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- W4386211517 abstract "This paper introduces the Fusemate probabilistic logic programming system. Fusemate's inference engine comprises a grounding component and a variable elimination method for probabilistic inference. Fusemate differs from most other systems by grounding the program in a bottom-up way instead of the common top-down way. While bottom-up grounding is attractive for a number of reasons, e.g., for dynamically creating distributions of varying support sizes, it makes it harder to control the amount of ground clauses generated. We address this problem by interleaving grounding with a query-guided relevance test which prunes rules whose bodies are inconsistent with the query. % This is done We present our method in detail and demonstrate it with examples that involve time, such as (hidden) Markov models. Our experiments demonstrate competitive or better performance compared to a state-of-the art probabilistic logic programming system, in particular for high branching problems." @default.
- W4386211517 created "2023-08-29" @default.
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- W4386211517 date "2023-09-12" @default.
- W4386211517 modified "2023-10-09" @default.
- W4386211517 title "Bottom-Up Stratified Probabilistic Logic Programming with Fusemate" @default.
- W4386211517 doi "https://doi.org/10.4204/eptcs.385.11" @default.
- W4386211517 hasPublicationYear "2023" @default.
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