{"id":80,"date":"2022-11-30T17:20:48","date_gmt":"2022-11-30T17:20:48","guid":{"rendered":"https:\/\/events.bcamath.org\/iwsm2021\/?page_id=80"},"modified":"2022-11-30T17:28:00","modified_gmt":"2022-11-30T17:28:00","slug":"iwsm-2021-scientific-course","status":"publish","type":"page","link":"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/","title":{"rendered":"Scientific Course"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"80\" class=\"elementor elementor-80\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-07e2e94 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"07e2e94\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b7c1108\" data-id=\"b7c1108\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-73fda99 elementor-widget elementor-widget-heading\" data-id=\"73fda99\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scientific Course<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a80a628 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a80a628\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c27f179\" data-id=\"c27f179\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0657d94 elementor-widget elementor-widget-text-editor\" data-id=\"0657d94\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"column mcb-column mcb-item-4851856b2 one column_column\"><div class=\"column_attr clearfix\">&#8220;<b>Approximate Bayesian inference for spatio-temporal models<\/b>&#8221; by <a href=\"https:\/\/becarioprecario.github.io\/\" target=\"_blank\" rel=\"noopener\">Virgilio G\u00f3mez-Rubio<\/a> (Universidad de Castilla la Mancha, Spain) on Wednesday July 21, 2021.<br \/><br \/><ul><li>Limited to number of participants.<\/li><li>Time schedule: TBA.<\/li><\/ul><br \/><b>Course abstract<\/b><ul>Spatio-temporal models are becoming ubiquitous due to the wealth of geo-referenced data. Bayesian inference provides a unique framework to formulate and fit these models, which can be expressed as Bayesian hierarchical models to account for the different levels of uncertainty. As these models can be highly parameterized, specific computational methods may be required for model fitting. The integrated nested Laplace approximation (INLA, Rue et al., 2009) relies on numerical approximations to estimate the posterior marginals of the latent effects and hyperparameters of hierarchical models that can be expressed as a latent Gaussian Markov random field (GRMF). INLA is particularly interesting for spatio-temporal models and several authors have already described how to use INLA to fit different types of spatio-temporal models (Krainski et al, 2019; G\u00f3mez-Rubio, 2020). This course will provide an outline of INLA for spatio-temporal modelling. Examples will be illustrated using the R programming language and the R-INLA package.<\/ul><p><strong>References:<\/strong><\/p><ul><li>V. G\u00f3mez-Rubio (2020). Bayesian Inference with INLA. CRC Press.<\/li><li>E.T. Krainski et al. (2019). Advanced Spatial Modeling with Stochastic Partial Differential Equations Using R and INLA. CRC Press.<\/li><li>H. Rue, S. Martino and N. Chopin (2009). Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations. JRSS-B 71(2), 319-392.<\/li><\/ul><\/div><\/div><div class=\"column mcb-column mcb-item-2912d7ecd one-third column_placeholder\">\u00a0<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Scientific Course &#8220;Approximate Bayesian inference for spatio-temporal models&#8221; by Virgilio G\u00f3mez-Rubio (Universidad de Castilla la Mancha, Spain) on Wednesday July 21, 2021. Limited to number of<span class=\"excerpt-hellip\"> [\u2026]<\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v17.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Scientific Course - IWSM 2021<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Scientific Course - IWSM 2021\" \/>\n<meta property=\"og:description\" content=\"Scientific Course &#8220;Approximate Bayesian inference for spatio-temporal models&#8221; by Virgilio G\u00f3mez-Rubio (Universidad de Castilla la Mancha, Spain) on Wednesday July 21, 2021. 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Limited to number of [\u2026]","og_url":"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/","og_site_name":"IWSM 2021","article_modified_time":"2022-11-30T17:28:00+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebSite","@id":"https:\/\/events.bcamath.org\/iwsm2021\/#website","url":"https:\/\/events.bcamath.org\/iwsm2021\/","name":"IWSM 2021","description":"Just another events.bcamath.org Sites site","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/events.bcamath.org\/iwsm2021\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/#webpage","url":"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/","name":"Scientific Course - IWSM 2021","isPartOf":{"@id":"https:\/\/events.bcamath.org\/iwsm2021\/#website"},"datePublished":"2022-11-30T17:20:48+00:00","dateModified":"2022-11-30T17:28:00+00:00","breadcrumb":{"@id":"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/events.bcamath.org\/iwsm2021\/iwsm-2021-scientific-course\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/events.bcamath.org\/iwsm2021\/"},{"@type":"ListItem","position":2,"name":"Scientific Course"}]}]}},"_links":{"self":[{"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/pages\/80"}],"collection":[{"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/comments?post=80"}],"version-history":[{"count":8,"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/pages\/80\/revisions"}],"predecessor-version":[{"id":105,"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/pages\/80\/revisions\/105"}],"wp:attachment":[{"href":"https:\/\/events.bcamath.org\/iwsm2021\/wp-json\/wp\/v2\/media?parent=80"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}