probabilistic model that encodes hidden patterns in the data. We uncover these patterns from their conditional distribution and use them to summarize data and form predictions. Latent variable models are important in many fields, including computational biology, natural language processing, and social network analysis. Our perspective is that models are developed iteratively: We build a model, use… CONTINUE READING