Lifting Factor Graphs with Some Unknown Factors
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arXiv
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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866913375271780352 |
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| author | Luttermann, Malte Möller, Ralf Gehrke, Marcel |
| author_facet | Luttermann, Malte Möller, Ralf Gehrke, Marcel |
| contents | Lifting exploits symmetries in probabilistic graphical models by using a representative for indistinguishable objects, allowing to carry out query answering more efficiently while maintaining exact answers. In this paper, we investigate how lifting enables us to perform probabilistic inference for factor graphs containing factors whose potentials are unknown. We introduce the Lifting Factor Graphs with Some Unknown Factors (LIFAGU) algorithm to identify symmetric subgraphs in a factor graph containing unknown factors, thereby enabling the transfer of known potentials to unknown potentials to ensure a well-defined semantics and allow for (lifted) probabilistic inference. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2406_01275 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Lifting Factor Graphs with Some Unknown Factors Luttermann, Malte Möller, Ralf Gehrke, Marcel Artificial Intelligence Machine Learning Lifting exploits symmetries in probabilistic graphical models by using a representative for indistinguishable objects, allowing to carry out query answering more efficiently while maintaining exact answers. In this paper, we investigate how lifting enables us to perform probabilistic inference for factor graphs containing factors whose potentials are unknown. We introduce the Lifting Factor Graphs with Some Unknown Factors (LIFAGU) algorithm to identify symmetric subgraphs in a factor graph containing unknown factors, thereby enabling the transfer of known potentials to unknown potentials to ensure a well-defined semantics and allow for (lifted) probabilistic inference. |
| title | Lifting Factor Graphs with Some Unknown Factors |
| topic | Artificial Intelligence Machine Learning |
| url | https://arxiv.org/abs/2406.01275 |