{"id":386,"date":"2023-08-01T08:06:03","date_gmt":"2023-08-01T08:06:03","guid":{"rendered":"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/"},"modified":"2023-08-01T08:06:03","modified_gmt":"2023-08-01T08:06:03","slug":"teorema-do-limite-central-2","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/","title":{"rendered":"Teorema do limite central"},"content":{"rendered":"<p>Este artigo explica o que \u00e9 o teorema do limite central (CLT) e para que ele \u00e9 usado nas estat\u00edsticas. Voc\u00ea tamb\u00e9m encontrar\u00e1 qual \u00e9 a f\u00f3rmula do teorema do limite central e um exemplo de sua aplica\u00e7\u00e3o resolvida passo a passo. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-el-teorema-central-del-limite\"><\/span> Qual \u00e9 o teorema do limite central?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Nas estat\u00edsticas, o <strong>teorema do limite central<\/strong> , tamb\u00e9m chamado <strong>de teorema do limite central<\/strong> , afirma que a <a href=\"https:\/\/statorials.org\/pt\/distribuicao-amostral-da-media\/\">distribui\u00e7\u00e3o das m\u00e9dias amostrais<\/a> se aproxima de uma distribui\u00e7\u00e3o normal \u00e0 medida que o tamanho da amostra aumenta, independentemente da <a href=\"https:\/\/statorials.org\/pt\/distribuicao-de-probabilidade-1\/\">distribui\u00e7\u00e3o de probabilidade<\/a> da popula\u00e7\u00e3o.<\/p>\n<p> Ou seja, o teorema do limite central diz que se tomarmos um n\u00famero suficientemente grande de amostras, a m\u00e9dia dessas amostras pode ser aproximada a uma distribui\u00e7\u00e3o normal.<\/p>\n<p> Al\u00e9m disso, o teorema do limite central afirma que a m\u00e9dia da amostra se aproximar\u00e1 do valor da m\u00e9dia da popula\u00e7\u00e3o \u00e0 medida que o tamanho da amostra aumenta. Isso nos permite aproximar os par\u00e2metros da popula\u00e7\u00e3o estat\u00edstica. Abaixo veremos como isso \u00e9 feito. <\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/theoreme-central-limite.png\" alt=\"teorema do limite central, teorema do limite central\" class=\"wp-image-8678\" width=\"315\" height=\"315\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p> Em geral, considera-se que para aplicar o teorema do limite central o tamanho da amostra deve ser de no m\u00ednimo 30 observa\u00e7\u00f5es, embora isso dependa das caracter\u00edsticas da vari\u00e1vel estudada.<\/p>\n<p> O teorema do limite central tem muitas aplica\u00e7\u00f5es, uma vez que a distribui\u00e7\u00e3o normal permite c\u00e1lculos estat\u00edsticos inferenciais, como testes de hip\u00f3teses ou intervalos de confian\u00e7a. Por exemplo, em finan\u00e7as, o teorema do limite central \u00e9 usado para analisar o retorno e o risco de um investimento. <\/p>\n<div style=\"background-color:#FFFDE7; padding-top: 10px; padding-bottom: 10px; padding-right: 20px; padding-left: 30px; border: 2.5px dashed #FFB74D; border-radius:20px;\"> <span style=\"color:#ff951b\">\u27a4<\/span> <strong>Veja:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/distribuicao-normal\/\">O que \u00e9 uma distribui\u00e7\u00e3o normal?<\/a> <\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplo-del-teorema-central-del-limite\"><\/span> Exemplo do teorema do limite central<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Depois de vermos a defini\u00e7\u00e3o do teorema do limite central, vejamos um exemplo para compreender completamente o seu significado.<\/p>\n<p> Um exemplo do teorema do limite central \u00e9 o lan\u00e7amento de um dado. O lan\u00e7amento do dado segue uma <a href=\"https:\/\/statorials.org\/pt\/distribuicao-uniforme-discreta\/\">distribui\u00e7\u00e3o discreta e uniforme<\/a> , uma vez que todos os resultados s\u00e3o equiprov\u00e1veis. Mas a distribui\u00e7\u00e3o da soma de v\u00e1rios resultados aproxima-se de uma distribui\u00e7\u00e3o normal. <\/p>\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"380\" height=\"456\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/exemple-du-theoreme-central-limite.png\" alt=\"exemplo do teorema do limite central\" class=\"wp-image-8681\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p> Assim, quanto mais lan\u00e7amentos houver, mais prov\u00e1vel ser\u00e1 que a forma da distribui\u00e7\u00e3o das m\u00e9dias tenda a assemelhar-se ao gr\u00e1fico da distribui\u00e7\u00e3o normal. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-del-teorema-central-del-limite\"><\/span> F\u00f3rmula do Teorema do Limite Central<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> O teorema do limite central afirma que se uma popula\u00e7\u00e3o tem m\u00e9dia \u03bc e desvio padr\u00e3o \u03c3 e tomamos um n\u00famero suficientemente grande de amostras (n\u226530), o conjunto de m\u00e9dias amostrais pode ser aproximado a uma distribui\u00e7\u00e3o normal com m\u00e9dia \u03bc e desvio padr\u00e3o \u03c3 \/\u221an.