BMAW12 Table of Contents Table of Contents Using POMDPs to Forecast Kindergarten Students’ Reading Comprehension . . . . . . . . . . . . . . . . . . . . 1 Russell Almond, Umit Tokac and Stephanie Al Ortaiba High-Level Information Fusion with Bayesian Semantics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 Paulo Costa, Kathryn Laskey, Kuochu Chang, Wei Sun, Cheol Park and Shou Matsumoto Goal-Based Person Tracking Using a First-Order Probabilistic Model . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 Thomas Geier, Stephan Reuter, Klaus Dietmayer and Susanne Biundo Contrasting Temporal Bayesian Network Models for Analyzing HIV Mutations . . . . . . . . . . . . . . . . . . 26 Pablo Hernandez-Leal, Lindsey Fiedler Cameras, Alma Rios-Flores, Jesus A. Gonzalez and L. Enrique Sucar Incorporating Metadata into Dynamic Topic Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34 Tianxi Li, Branislav Kveton, Yu Wu and Ashwin Kashyap Reactive Bayesian Network Computation using Feedback Control: An Empirical Study . . . . . . . . . . . 44 Ole Mengshoel, Abe Ishihara and Erik Reed A State-Transition DBN for Management of Willows in an American Heritage River Catchment . . . 55 Ann Nicholson, Yung En Chee and Pedro Quintana-Ascencio Conjoint Modeling of Temporal Dependencies in Event Streams . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 65 Ankur Parikh, Asela Gunawardana and Chris Meek Topics Over Nonparametric Time: A Supervised Topic Model Using Bayesian Nonparametric Density Estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 Daniel Walker, Eric Ringger and Kevin Seppi On Approximate Inference of Dynamic Latent Classification Models for Oil Drilling Monitoring . . . 84 Shengtong Zhong 1