Decomposable context-specific models
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arXiv
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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2022
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| _version_ | 1866916147917488128 |
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| author | Alexandr, Yulia Duarte, Eliana Vill, Julian |
| author_facet | Alexandr, Yulia Duarte, Eliana Vill, Julian |
| contents | We introduce a family of discrete context-specific models, which we call decomposable. We construct this family from the subclass of staged tree models known as CStree models. We give an algebraic and combinatorial characterization of all context-specific independence relations that hold in a decomposable context-specific model, which yields a Markov basis. We prove that the moralization operation applied to the graphical representation of a context-specific model does not affect the implied independence relations, thus affirming that these models are algebraically described by a finite collection of decomposable graphical models. More generally, we establish that several algebraic, combinatorial, and geometric properties of decomposable context-specific models generalize those of decomposable graphical models to the context-specific setting. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2210_11521 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | Decomposable context-specific models Alexandr, Yulia Duarte, Eliana Vill, Julian Statistics Theory Commutative Algebra Combinatorics 62R01, 62A09, 13P10, 13P25 We introduce a family of discrete context-specific models, which we call decomposable. We construct this family from the subclass of staged tree models known as CStree models. We give an algebraic and combinatorial characterization of all context-specific independence relations that hold in a decomposable context-specific model, which yields a Markov basis. We prove that the moralization operation applied to the graphical representation of a context-specific model does not affect the implied independence relations, thus affirming that these models are algebraically described by a finite collection of decomposable graphical models. More generally, we establish that several algebraic, combinatorial, and geometric properties of decomposable context-specific models generalize those of decomposable graphical models to the context-specific setting. |
| title | Decomposable context-specific models |
| topic | Statistics Theory Commutative Algebra Combinatorics 62R01, 62A09, 13P10, 13P25 |
| url | https://arxiv.org/abs/2210.11521 |