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foxPSL: A Fast, Optimized and eXtended PSL implementation

Sara Magliacane, Philip Stutz, Paul Groth, Abraham Bernstein
2015 International Journal of Approximate Reasoning  
In this paper, we describe foxPSL, a fast, optimized and extended implementation of Probabilistic Soft Logic (PSL) based on the distributed graph processing framework Signal/Collect.  ...  . foxPSL supports the full PSL pipeline from problem definition to a distributed solver that implements the Alternating Direction Method of Multipliers (ADMM) consensus optimization.  ...  Acknowledgements We would like to thank Hui Miao for sharing the ACO source code and evaluation datasets, and Stephen Bach for being able to use his optimizer implementations in foxPSL, as well as for  ... 
doi:10.1016/j.ijar.2015.05.012 fatcat:p4soy274hzgdrlpqusfja46qra

Wolf: An extended and scalable PSL implementation

Sara Magliacane, Philip Stutz, Paul Groth, Abraham Bernstein
2015
Direction Method of Multipliers (ADMM) consensus optimization. foxPSL provides a Domain Specific Language that extends standard PSL with a type system and existential quantifiers, allowing for efficient  ...  Direction Method of Multipliers (ADMM) consensus optimization. foxPSL provides a Domain Specific Language that extends standard PSL with a type system and existential quantifiers, allowing for efficient  ...  Acknowledgements We would like to thank Hui Miao for sharing the ACO code and evaluation datasets, and Stephen Bach for being able to use his optimizer implementations in foxPSL.  ... 
doi:10.5167/uzh-111244 fatcat:ngjvyo6rm5b57kfpuznziu2hjq

Scalable Graph Processing With SIGNAL/COLLECT

P Stutz
2015
The second system is foxPSL, a distributed proba-bilistic inferencing system.  ...  Beyond that, we also show implementations of two complex systems built on SIGNAL/COLLECT: The first system is TripleRush, a distributed in-memory triple store with a novel architecture.  ...  Acknowledgements We would like to thank Hui Miao for sharing the ACO source code and evaluation datasets, and Stephen Bach for being able to use his optimizer implementations in foxPSL, as well as for  ... 
doi:10.5167/uzh-119575 fatcat:drf5jre6z5d6fhwnuwloewinye