{"id":8936,"date":"2025-12-15T12:49:59","date_gmt":"2025-12-15T15:49:59","guid":{"rendered":"https:\/\/aaep.org.ar\/?p=8936"},"modified":"2025-12-15T12:50:00","modified_gmt":"2025-12-15T15:50:00","slug":"super-relevant-synthetic-data-with-individualized-shapley-values","status":"publish","type":"post","link":"https:\/\/aaep.org.ar\/?p=8936","title":{"rendered":"Super-relevant synthetic data with individualized Shapley values"},"content":{"rendered":"<iframe loading=\"lazy\" class=\"wonderplugin-pdf-iframe\" src=\"https:\/\/aaep.org.ar\/wp-content\/plugins\/wonderplugin-pdf-embed\/pdfjslight\/web\/viewer.html?v=2&file=https:\/\/aaep.org.ar\/works\/works2025\/4793.pdf\" width=\"100%\" height=\"600px\" style=\"border:0;\"><\/iframe>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Individualized inference (or prediction) is an approach to data analysis that provides tailored analytical insights for specific queries. It is increasingly relevant thanks to the availability of large datasets. This paper presents an algorithm that identifies relevant observations through similarity metrics and further refines this selection by weighting with Shapley values. The probability distribution over this selection allows for generating synthetic controls, which in turn can be used to generate a robust inference (or prediction). Data collected from repeating this procedure for different queries provides a deeper understanding of the general process that generates the data.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","footnotes":""},"categories":[29],"tags":[33],"class_list":["post-8936","post","type-post","status-publish","format-standard","hentry","category-anales","tag-aaep-anales-2025"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Super-relevant synthetic data with individualized Shapley values - Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica<\/title>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Super-relevant synthetic data with individualized Shapley values - Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\" \/>\n<meta property=\"og:description\" content=\"Individualized inference (or prediction) is an approach to data analysis that provides tailored analytical insights for specific queries. It is increasingly relevant thanks to the availability of large datasets. This paper presents an algorithm that identifies relevant observations through similarity metrics and further refines this selection by weighting with Shapley values. The probability distribution over this selection allows for generating synthetic controls, which in turn can be used to generate a robust inference (or prediction). Data collected from repeating this procedure for different queries provides a deeper understanding of the general process that generates the data.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aaep.org.ar\/?p=8936\" \/>\n<meta property=\"og:site_name\" content=\"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-15T15:49:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-15T15:50:00+00:00\" \/>\n<meta name=\"author\" content=\"aaepolitica\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@aaepoficial\" \/>\n<meta name=\"twitter:site\" content=\"@aaepoficial\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"aaepolitica\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936\"},\"author\":{\"name\":\"aaepolitica\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#\\\/schema\\\/person\\\/7150b747ba20875259c74b2cd177316c\"},\"headline\":\"Super-relevant synthetic data with individualized Shapley values\",\"datePublished\":\"2025-12-15T15:49:59+00:00\",\"dateModified\":\"2025-12-15T15:50:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936\"},\"wordCount\":22,\"publisher\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#organization\"},\"keywords\":[\"AAEP Anales 2025\"],\"articleSection\":[\"Anales\"],\"inLanguage\":\"es\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936\",\"url\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936\",\"name\":\"Super-relevant synthetic data with individualized Shapley values - Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#website\"},\"datePublished\":\"2025-12-15T15:49:59+00:00\",\"dateModified\":\"2025-12-15T15:50:00+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/aaep.org.ar\\\/?p=8936\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/?p=8936#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\\\/\\\/aaep.org.ar\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Super-relevant synthetic data with individualized Shapley values\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#website\",\"url\":\"https:\\\/\\\/aaep.org.ar\\\/\",\"name\":\"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\",\"description\":\"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\",\"publisher\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aaep.org.ar\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#organization\",\"name\":\"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\",\"url\":\"https:\\\/\\\/aaep.org.ar\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/aaep.org.ar\\\/wp-content\\\/uploads\\\/2022\\\/05\\\/cropped-aaep_logo.png\",\"contentUrl\":\"https:\\\/\\\/aaep.org.ar\\\/wp-content\\\/uploads\\\/2022\\\/05\\\/cropped-aaep_logo.png\",\"width\":74,\"height\":49,\"caption\":\"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica\"},\"image\":{\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/aaepoficial\",\"https:\\\/\\\/www.instagram.com\\\/aaepoficial\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/aaep.org.ar\\\/#\\\/schema\\\/person\\\/7150b747ba20875259c74b2cd177316c\",\"name\":\"aaepolitica\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/b4c835a24b26f7310194c9c19eee26567492d7a70e27fc0adad2d6b1983478c9?