{"id":1610,"date":"2023-07-25T16:14:58","date_gmt":"2023-07-25T16:14:58","guid":{"rendered":"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/"},"modified":"2023-07-25T16:14:58","modified_gmt":"2023-07-25T16:14:58","slug":"previsao-de-regressao-multipla-excel","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/","title":{"rendered":"Excel: como usar regress\u00e3o linear m\u00faltipla para an\u00e1lise preditiva"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Freq\u00fcentemente, voc\u00ea pode querer usar um <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-multipla\/\" target=\"_blank\" rel=\"noopener\">modelo de regress\u00e3o linear m\u00faltipla<\/a> criado no Excel para prever o valor de resposta de uma nova observa\u00e7\u00e3o ou ponto de dados.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Felizmente, \u00e9 bastante simples de fazer e o exemplo passo a passo a seguir mostra como faz\u00ea-lo.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Etapa 1: crie os dados<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Primeiro, vamos criar um conjunto de dados falso para trabalhar no Excel:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15983 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multregressionforecastexcel1.png\" alt=\"\" width=\"464\" height=\"400\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Etapa 2: ajustar um modelo de regress\u00e3o linear m\u00faltipla<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A seguir, vamos ajustar um modelo de regress\u00e3o linear m\u00faltipla usando x1 e x2 como vari\u00e1veis preditoras e y como vari\u00e1vel de resposta.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Para fazer isso, podemos usar a fun\u00e7\u00e3o <strong>PROJ.LIN(y_values, x_values)<\/strong> da seguinte forma:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15984 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multregressionforecastexcel2.png\" alt=\"\" width=\"492\" height=\"405\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Assim que clicarmos em Enter, os coeficientes de regress\u00e3o aparecer\u00e3o:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15985 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multregressionforecastexcel3.png\" alt=\"\" width=\"490\" height=\"360\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">O modelo de regress\u00e3o linear m\u00faltipla ajustado \u00e9:<\/span><\/p>\n<p> <span style=\"color: #000000;\">y = 17,1159 + 1,0183(x1) + 0,3963(x2)<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Etapa 3: use o modelo para prever um novo valor<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Agora suponha que queremos usar este modelo de regress\u00e3o para prever o valor de uma nova observa\u00e7\u00e3o que possui os seguintes valores para as vari\u00e1veis preditoras:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">x1:8<\/span><\/li>\n<li> <span style=\"color: #000000;\">x2:10<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Para fazer isso podemos usar a seguinte f\u00f3rmula no Excel:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15986 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multregressionforecastexcel4.png\" alt=\"\" width=\"461\" height=\"426\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Usando esses valores para as vari\u00e1veis preditoras, o modelo de regress\u00e3o linear m\u00faltipla prev\u00ea que o valor de y ser\u00e1 <strong>29,22561<\/strong> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Etapa 4: use o modelo para prever v\u00e1rios novos valores<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Se quisermos usar o modelo de regress\u00e3o linear m\u00faltipla para prever o valor da resposta para m\u00faltiplas novas observa\u00e7\u00f5es, podemos simplesmente fazer refer\u00eancias absolutas de c\u00e9lulas aos coeficientes de regress\u00e3o:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15987 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multregressionforecastexcel5.png\" alt=\"\" width=\"487\" height=\"456\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-simples-excel\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o linear simples no Excel<\/a><br \/><a href=\"https:\/\/statorials.org\/pt\/regressao-linear-multipla-excel\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o linear m\u00faltipla no Excel<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/regressao-polinomial-excel\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o polinomial no Excel<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/como-criar-um-traco-residual-no-excel\/\" target=\"_blank\" rel=\"noopener\">Como criar um gr\u00e1fico residual no Excel<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Freq\u00fcentemente, voc\u00ea pode querer usar um modelo de regress\u00e3o linear m\u00faltipla criado no Excel para prever o valor de resposta de uma nova observa\u00e7\u00e3o ou ponto de dados. Felizmente, \u00e9 bastante simples de fazer e o exemplo passo a passo a seguir mostra como faz\u00ea-lo. Etapa 1: crie os dados Primeiro, vamos criar um conjunto [&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-1610","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>Excel: como usar regress\u00e3o linear m\u00faltipla para an\u00e1lise preditiva<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar um modelo de regress\u00e3o linear m\u00faltipla no Excel para an\u00e1lise preditiva, 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\/previsao-de-regressao-multipla-excel\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Excel: como usar regress\u00e3o linear m\u00faltipla para an\u00e1lise preditiva\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar um modelo de regress\u00e3o linear m\u00faltipla no Excel para an\u00e1lise preditiva, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-25T16:14:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/multregressionforecastexcel1.png\" \/>\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=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/\",\"url\":\"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/\",\"name\":\"Excel: como usar regress\u00e3o linear m\u00faltipla para an\u00e1lise preditiva\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-25T16:14:58+00:00\",\"dateModified\":\"2023-07-25T16:14:58+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar um modelo de regress\u00e3o linear m\u00faltipla no Excel para an\u00e1lise preditiva, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/previsao-de-regressao-multipla-excel\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Excel: como usar regress\u00e3o linear m\u00faltipla para an\u00e1lise preditiva\"}]},{\"@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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