{"id":230,"date":"2023-08-03T21:24:33","date_gmt":"2023-08-03T21:24:33","guid":{"rendered":"https:\/\/statorials.org\/pt\/distribuicao-geometrica-1\/"},"modified":"2023-08-03T21:24:33","modified_gmt":"2023-08-03T21:24:33","slug":"distribuicao-geometrica-1","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/distribuicao-geometrica-1\/","title":{"rendered":"Distribui\u00e7\u00e3o geom\u00e9trica"},"content":{"rendered":"<p>Este artigo explica o que \u00e9 distribui\u00e7\u00e3o geom\u00e9trica nas estat\u00edsticas. Voc\u00ea encontrar\u00e1, portanto, a defini\u00e7\u00e3o de distribui\u00e7\u00e3o geom\u00e9trica, exemplos de distribui\u00e7\u00f5es geom\u00e9tricas e as propriedades deste tipo de distribui\u00e7\u00e3o de probabilidade. Al\u00e9m disso, voc\u00ea pode calcular qualquer probabilidade de distribui\u00e7\u00e3o geom\u00e9trica com uma calculadora online. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-la-distribucion-geometrica\"><\/span> O que \u00e9 distribui\u00e7\u00e3o geom\u00e9trica?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> A <strong>distribui\u00e7\u00e3o geom\u00e9trica<\/strong> \u00e9 uma distribui\u00e7\u00e3o de probabilidade que define o n\u00famero de tentativas de Bernoulli necess\u00e1rias para obter o primeiro resultado bem-sucedido.<\/p>\n<p> Ou seja, uma distribui\u00e7\u00e3o geom\u00e9trica modela processos nos quais os experimentos de Bernoulli s\u00e3o repetidos at\u00e9 que um deles obtenha resultado positivo.<\/p>\n<p> Lembre-se de que um teste de Bernoulli \u00e9 um experimento que tem dois resultados poss\u00edveis: \u201csucesso\u201d e \u201cfracasso\u201d. Portanto, se a probabilidade de \u201csucesso\u201d for <em>p<\/em> , a probabilidade de \u201cfracasso\u201d \u00e9 <em>q=1-p<\/em> .<\/p>\n<p> A distribui\u00e7\u00e3o geom\u00e9trica depende portanto do par\u00e2metro <em>p<\/em> , que \u00e9 a probabilidade de sucesso de todos os experimentos realizados. Al\u00e9m disso, a probabilidade <em>p<\/em> \u00e9 a mesma para todos os experimentos.<\/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-22fef9b6ab8e3b351598caf9925c2b3f_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"X\\sim\\text{Geom\\'etrica}(p)\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"151\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<p> Da mesma forma, a distribui\u00e7\u00e3o geom\u00e9trica tamb\u00e9m pode ser definida como o n\u00famero de falhas antes do primeiro sucesso. Neste caso, a distribui\u00e7\u00e3o pode assumir o valor <em>x=0<\/em> e sua f\u00f3rmula varia ligeiramente. Mas o mais comum \u00e9 voltar \u00e0 defini\u00e7\u00e3o da distribui\u00e7\u00e3o geom\u00e9trica explicada no in\u00edcio desta se\u00e7\u00e3o. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplos-de-la-distribucion-geometrica\"><\/span> Exemplos de distribui\u00e7\u00e3o geom\u00e9trica<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Depois de vermos a defini\u00e7\u00e3o de distribui\u00e7\u00e3o geom\u00e9trica, esta se\u00e7\u00e3o mostra v\u00e1rios exemplos de vari\u00e1veis aleat\u00f3rias que seguem este tipo de distribui\u00e7\u00e3o.<\/p>\n<p> <strong><u style=\"text-decoration-color:#FF8A05\">Exemplos de distribui\u00e7\u00e3o geom\u00e9trica:<\/u><\/strong><\/p>\n<ol style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">O n\u00famero de lan\u00e7amentos de moedas feitos at\u00e9 obter cara.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">O n\u00famero de carros passando em uma estrada at\u00e9 verem um carro vermelho.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">O n\u00famero de vezes que uma pessoa deve fazer o exame de dire\u00e7\u00e3o at\u00e9 ser aprovada.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">O n\u00famero de lan\u00e7amentos de dados feitos at\u00e9 que o n\u00famero 6 seja lan\u00e7ado.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">O n\u00famero de lances livres que devem ser executados at\u00e9 que um gol seja marcado.