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/b4c835a24b26f7310194c9c19eee26567492d7a70e27fc0adad2d6b1983478c9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/b4c835a24b26f7310194c9c19eee26567492d7a70e27fc0adad2d6b1983478c9?s=96&d=mm&r=g\",\"caption\":\"aaepolitica\"},\"sameAs\":[\"https:\\\/\\\/aaep.org.ar\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Super-relevant synthetic data with individualized Shapley values - Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","robots":{"index":"noindex","follow":"follow"},"og_locale":"es_ES","og_type":"article","og_title":"Super-relevant synthetic data with individualized Shapley values - Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","og_description":"Individualized inference (or prediction) is an approach to data analysis that provides tailored analytical insights for specific queries. It is increasingly relevant thanks to the availability of large datasets. This paper presents an algorithm that identifies relevant observations through similarity metrics and further refines this selection by weighting with Shapley values. The probability distribution over this selection allows for generating synthetic controls, which in turn can be used to generate a robust inference (or prediction). Data collected from repeating this procedure for different queries provides a deeper understanding of the general process that generates the data.","og_url":"https:\/\/aaep.org.ar\/?p=8936","og_site_name":"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","article_published_time":"2025-12-15T15:49:59+00:00","article_modified_time":"2025-12-15T15:50:00+00:00","author":"aaepolitica","twitter_card":"summary_large_image","twitter_creator":"@aaepoficial","twitter_site":"@aaepoficial","twitter_misc":{"Escrito por":"aaepolitica"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/aaep.org.ar\/?p=8936#article","isPartOf":{"@id":"https:\/\/aaep.org.ar\/?p=8936"},"author":{"name":"aaepolitica","@id":"https:\/\/aaep.org.ar\/#\/schema\/person\/7150b747ba20875259c74b2cd177316c"},"headline":"Super-relevant synthetic data with individualized Shapley values","datePublished":"2025-12-15T15:49:59+00:00","dateModified":"2025-12-15T15:50:00+00:00","mainEntityOfPage":{"@id":"https:\/\/aaep.org.ar\/?p=8936"},"wordCount":22,"publisher":{"@id":"https:\/\/aaep.org.ar\/#organization"},"keywords":["AAEP Anales 2025"],"articleSection":["Anales"],"inLanguage":"es"},{"@type":"WebPage","@id":"https:\/\/aaep.org.ar\/?p=8936","url":"https:\/\/aaep.org.ar\/?p=8936","name":"Super-relevant synthetic data with individualized Shapley values - Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","isPartOf":{"@id":"https:\/\/aaep.org.ar\/#website"},"datePublished":"2025-12-15T15:49:59+00:00","dateModified":"2025-12-15T15:50:00+00:00","breadcrumb":{"@id":"https:\/\/aaep.org.ar\/?p=8936#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aaep.org.ar\/?p=8936"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/aaep.org.ar\/?p=8936#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/aaep.org.ar\/"},{"@type":"ListItem","position":2,"name":"Super-relevant synthetic data with individualized Shapley values"}]},{"@type":"WebSite","@id":"https:\/\/aaep.org.ar\/#website","url":"https:\/\/aaep.org.ar\/","name":"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","description":"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","publisher":{"@id":"https:\/\/aaep.org.ar\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aaep.org.ar\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/aaep.org.ar\/#organization","name":"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica","url":"https:\/\/aaep.org.ar\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/aaep.org.ar\/#\/schema\/logo\/image\/","url":"https:\/\/aaep.org.ar\/wp-content\/uploads\/2022\/05\/cropped-aaep_logo.png","contentUrl":"https:\/\/aaep.org.ar\/wp-content\/uploads\/2022\/05\/cropped-aaep_logo.png","width":74,"height":49,"caption":"Asociaci\u00f3n Argentina de Econom\u00eda Pol\u00edtica"},"image":{"@id":"https:\/\/aaep.org.ar\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/aaepoficial","https:\/\/www.instagram.com\/aaepoficial\/"]},{"@type":"Person","@id":"https:\/\/aaep.org.ar\/#\/schema\/person\/7150b747ba20875259c74b2cd177316c","name":"aaepolitica","image":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/secure.gravatar.com\/avatar\/b4c835a24b26f7310194c9c19eee26567492d7a70e27fc0adad2d6b1983478c9?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/b4c835a24b26f7310194c9c19eee26567492d7a70e27fc0adad2d6b1983478c9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b4c835a24b26f7310194c9c19eee26567492d7a70e27fc0adad2d6b1983478c9?s=96&d=mm&r=g","caption":"aaepolitica"},"sameAs":["https:\/\/aaep.org.ar"]}]}},"_links":{"self":[{"href":"https:\/\/aaep.org.ar\/index.php?rest_route=\/wp\/v2\/posts\/8936","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aaep.org.ar\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aaep.org.ar\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aaep.org.ar\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aaep.org.ar\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8936"}],"version-history":[{"count":2,"href":"https:\/\/aaep.org.ar\/index.php?rest_route=\/wp\/v2\/posts\/8936\/revisions"}],"predecessor-version":[{"id":8938,"href":"https:\/\/aaep.org.ar\/index.php?rest_route=\/wp\/v2\/posts\/8936\/revisions\/8938"}],"wp:attachment":[{"href":"https:\/\/aaep.org.ar\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8936"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aaep.org.ar\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8936"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aaep.org.ar\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8936"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}