{"id":134,"date":"2023-08-05T02:21:20","date_gmt":"2023-08-05T02:21:20","guid":{"rendered":"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/"},"modified":"2023-08-05T02:21:20","modified_gmt":"2023-08-05T02:21:20","slug":"teorema-de-chebyshev","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/","title":{"rendered":"Teorema de chebyshev"},"content":{"rendered":"<p>Este artigo explica o que \u00e9 o teorema de Chebyshev. Aqui voc\u00ea encontrar\u00e1 a f\u00f3rmula do teorema de Chebyshev, um exerc\u00edcio resolvido e, al\u00e9m disso, uma calculadora online do teorema de Chebyshev. Por fim, mostra a diferen\u00e7a entre o teorema de Chebyshev e a regra emp\u00edrica. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-el-teorema-de-chebyshev\"><\/span> Qual \u00e9 o teorema de Chebyshev?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> <strong>O teorema de Chebyshev<\/strong> , tamb\u00e9m conhecido como <strong>desigualdade de Chebyshev<\/strong> , \u00e9 uma regra estat\u00edstica usada para calcular a probabilidade de um valor de uma vari\u00e1vel aleat\u00f3ria estar a uma certa dist\u00e2ncia de sua m\u00e9dia.<\/p>\n<p> Em outras palavras, em estat\u00edstica, o teorema de Chebyshev \u00e9 usado para determinar a probabilidade de um valor estar dentro de um intervalo de confian\u00e7a.<\/p>\n<p> Al\u00e9m disso, o teorema de Chebyshev tamb\u00e9m \u00e9 usado para provar outros teoremas estat\u00edsticos, como a lei dos grandes n\u00fameros.<\/p>\n<p> Embora o teorema de Chebyshev tenha sido formulado pela primeira vez pelo franc\u00eas Ir\u00e9n\u00e9e-Jules Bienaym\u00e9, o teorema tem esse nome porque foi originado pelo russo Pafnuty Chebushev em 1867.<\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-del-teorema-de-chebyshev\"><\/span> F\u00f3rmula do teorema de Chebyshev<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> O teorema de Chebyshev diz que a probabilidade de um valor ser igual <em>a k<\/em> desvios padr\u00e3o da m\u00e9dia \u00e9 maior ou igual a um menos a raz\u00e3o de um dividido por <em>k<\/em> ao quadrado.<\/p>\n<p> Portanto, a <strong>f\u00f3rmula do teorema de Chebyshev<\/strong> \u00e9 a seguinte:<\/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-f13ff7c0d76ea2442ecd978dbfc457a4_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P(\\mu-k\\sigma\\leq X \\leq \\mu+k\\sigma)\\geq 1 -\\frac{1}{k^2}\" title=\"Rendered by QuickLaTeX.com\" height=\"36\" width=\"271\" style=\"vertical-align: -12px;\"><\/p>\n<\/p>\n<p> Ouro<\/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-996ff7036e644e89f8ac379fa58d0cf7_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"X\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"16\" style=\"vertical-align: 0px;\"><\/p>\n<p> \u00e9 o valor da vari\u00e1vel aleat\u00f3ria,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-05d9eae892416bd34247a25207f8b718_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\mu\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"11\" style=\"vertical-align: -4px;\"><\/p>\n<p> a <a href=\"https:\/\/statorials.org\/pt\/media-aritmetica\/\">m\u00e9dia aritm\u00e9tica<\/a> da vari\u00e1vel,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-eaaf379fee5e67946f3fedf5631047b1_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\sigma\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"11\" style=\"vertical-align: 0px;\"><\/p>\n<p> seu <a href=\"https:\/\/statorials.org\/pt\/desvio-padrao-ou-desvio-padrao\/\">desvio padr\u00e3o<\/a> e<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-d42bc2203d6f76ad01b27ac9acc0bee1_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"k\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"9\" style=\"vertical-align: 0px;\"><\/p>\n<p> o n\u00famero de desvios padr\u00e3o da m\u00e9dia sobre os quais a probabilidade deve ser calculada.<\/p>\n<p> Observe que esta f\u00f3rmula s\u00f3 pode ser utilizada se o n\u00famero de desvios padr\u00e3o sobre os quais o c\u00e1lculo \u00e9 realizado for maior que 1, ou seja, se <em>k<\/em> for maior que 1.