{"id":3890,"date":"2023-07-14T22:48:55","date_gmt":"2023-07-14T22:48:55","guid":{"rendered":"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/"},"modified":"2023-07-14T22:48:55","modified_gmt":"2023-07-14T22:48:55","slug":"regressao-quantilica-em-sas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/","title":{"rendered":"Como realizar regress\u00e3o quant\u00edlica no sas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">A regress\u00e3o linear \u00e9 um m\u00e9todo que podemos usar para compreender a rela\u00e7\u00e3o entre uma ou mais vari\u00e1veis preditoras e uma <a href=\"https:\/\/statorials.org\/pt\/respostas-explicativas-das-variaveis\/\" target=\"_blank\" rel=\"noopener\">vari\u00e1vel de resposta<\/a> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Normalmente, quando realizamos regress\u00e3o linear, queremos estimar o valor m\u00e9dio da vari\u00e1vel resposta.<\/span><\/p>\n<p> <span style=\"color: #000000;\">No entanto, poder\u00edamos, em vez disso, usar um m\u00e9todo conhecido como <strong>regress\u00e3o quant\u00edlica<\/strong> para estimar <em>qualquer<\/em> valor percentil do valor da resposta, como o percentil 30, o percentil 90, o percentil 98, etc.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Para realizar a regress\u00e3o quant\u00edlica no SAS, podemos usar a instru\u00e7\u00e3o <strong>proc quantreg<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como realizar a regress\u00e3o quant\u00edlica no SAS na pr\u00e1tica.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: executando regress\u00e3o quant\u00edlica em SAS<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Suponha que temos o seguinte conjunto de dados no SAS que mostra o n\u00famero de horas estudadas e a nota do exame correspondente para os alunos de uma turma:<\/span><\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> original_data;\n    <span style=\"color: #3366ff;\">input<\/span> hours score;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n1 75\n1 79\n2 78\n2 83\n2 85\n3 84\n3 84\n3 89\n4 93\n4 88\n4 79\n4 94\n5 96\n5 98\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> = original_data;\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-31340 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/quant1.jpg\" alt=\"\" width=\"169\" height=\"399\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A seguir, ajustaremos um modelo de regress\u00e3o quant\u00edlica usando horas estudadas como vari\u00e1vel preditora e notas em exames como vari\u00e1vel resposta.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Usaremos o modelo para prever o percentil 90 esperado das notas dos exames com base no n\u00famero de horas estudadas:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*perform quantile regression*\/\n<\/span><span style=\"color: #800080;\">proc quantreg<\/span> <span style=\"color: #3366ff;\">data<\/span> =original_data;\n    <span style=\"color: #3366ff;\">model<\/span> score = hours \/ <span style=\"color: #3366ff;\">quantile<\/span> = <span style=\"color: #008000;\">0.9<\/span> ;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-31341\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/quant2.jpg\" alt=\"regress\u00e3o quant\u00edlica no SAS\" width=\"441\" height=\"621\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A partir do resultado podemos ver a equa\u00e7\u00e3o de regress\u00e3o estimada:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Pontua\u00e7\u00e3o do exame do percentil 90 = 76 + 4,5 (horas)<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, a pontua\u00e7\u00e3o do percentil 90 de todos os alunos que estudam 2 horas deve ser 85:<\/span><\/p>\n<p> <span style=\"color: #000000;\">90\u00ba percentil da nota do exame = 76 + 4,5*(2) = <strong>85<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">A sa\u00edda tamb\u00e9m exibe um gr\u00e1fico de dispers\u00e3o dos dados brutos com a linha de regress\u00e3o ajustada sobreposta no gr\u00e1fico:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-31342 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/quant3.jpg\" alt=\"\" width=\"583\" height=\"435\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Ao contr\u00e1rio de um modelo de regress\u00e3o tradicional, a linha ajustada neste modelo de regress\u00e3o passa pelo percentil 90 de cada valor da vari\u00e1vel preditora em vez do valor m\u00e9dio.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como realizar outras tarefas comuns em R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-simples-em-r\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o linear simples em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-multipla-r\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o linear m\u00faltipla em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/regressao-quadratica-r\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o quadr\u00e1tica em R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A regress\u00e3o linear \u00e9 um m\u00e9todo que podemos usar para compreender a rela\u00e7\u00e3o entre uma ou mais vari\u00e1veis preditoras e uma vari\u00e1vel de resposta . Normalmente, quando realizamos regress\u00e3o linear, queremos estimar o valor m\u00e9dio da vari\u00e1vel resposta. No entanto, poder\u00edamos, em vez disso, usar um m\u00e9todo conhecido como regress\u00e3o quant\u00edlica para estimar qualquer valor [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3890","post","type-post","status-publish","format-standard","hentry","category-guia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Como realizar regress\u00e3o quant\u00edlica em SAS - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como realizar regress\u00e3o quant\u00edlica no SAS, com um exemplo.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como realizar regress\u00e3o quant\u00edlica em SAS - Statorials\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como realizar regress\u00e3o quant\u00edlica no SAS, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-14T22:48:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/quant1.jpg\" \/>\n<meta name=\"author\" content=\"Dr. benjamim anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr. benjamim anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/\",\"url\":\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/\",\"name\":\"Como realizar regress\u00e3o quant\u00edlica em SAS - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-14T22:48:55+00:00\",\"dateModified\":\"2023-07-14T22:48:55+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como realizar regress\u00e3o quant\u00edlica no SAS, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/regressao-quantilica-em-sas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como realizar regress\u00e3o quant\u00edlica no sas\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pt\/#website\",\"url\":\"https:\/\/statorials.org\/pt\/\",\"name\":\"Statorials\",\"description\":\"O seu guia para a literacia estat\u00edstica!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pt\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\",\"name\":\"Dr. benjamim anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr. benjamim anderson\"},\"description\":\"Ol\u00e1, sou Benjamin, um professor aposentado de estat\u00edstica que se tornou professor dedicado na Statorials. 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