Distributed Parameter Estimation in Probabilistic Graphical Models
This paper presents foundational theoretical results on distributed parameter estimation for undirected probabilistic graphical models. It introduces a general condition on composite likelihood decompositions of these models which guarantees the global consistency of distributed estimators, provided...
| Asıl Yazarlar: | , , |
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| Materyal Türü: | Conference item |
| Baskı/Yayın Bilgisi: |
University of Oxford
2014
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| _version_ | 1826259156494974976 |
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| author | Mizrahi, Y Denil, M de Freitas, N |
| author_facet | Mizrahi, Y Denil, M de Freitas, N |
| author_sort | Mizrahi, Y |
| collection | OXFORD |
| description | This paper presents foundational theoretical results on distributed parameter estimation for undirected probabilistic graphical models. It introduces a general condition on composite likelihood decompositions of these models which guarantees the global consistency of distributed estimators, provided the local estimators are consistent. |
| first_indexed | 2024-03-06T18:45:25Z |
| format | Conference item |
| id | oxford-uuid:0e5620e5-5331-44f2-a001-35327a6fe9bc |
| institution | University of Oxford |
| last_indexed | 2024-03-06T18:45:25Z |
| publishDate | 2014 |
| publisher | University of Oxford |
| record_format | dspace |
| spelling | oxford-uuid:0e5620e5-5331-44f2-a001-35327a6fe9bc2022-03-26T09:45:21ZDistributed Parameter Estimation in Probabilistic Graphical ModelsConference itemhttp://purl.org/coar/resource_type/c_5794uuid:0e5620e5-5331-44f2-a001-35327a6fe9bcDepartment of Computer ScienceUniversity of Oxford2014Mizrahi, YDenil, Mde Freitas, NThis paper presents foundational theoretical results on distributed parameter estimation for undirected probabilistic graphical models. It introduces a general condition on composite likelihood decompositions of these models which guarantees the global consistency of distributed estimators, provided the local estimators are consistent. |
| spellingShingle | Mizrahi, Y Denil, M de Freitas, N Distributed Parameter Estimation in Probabilistic Graphical Models |
| title | Distributed Parameter Estimation in Probabilistic Graphical Models |
| title_full | Distributed Parameter Estimation in Probabilistic Graphical Models |
| title_fullStr | Distributed Parameter Estimation in Probabilistic Graphical Models |
| title_full_unstemmed | Distributed Parameter Estimation in Probabilistic Graphical Models |
| title_short | Distributed Parameter Estimation in Probabilistic Graphical Models |
| title_sort | distributed parameter estimation in probabilistic graphical models |
| work_keys_str_mv | AT mizrahiy distributedparameterestimationinprobabilisticgraphicalmodels AT denilm distributedparameterestimationinprobabilisticgraphicalmodels AT defreitasn distributedparameterestimationinprobabilisticgraphicalmodels |