{"id":1159,"date":"2023-07-27T11:12:00","date_gmt":"2023-07-27T11:12:00","guid":{"rendered":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/"},"modified":"2023-07-27T11:12:00","modified_gmt":"2023-07-27T11:12:00","slug":"media-movel-exponencial-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/","title":{"rendered":"Como calcular uma m\u00e9dia m\u00f3vel exponencial em r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Na an\u00e1lise de s\u00e9ries temporais, uma <strong>m\u00e9dia m\u00f3vel<\/strong> \u00e9 simplesmente o valor m\u00e9dio de v\u00e1rios per\u00edodos anteriores.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Uma <strong>m\u00e9dia m\u00f3vel exponencial<\/strong> \u00e9 um tipo de m\u00e9dia m\u00f3vel que d\u00e1 mais peso \u00e0s observa\u00e7\u00f5es recentes, o que significa que \u00e9 capaz de capturar tend\u00eancias recentes mais rapidamente.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R.<\/span><\/p>\n<h3> <strong>Exemplo: m\u00e9dia m\u00f3vel exponencial em R<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte quadro de dados em R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data.frame(period=1:10,\n                 sales=c(25, 20, 14, 16, 27, 20, 12, 15, 14, 19))\n\n<span style=\"color: #008080;\">#view data frame<\/span>\ndf\n\n   period sales\n1 1 25\n2 2 20\n3 3 14\n4 4 16\n5 5 27\n6 6 20\n7 7 12\n8 8 15\n9 9 14\n10 10 19\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar a <a href=\"https:\/\/www.rdocumentation.org\/packages\/pracma\/versions\/1.9.9\/topics\/movavg\" target=\"_blank\" rel=\"noopener noreferrer\">fun\u00e7\u00e3o movavg()<\/a> do pacote <strong>pracma<\/strong> para calcular a m\u00e9dia m\u00f3vel ponderada exponencialmente para v\u00e1rios per\u00edodos anteriores.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Esta fun\u00e7\u00e3o usa a seguinte sintaxe:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>movavg(x, n, tipo=c(\u201cs\u201d, \u201ct\u201d, \u201cw\u201d, \u201cm\u201d, \u201ce\u201d, \u201cr\u201d))<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Ouro:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x:<\/strong> s\u00e9rie temporal na forma de um vetor digital<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> N\u00famero de per\u00edodos anteriores a serem usados para a m\u00e9dia<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>type:<\/strong> Tipo de m\u00e9dia m\u00f3vel a ser calculada. Usaremos \u201ce\u201d para m\u00e9dia m\u00f3vel ponderada exponencial.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Por exemplo, veja como calcular a m\u00e9dia m\u00f3vel exponencialmente ponderada usando os quatro per\u00edodos anteriores:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (pracma)<\/span>\n\n#create new column to hold 4-day exponentially weighted moving average<\/span>\ndf$EWM_4day &lt;- <span style=\"color: #3366ff;\">movavg<\/span> (df$sales, n=4, type=' <span style=\"color: #008000;\">e<\/span> ')\n\n<span style=\"color: #008080;\">#view DataFrame<\/span> \ndf\n\n        period sales 4dayEWM\n0 1 25 25.000000\n1 2 20 23.000000\n2 3 14 19.400000\n3 4 16 18.040000\n4 5 27 21.624000\n5 6 20 20.974400\n6 7 12 17.384640\n7 8 15 16.430784\n8 9 14 15.458470\n9 10 19 16.875082<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos usar a biblioteca de visualiza\u00e7\u00e3o ggplot2 para visualizar as vendas em rela\u00e7\u00e3o \u00e0 m\u00e9dia m\u00f3vel ponderada exponencialmente de 4 dias:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n<span style=\"color: #993300;\">library<\/span> (reshape2)\n\n<span style=\"color: #008080;\">#melt data into format for easy plotting\n<\/span>df &lt;- <span style=\"color: #3366ff;\">melt<\/span> (df, id.vars = ' <span style=\"color: #008000;\">period<\/span> ', variable.name = ' <span style=\"color: #008000;\">series<\/span> ')\n\n<span style=\"color: #008080;\">#plot sales vs. 4-day exponentially weighted moving average\n<\/span>ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (period, value)) +\n  geom_line( <span style=\"color: #3366ff;\">aes<\/span> (color=series))\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11622 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ewma1.png\" alt=\"M\u00e9dia m\u00f3vel ponderada exponencialmente em R\" width=\"492\" height=\"491\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A linha vermelha mostra as vendas durante cada per\u00edodo e a linha azul mostra a m\u00e9dia m\u00f3vel ponderada exponencialmente.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/plotar-multiplas-colunas-em-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como plotar m\u00faltiplas colunas em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/media-entre-colunas-em-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como calcular a m\u00e9dia das colunas em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/r-media-por-grupo\/\">Como calcular a m\u00e9dia por grupo em R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Na an\u00e1lise de s\u00e9ries temporais, uma m\u00e9dia m\u00f3vel \u00e9 simplesmente o valor m\u00e9dio de v\u00e1rios per\u00edodos anteriores. Uma m\u00e9dia m\u00f3vel exponencial \u00e9 um tipo de m\u00e9dia m\u00f3vel que d\u00e1 mais peso \u00e0s observa\u00e7\u00f5es recentes, o que significa que \u00e9 capaz de capturar tend\u00eancias recentes mais rapidamente. Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial [&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-1159","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 calcular uma m\u00e9dia m\u00f3vel exponencial em R<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R\" \/>\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\/media-movel-exponencial-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular uma m\u00e9dia m\u00f3vel exponencial em R\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T11:12:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ewma1.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=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/\",\"name\":\"Como calcular uma m\u00e9dia m\u00f3vel exponencial em R\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-27T11:12:00+00:00\",\"dateModified\":\"2023-07-27T11:12:00+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular uma m\u00e9dia m\u00f3vel exponencial em r\"}]},{\"@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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais\",\"sameAs\":[\"https:\/\/statorials.org\/pt\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Como calcular uma m\u00e9dia m\u00f3vel exponencial em R","description":"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/","og_locale":"pt_PT","og_type":"article","og_title":"Como calcular uma m\u00e9dia m\u00f3vel exponencial em R","og_description":"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R","og_url":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/","og_site_name":"Statorials","article_published_time":"2023-07-27T11:12:00+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ewma1.png"}],"author":"Dr. benjamim anderson","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Dr. benjamim anderson","Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/","url":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/","name":"Como calcular uma m\u00e9dia m\u00f3vel exponencial em R","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-27T11:12:00+00:00","dateModified":"2023-07-27T11:12:00+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel exponencial em R","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/media-movel-exponencial-em-r\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como calcular uma m\u00e9dia m\u00f3vel exponencial em r"}]},{"@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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais","sameAs":["https:\/\/statorials.org\/pt"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/1159","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/comments?post=1159"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/1159\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=1159"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=1159"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=1159"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}