Bayesian Networks and Proof-Nets: a proof-theoretical account of Bayesian Inference
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arXiv
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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866929651555762176 |
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| author | Ehrhard, Thomas Faggian, Claudia Pagani, Michele |
| author_facet | Ehrhard, Thomas Faggian, Claudia Pagani, Michele |
| contents | We uncover a strong correspondence between Bayesian Networks and (Multiplicative) Linear Logic Proof-Nets, relating the two as a representation of a joint probability distribution and at the level of computation, so yielding a proof-theoretical account of Bayesian Inference. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_20540 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Bayesian Networks and Proof-Nets: a proof-theoretical account of Bayesian Inference Ehrhard, Thomas Faggian, Claudia Pagani, Michele Logic in Computer Science We uncover a strong correspondence between Bayesian Networks and (Multiplicative) Linear Logic Proof-Nets, relating the two as a representation of a joint probability distribution and at the level of computation, so yielding a proof-theoretical account of Bayesian Inference. |
| title | Bayesian Networks and Proof-Nets: a proof-theoretical account of Bayesian Inference |
| topic | Logic in Computer Science |
| url | https://arxiv.org/abs/2412.20540 |