<\/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-76b1d6dbe5ee35b66ff33156e238ad73_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"k>1&#8243; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;14&#8243; width=&#8221;41&#8243; style=&#8221;vertical-align: -2px;&#8221;><\/p>\n<\/p>\n<p> \ud83d\udc49 <u style=\"text-decoration-color:#FF8A05;\">Voc\u00ea pode usar a calculadora online do Teorema de Chebyshev abaixo para calcular a probabilidade.<\/u><\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplo-del-teorema-de-chebyshev\"><\/span> Exemplo do teorema de Chebyshev<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Depois de vermos a defini\u00e7\u00e3o do teorema de Chebyshev e qual \u00e9 sua f\u00f3rmula, aqui est\u00e1 um exemplo resolvido deste teorema estat\u00edstico para melhor compreender o conceito.<\/p>\n<ul>\n<li> Se as notas obtidas nas estat\u00edsticas dos cursos de uma universidade s\u00e3o definidas por uma distribui\u00e7\u00e3o com m\u00e9dia 65 e desvio padr\u00e3o de 10, que porcentagem de alunos obteve nota entre 50 e 80?<\/li>\n<\/ul>\n<p> Para resolver este problema, precisamos aplicar a f\u00f3rmula do teorema de Chebyshev. Por\u00e9m, devemos primeiro determinar quantos desvios padr\u00e3o os valores 50 e 80 est\u00e3o da m\u00e9dia da vari\u00e1vel, para isso basta fazer o seguinte c\u00e1lculo: <\/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-23a555d6493c0a0be742097fe319932d_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"k=\\cfrac{\\text{valor}-\\text{media}}{\\text{desviaci\\'on t\\'ipica}}\" title=\"Rendered by QuickLaTeX.com\" height=\"42\" width=\"165\" 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-edee4613c11e3eebd7e1158ad7f7b5c4_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"k=\\cfrac{50-65}{10}=-1,5\" title=\"Rendered by QuickLaTeX.com\" height=\"39\" width=\"155\" style=\"vertical-align: -12px;\"><\/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-7668ffc75752b84a5fdfe4de807efe0d_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"k=\\cfrac{80-65}{10}=1,5\" title=\"Rendered by QuickLaTeX.com\" height=\"39\" width=\"141\" style=\"vertical-align: -12px;\"><\/p>\n<\/p>\n<p> Portanto, os valores 50 e 80 correspondem a 1,5 desvios padr\u00e3o da m\u00e9dia inferior e superior, respectivamente. Portanto, usamos a f\u00f3rmula do teorema de Chebysheva com k=1,5: <\/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-6dede501857215fec033905b64a01431_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P(\\mu-k\\sigma\\leq X \\leq \\mu+k\\sigma)\\leq 1 -\\frac{1}{k^2}\" title=\"Rendered by QuickLaTeX.com\" height=\"36\" width=\"271\" style=\"vertical-align: -12px;\"><\/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-ace95ab1310d82dc6a6275b123556c07_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P(\\mu-1,5\\sigma\\leq X \\leq \\mu+1,5\\sigma)\\leq 1 -\\frac{1}{1,5^2}\" title=\"Rendered by QuickLaTeX.com\" height=\"40\" width=\"319\" 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-aa011250591257ffebf651292398d016_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P(50\\leq X \\leq 80)\\leq 0,5556\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"203\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<p> Assim, pelo menos 55,56% dos alunos obtiveram nota entre 50 e 80. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"calculadora-del-teorema-de-chebyshev\"><\/span> Calculadora do Teorema de Chebyshev<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Insira o n\u00famero de desvios padr\u00e3o entre os valores em quest\u00e3o e a m\u00e9dia <em>(k)<\/em> e clique em \u201cCalcular\u201d. A calculadora retornar\u00e1 ent\u00e3o a probabilidade m\u00ednima do intervalo de confian\u00e7a.