An introduction to MCMC for machine learning
This purpose of this introductory paper is threefold. First, it introduces the Monte Carlo method with emphasis on probabilistic machine learning. Second, it reviews the main building blocks of modern Markov chain Monte Carlo simulation, thereby providing and introduction to the remaining papers of...
| Main Authors: | , , , |
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| Format: | Journal article |
| Language: | English |
| Published: |
2003
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| _version_ | 1826289022998151168 |
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| author | Andrieu, C de Freitas, N Doucet, A Jordan, M |
| author_facet | Andrieu, C de Freitas, N Doucet, A Jordan, M |
| author_sort | Andrieu, C |
| collection | OXFORD |
| description | This purpose of this introductory paper is threefold. First, it introduces the Monte Carlo method with emphasis on probabilistic machine learning. Second, it reviews the main building blocks of modern Markov chain Monte Carlo simulation, thereby providing and introduction to the remaining papers of this special issue. Lastly, it discusses new interesting research horizons. |
| first_indexed | 2024-03-07T02:22:34Z |
| format | Journal article |
| id | oxford-uuid:a4728dd8-7230-442e-9dd8-5d53cf5bc4b6 |
| institution | University of Oxford |
| language | English |
| last_indexed | 2024-03-07T02:22:34Z |
| publishDate | 2003 |
| record_format | dspace |
| spelling | oxford-uuid:a4728dd8-7230-442e-9dd8-5d53cf5bc4b62022-03-27T02:33:56ZAn introduction to MCMC for machine learningJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:a4728dd8-7230-442e-9dd8-5d53cf5bc4b6EnglishSymplectic Elements at Oxford2003Andrieu, Cde Freitas, NDoucet, AJordan, MThis purpose of this introductory paper is threefold. First, it introduces the Monte Carlo method with emphasis on probabilistic machine learning. Second, it reviews the main building blocks of modern Markov chain Monte Carlo simulation, thereby providing and introduction to the remaining papers of this special issue. Lastly, it discusses new interesting research horizons. |
| spellingShingle | Andrieu, C de Freitas, N Doucet, A Jordan, M An introduction to MCMC for machine learning |
| title | An introduction to MCMC for machine learning |
| title_full | An introduction to MCMC for machine learning |
| title_fullStr | An introduction to MCMC for machine learning |
| title_full_unstemmed | An introduction to MCMC for machine learning |
| title_short | An introduction to MCMC for machine learning |
| title_sort | introduction to mcmc for machine learning |
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