<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-9bc00b8814e098df988d7c695c66506a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle N\\left(\\mu,\\frac{\\sigma}{\\sqrt{n}}\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"43\" width=\"90\" style=\"vertical-align: -17px;\"><\/p>\n<\/p>\n<p> Al\u00e9m disso <em>,<\/em> <sub>se<\/sub> <em>X<\/em> <sub>1<\/sub> <sub>,<\/sub> para uma distribui\u00e7\u00e3o normal definida pela seguinte f\u00f3rmula: <\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7c518ada589db37029302048824df42a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle Y=\\sum_{i=1}^n X_i \\sim N\\left(n\\cdot \\mu,\\sigma \\cdot \\sqrt{n}\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"49\" width=\"234\" style=\"vertical-align: -21px;\"><\/p>\n<\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejercicio-resuelto-del-teorema-central-del-limite\"><\/span> Exerc\u00edcio resolvido do teorema do limite central<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Para que voc\u00ea possa assimilar totalmente o conceito, aqui est\u00e1 um exerc\u00edcio resolvido do teorema do limite central.<\/p>\n<ul>\n<li> Uma empresa vende pe\u00e7as que s\u00e3o usadas para substituir determinados componentes de brinquedos. Uma moeda tem peso m\u00e9dio de 300 g e desvio padr\u00e3o de 50 g. Se um cliente encomendou um lote de 100 pe\u00e7as, qual \u00e9 a probabilidade de que o peso m\u00e9dio das pe\u00e7as do lote seja superior a 305 g? E qual \u00e9 a probabilidade de um lote de 100 pe\u00e7as pesar mais de 31 kg?<\/li>\n<\/ul>\n<p> Como o tamanho do lote \u00e9 grande (n=100), podemos aplicar o teorema do limite central para resolver o problema.<\/p>\n<p> Assim, usando a f\u00f3rmula do teorema do limite central, a distribui\u00e7\u00e3o das m\u00e9dias amostrais pode ser aproximada a uma distribui\u00e7\u00e3o normal com os seguintes par\u00e2metros: <\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-9bc00b8814e098df988d7c695c66506a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle N\\left(\\mu,\\frac{\\sigma}{\\sqrt{n}}\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"43\" width=\"90\" style=\"vertical-align: -17px;\"><\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-c62f30e3319566c578be2b03a2d983a2_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\mu_{\\overline{X}}=\\mu=300\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"109\" style=\"vertical-align: -6px;\"><\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-3d9f3d2d9a4272dca9d9e34626ff8290_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\sigma_{\\overline{X}}=\\cfrac{\\sigma}{\\sqrt{n}}=\\cfrac{50}{\\sqrt{100}}=5\" title=\"Rendered by QuickLaTeX.com\" height=\"43\" width=\"173\" style=\"vertical-align: -16px;\"><\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a2ccad42b29091909256610fdd711e39_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle N\\left(300,5\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"75\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<p> Agora realizamos o processo de digita\u00e7\u00e3o para que possamos ent\u00e3o encontrar a probabilidade que o exerc\u00edcio nos pede. Para fazer isso, precisamos subtrair a m\u00e9dia da distribui\u00e7\u00e3o e depois dividir pelo desvio padr\u00e3o:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-aabd7d1605e6518f17d8fc6199becc44_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P\\left(\\overline{X}>305\\right)=P\\left(Z>\\frac{305-300}{5}\\right)=P\\left(Z>1\\right)&#8221; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;43&#8243; width=&#8221;381&#8243; style=&#8221;vertical-align: -17px;&#8221;><\/p>\n<\/p>\n<p> Assim, para encontrar a probabilidade de o peso m\u00e9dio das pe\u00e7as do lote ser superior a 305 g, devemos observar a que valor corresponde Z&gt;1 na <a href=\"https:\/\/statorials.org\/pt\/tabela-de-distribuicao-normal\/\">tabela de distribui\u00e7\u00e3o normal<\/a> :<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-05ad215d26ded143bc689eb37c00f30e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P\\left(\\overline{X}>305\\right)=P\\left(Z>1\\right)=0,1587&#8243; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;22&#8243; width=&#8221;276&#8243; style=&#8221;vertical-align: -7px;&#8221;><\/p>\n<\/p>\n<p> Por outro lado, gra\u00e7as ao teorema do limite central podemos saber que um lote de 100 moedas pode