<\/span> <\/li>\n<\/ol>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-de-la-distribucion-geometrica\"><\/span> F\u00f3rmula de distribui\u00e7\u00e3o geom\u00e9trica<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Numa distribui\u00e7\u00e3o geom\u00e9trica, a probabilidade de ter que fazer <em>x<\/em> tentativas para obter um resultado positivo \u00e9 o produto do par\u00e2metro <em>p<\/em> vezes <em>(1-p)<\/em> elevado \u00e0 pot\u00eancia <em>de x-1<\/em> .<\/p>\n<p> Portanto, a <strong>f\u00f3rmula para calcular uma probabilidade da distribui\u00e7\u00e3o geom\u00e9trica<\/strong> \u00e9: <\/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\/formule-de-distribution-geometrique.png\" alt=\"f\u00f3rmula de distribui\u00e7\u00e3o geom\u00e9trica\" class=\"wp-image-4723\" width=\"272\" height=\"272\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p> \ud83d\udc49 <u style=\"text-decoration-color:#FF8A05;\">Voc\u00ea pode usar a calculadora abaixo para calcular a probabilidade de uma vari\u00e1vel que segue a distribui\u00e7\u00e3o geom\u00e9trica.<\/u><\/p>\n<p> Por outro lado, a f\u00f3rmula da fun\u00e7\u00e3o de distribui\u00e7\u00e3o que permite calcular uma probabilidade cumulativa da distribui\u00e7\u00e3o geom\u00e9trica \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-88686ff4544e13c6431c27b3fc07076c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"P[X\\leq x]=1-(1-p)^x\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"189\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejercicio-resuelto-de-la-distribucion-geometrica\"><\/span> Exerc\u00edcio de distribui\u00e7\u00e3o geom\u00e9trica resolvido<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li> Qual \u00e9 a probabilidade de obter o n\u00famero 5 no terceiro lan\u00e7amento do dado?<\/li>\n<\/ul>\n<p> A distribui\u00e7\u00e3o de probabilidade deste problema \u00e9 uma distribui\u00e7\u00e3o geom\u00e9trica, pois define o n\u00famero de lan\u00e7amentos necess\u00e1rios (tr\u00eas) para obter um resultado positivo (o n\u00famero 5).<\/p>\n<p> Devemos, portanto, primeiro calcular a probabilidade de sucesso de cada lan\u00e7amento. Neste caso, h\u00e1 apenas um resultado positivo entre seis resultados poss\u00edveis, ent\u00e3o a probabilidade <em>p<\/em> \u00e9:<\/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-d3edc23a0939657deeeed11600ba29be_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"p=\\cfrac{1}{6}=0,1667\" title=\"Rendered by QuickLaTeX.com\" height=\"38\" width=\"121\" style=\"vertical-align: -12px;\"><\/p>\n<\/p>\n<p> E ent\u00e3o aplicamos a f\u00f3rmula de distribui\u00e7\u00e3o geom\u00e9trica para determinar a probabilidade que o exerc\u00edcio 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-ceea593841fd847270f92b3ffa919d2f_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{aligned}\\displaystyle P[X=x]&amp;=(1-p)^{x-1}\\cdot p\\\\[2ex]\\displaystyle P[X=3]&amp;=\\left(1-\\frac{1}{6}\\right)^{3-1}\\cdot \\frac{1}{6}\\\\[2ex]\\displaystyle P[X=3]&amp;=0,1157\\end{aligned}\" title=\"Rendered by QuickLaTeX.com\" height=\"132\" width=\"216\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"caracteristicas-de-la-distribucion-geometrica\"><\/span> Caracter\u00edsticas de distribui\u00e7\u00e3o geom\u00e9trica<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> A distribui\u00e7\u00e3o geom\u00e9trica atende \u00e0s seguintes caracter\u00edsticas:<\/p>\n<ul>\n<li> A distribui\u00e7\u00e3o geom\u00e9trica possui um par\u00e2metro caracter\u00edstico, <em>p<\/em> , que \u00e9 a probabilidade de sucesso de cada um dos experimentos realizados.<\/li>\n<\/ul>\n<pre class=\"ql-errors\"> *** QuickLaTeX cannot compile formula:\n\\begin{array}{c} of each experiment carried out.&lt;\/li&gt;&lt;\/ul&gt;[latex]E[X]=\\cfrac{1}{p}\n\n*** Error message:\nMissing $ inserted.\nleading text: \\begin{array}{c}\nPlease use \\mathaccent for accents in math mode.