Statistical Relational Artificial Intelligence
Papers from the 2013 AAAI Workshop
Vibhav Gogate, Kristian Kersting, Sriraam Natarajan, David Poole Organizers
AAAI Technical Report WS-13-16
published by The AAAI Press, Palo Alto, California
This technical report is also available in book format.
Contents
Organizers
Vibhav Gogate
Preface
Vibhav Gogate, Kristian Kersting, Sriraam Natarajan, David Poole
MapReduce Lifting for Belief Propagation
Babak Ahmadi, Kristian Kersting, Sriraam Natarajan
Reduce and Re-Lift: Bootstrapped Lifted Likelihood Maximization for MAP
Fabian Hadiji, Kristian Kersting
Relational Markov Decision Processes: Promise and Prospects
Saket Joshi, Roni Khardon, Prasad Tadepalli, Alan Fern, Aswin Raghavan
On Integrating Ontologies with Relational Probabilistic Models
Chia-Li Kuo, David Poole
Lifted Inference via k-Locality
Martin Mladenov, Kristian Kersting
Using Commonsense Knowledge to Automatically Create (Noisy) Training Examples from Text
Sriraam Natarajan, Jose Picado, Tushar Khot, Kristian Kersting, Cristopher Re, Jude Shavlik
RockIt: Exploiting Parallelism and Symmetry for MAP Inference in Statistical Relational Models
Jan Noessner, Mathias Niepert, Heiner Stuckenschmidt
Modal Markov Logic for Multiple Agents
Tivadar Papai, Henry Kautz
Lifted Inference on Transitive Relations
Wen Pu, Jaesik Choi, Eyal Amir
Online Inference-Rule Learning from Natural-Language Extractions
Sindhu Raghavan, Raymond J. Mooney
Lifting WALKSAT-Based Local Search Algorithms for MAP Inference
Somdeb Sarkhel, Vibhav Gogate
A General Framework for Recognizing Complex Events in Markov Logic
Young Chol Song, Henry Kautz, Yuncheng Li, Jiebo Luo
On the Completeness of Lifted Variable Elimination
Nima Taghipour, Daan Fierens, Guy Van den Broeck, Jesse Davis, Hendrik Blockeel
On the Complexity and Approximation of Binary Evidence in Lifted Inference
Guy Van den Broeck
Lifted Generative Parameter Learning
Guy Van den Broeck, Wannes Meert, Jesse Davis
Tractable Probabilistic Knowledge Bases with Existence Uncertainty
W. Austin Webb, Pedro Domingos
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