aproximar-se de uma distribui\u00e7\u00e3o normal, uma vez que todas as moedas seguem a mesma distribui\u00e7\u00e3o. Portanto, para determinar a probabilidade de um lote de 100 moedas pesar mais de 31 kg, devemos aplicar a outra f\u00f3rmula do teorema central do limite:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7c518ada589db37029302048824df42a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle Y=\\sum_{i=1}^n X_i \\sim N\\left(n\\cdot \\mu,\\sigma \\cdot \\sqrt{n}\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"49\" width=\"234\" style=\"vertical-align: -21px;\"><\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-22186501d443fa0104f80ab2210937ec_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle Y\\sim N\\left(100\\cdot 300,50\\cdot \\sqrt{100}\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"32\" width=\"221\" style=\"vertical-align: -11px;\"><\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-f2c36d2fd557394ea1f4f80d887d1625_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle Y\\sim N\\left(30000,500\\right)\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"149\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<p>Ent\u00e3o refazemos o processo de digita\u00e7\u00e3o, depois encontramos a segunda probabilidade que o problema nos pede:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-4e3dfdc2ecc330ef981fba7476b5e13e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P\\left(Y>31000\\right)=P\\left(Z>\\frac{31000-30000}{500}\\right)=P\\left(Z>2\\right)&#8221; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;43&#8243; width=&#8221;430&#8243; style=&#8221;vertical-align: -17px;&#8221;><\/p>\n<\/p>\n<p> Finalmente, podemos determinar a probabilidade de um lote de 100 pe\u00e7as pesar mais de 31 kg usando a tabela de distribui\u00e7\u00e3o normal: <\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-01523dbe603d64f1a7ca3187d96b062c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P\\left(Y>31000\\right)=P\\left(Z>2\\right)=0,0228&#8243; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;19&#8243; width=&#8221;289&#8243; style=&#8221;vertical-align: -5px;&#8221;><\/p>\n<\/p>\n<div style=\"background-color:#FFFDE7; padding-top: 10px; padding-bottom: 10px; padding-right: 20px; padding-left: 30px; border: 2.5px dashed #FFB74D; border-radius:20px;\"> <span style=\"color:#ff951b\">\u27a4<\/span> <strong>Veja:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/lei-dos-grandes-numeros\/\">Lei dos grandes n\u00fameros<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Este artigo explica o que \u00e9 o teorema do limite central (CLT) e para que ele \u00e9 usado nas estat\u00edsticas. Voc\u00ea tamb\u00e9m encontrar\u00e1 qual \u00e9 a f\u00f3rmula do teorema do limite central e um exemplo de sua aplica\u00e7\u00e3o resolvida passo a passo. Qual \u00e9 o teorema do limite central? Nas estat\u00edsticas, o teorema do limite [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-386","post","type-post","status-publish","format-standard","hentry","category-probabilidade"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u25b7 Teorema do limite central<\/title>\n<meta name=\"description\" content=\"Aqui voc\u00ea encontrar\u00e1 o que \u00e9 o teorema do limite central (ou teorema do limite central), para que serve, sua f\u00f3rmula e os exerc\u00edcios resolvidos.\" \/>\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\/teorema-do-limite-central-2\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u25b7 Teorema do limite central\" \/>\n<meta property=\"og:description\" content=\"Aqui voc\u00ea encontrar\u00e1 o que \u00e9 o teorema do limite central (ou teorema do limite central), para que serve, sua f\u00f3rmula e os exerc\u00edcios resolvidos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-01T08:06:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/theoreme-central-limite.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=\"4 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/\",\"url\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/\",\"name\":\"\u25b7 Teorema do limite central\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-08-01T08:06:03+00:00\",\"dateModified\":\"2023-08-01T08:06:03+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Aqui voc\u00ea encontrar\u00e1 o que \u00e9 o teorema do limite central (ou teorema do limite central), para que serve, sua f\u00f3rmula e os exerc\u00edcios resolvidos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Teorema do limite central\"}]},{\"@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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