[CEUR Workshop Proceedings] Vol-1024
urn:nbn:de:0074-1024-0

Copyright © 2013 for the individual papers by the papers' authors. Copying permitted only for private and academic purposes. This volume is published and copyrighted by its editors.




UAI2013AW 2013
UAI 2013 Application Workshops


Proceedings of the 2013 UAI Application Workshops: Big Data meet Complex Models and Models for Spatial, Temporal and Network Data
co-located with Uncertainty in Artificial Intelligence (UAI 2013)

Bellvue, Washington, USA, July 15th, 2013.


Edited by

Russell Almond, Florida State University, USA
Ole Mengshoel, Carnegie Mellon University, USA




Table of Contents

Part I: Big Data meet Complex Models

  1. Debugging the Evidence Chain1-10
    Russell Almond, Yoon Jeon Kim, Valerie Shute, Matthew Ventura
  2. Bayesian Supervised Dictionary learning‎11-19
    Behnam Babagholami-Mohamadabadi, Amin Jourabloo, Mohammadreza Zolfaghari, Mohammad. T Manzuri-Shalmani
  3. Identifying Learning Trajectories in an Educational Video Game20-28
    Deirdre Kerr, Gregory K.W.K. Chung
  4. Transforming Personal Artifacts into Probabilistic Narratives29-38
    Setareh Rafatirad, Kathryn Laskey
  5. Learning Parameters by Prediction Markets and Kelly Rule for Graphical Models39-48
    Wei Sun, Robin Hanson, Kathryn Laskey, Charles Twardy
  6. Predicting Latent Variables with Knowledge and Data: A Case Study in Trauma Care49-49
    Barbaros Yet, William Marsh, Zane Perkins, Nigel Tai, Norman Fenton

Part II: Models for Spatial, Temporal, and Network Data

  1. A Lightweight Inference Method for Image Classification50-57
    John Agosta, Preeti Pillai
  2. Product Trees for Gaussian Process Covariance in Sublinear Time58-66
    David A. Moore, Stuart Russell
  3. Latent Topic Analysis for Predicting Group Purchasing Behavior on the Social Web67-76
    Feng-Tso Sun, Yi-Ting Yeh, Ole Mengshoel, Martin Griss
  4. An Object-oriented Spatial and Temporal Bayesian Network for Managing Willows in an American Heritage River Catchment77-86
    Lauchlin A.T. Wilkinson, Yung En Chee, Ann Nicholson, Pedro Quintana-Ascencio
  5. Exploring Multiple Dimensions of Parallelism in Junction Tree Message Passing87-96
    Lu Zheng, Ole Mengshoel

The whole proceedings can also be downloaded as a single file (PDF, including title pages, preface, and table of contents).

We offer a BibTeX file for citing papers of this workshop from LaTeX.

2013-08-25: submitted by Russell Almond
2013-08-25: published on CEUR-WS.org