<\/p>\n<p> Voc\u00ea deve inserir o n\u00famero de desvios padr\u00e3o usando o ponto como separador decimal. <\/p>\n<form action=\"\" method=\"post\">\n<ul style=\"color:#1C2C92;\">\n<li style=\"margin-bottom:15px\"><span style=\"color:#101010;font-weight: normal;\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-f4c08f6419fa469da3aa1c832f5c6b2b_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"k = \" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"28\" style=\"vertical-align: 0px;\"><\/p>\n<p><input name=\"datos\" style=\"border:1.5px solid #1C2C92; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\" placeholder=\"1.5\" required=\"\" oninvalid=\"this.setCustomValidity('Introduce el n\u00famero total de datos aqu\u00ed')\" oninput=\"this.setCustomValidity('')\"><\/span><\/li>\n<\/ul>\n<div style=\"text-align:center\"><input align=\"center\" style=\"font-size:105%; border-radius:30px; margin: 20px\" type=\"submit\" name=\"submit\" value=\"Calcular\"><\/div>\n<\/form>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"el-teorema-de-chebyshev-y-la-regla-empirica\"><\/span> Teorema de Chebyshev e regra pr\u00e1tica<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Dois conceitos intimamente relacionados em estat\u00edstica s\u00e3o o teorema de Chebyshev e a regra emp\u00edrica, uma vez que ambos s\u00e3o usados para calcular a probabilidade de intervalos de confian\u00e7a.<\/p>\n<p> <strong>A diferen\u00e7a entre o teorema de Chebyshev e a regra emp\u00edrica<\/strong> \u00e9 que o teorema de Chebyshev pode ser usado em qualquer tipo de distribui\u00e7\u00e3o, enquanto a regra emp\u00edrica s\u00f3 \u00e9 v\u00e1lida para uma distribui\u00e7\u00e3o normal.<\/p>\n<p> A utiliza\u00e7\u00e3o do teorema de Chebyshev \u00e9, portanto, mais ampla, mas a regra emp\u00edrica fornece resultados mais precisos para uma distribui\u00e7\u00e3o normal.<\/p>\n<p> Clique aqui para ver exatamente qual \u00e9 a regra pr\u00e1tica: <\/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\/regra-pratica\/\">regra geral<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Este artigo explica o que \u00e9 o teorema de Chebyshev. Aqui voc\u00ea encontrar\u00e1 a f\u00f3rmula do teorema de Chebyshev, um exerc\u00edcio resolvido e, al\u00e9m disso, uma calculadora online do teorema de Chebyshev. Por fim, mostra a diferen\u00e7a entre o teorema de Chebyshev e a regra emp\u00edrica. Qual \u00e9 o teorema de Chebyshev? O teorema de [&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-134","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 de Chebyshev: f\u00f3rmula, exemplo e calculadora<\/title>\n<meta name=\"description\" content=\"Aqui voc\u00ea encontrar\u00e1 o teorema de Chebyshev (ou desigualdade de Chebyshev), sua f\u00f3rmula, um exemplo concreto e uma calculadora do teorema de Chebyshev.\" \/>\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-de-chebyshev\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u25b7 Teorema de Chebyshev: f\u00f3rmula, exemplo e calculadora\" \/>\n<meta property=\"og:description\" content=\"Aqui voc\u00ea encontrar\u00e1 o teorema de Chebyshev (ou desigualdade de Chebyshev), sua f\u00f3rmula, um exemplo concreto e uma calculadora do teorema de Chebyshev.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-05T02:21:20+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-f13ff7c0d76ea2442ecd978dbfc457a4_l3.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=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/\",\"url\":\"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/\",\"name\":\"\u25b7 Teorema de Chebyshev: f\u00f3rmula, exemplo e calculadora\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-08-05T02:21:20+00:00\",\"dateModified\":\"2023-08-05T02:21:20+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Aqui voc\u00ea encontrar\u00e1 o teorema de Chebyshev (ou desigualdade de Chebyshev), sua f\u00f3rmula, um exemplo concreto e uma calculadora do teorema de Chebyshev.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/teorema-de-chebyshev\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Teorema de chebyshev\"}]},{\"@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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