\nleading text: ...0 &lt;ul&gt;&lt;li&gt; The mean of the general distribution\nPlease use \\mathaccent for accents in math mode.\nleading text: ...&gt;&lt;li&gt; The mean of the geometric distribution\nPlease use \\mathaccent for accents in math mode.\nleading text: ...ne of the geometric distribution is\nPlease use \\mathaccent for accents in math mode.\nleading text: ...the geometric distribution is equal to\nPlease use \\mathaccent for accents in math mode.\nleading text: ...geometric tion is equal to one divided\nPlease use \\mathaccent for accents in math mode.\nleading text: ...st equals one divided by probability\nPlease use \\mathaccent for accents in math mode.\n\n<\/pre>\n<ul>\n<li> A vari\u00e2ncia da distribui\u00e7\u00e3o geom\u00e9trica \u00e9 equivalente \u00e0 diferen\u00e7a de 1 menos <em>p<\/em> sobre o quadrado de <em>p<\/em> .<\/li>\n<\/ul>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-78ed5ca4793c0b8e221669de3e49337f_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"Var(X)=\\cfrac{1-p}{p^2}\" title=\"Rendered by QuickLaTeX.com\" height=\"42\" width=\"128\" style=\"vertical-align: -16px;\"><\/p>\n<\/p>\n<ul>\n<li> A f\u00f3rmula para a fun\u00e7\u00e3o massa da distribui\u00e7\u00e3o geom\u00e9trica \u00e9:<\/li>\n<\/ul>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-aa3e4c205823e02ce285a5987b818985_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"P[X=x]=(1-p)^{x-1}\\cdot p\" title=\"Rendered by QuickLaTeX.com\" height=\"20\" width=\"198\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<ul>\n<li> Da mesma forma, a f\u00f3rmula para a fun\u00e7\u00e3o de probabilidade cumulativa da distribui\u00e7\u00e3o geom\u00e9trica \u00e9:<\/li>\n<\/ul>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-88686ff4544e13c6431c27b3fc07076c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"P[X\\leq x]=1-(1-p)^x\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"189\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<ul>\n<li> A distribui\u00e7\u00e3o geom\u00e9trica \u00e9 um caso especial da distribui\u00e7\u00e3o binomial negativa. Mais precisamente, isso \u00e9 equivalente a uma distribui\u00e7\u00e3o binomial negativa com par\u00e2metro <em>r=1<\/em> . <\/li>\n<\/ul>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7dbe3c9fff9b5b54e71dcc2632b2e177_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"X\\sim \\text{BN}(1,p) \\ \\color{orange}\\bm{\\longrightarrow}\\color{black}\\ X\\sim\\text{Geom\\'etrica}(p)\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"390\" style=\"vertical-align: -5px;\"><\/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\/distribuicao-binomial-negativa-1\/\">Distribui\u00e7\u00e3o binomial negativa<\/a><br \/> <span style=\"color:#ff951b\">\u27a4<\/span> <strong>Veja:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/distribuicao-binomial-1\/\">Distribui\u00e7\u00e3o binomial<\/a> <\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"calculadora-de-la-distribucion-geometrica\"><\/span> Calculadora de distribui\u00e7\u00e3o geom\u00e9trica<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Insira o valor do par\u00e2metro <em>p<\/em> e o valor de <em>x<\/em> na calculadora a seguir para calcular a probabilidade. Voc\u00ea precisa selecionar a probabilidade que deseja calcular e inserir os n\u00fameros usando o ponto como separador decimal, por exemplo 0,1667.<\/p>\n<form action=\"\" method=\"post\">\n<div style=\"margin-bottom:20px; margin-left:5%\"> <span style=\"color:#101010;font-weight: normal;\"><span style=\"color:#1C2C92\"><strong>\u27a4<\/strong><\/span> Par\u00e2metro de distribui\u00e7\u00e3o geom\u00e9trica <span style=\"color:#1C2C92\"><strong>\u2192<\/strong><\/span><\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-e67f693705a2e492d8981f0ed1387c3f_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"p = \" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"28\" style=\"vertical-align: -4px;\"><\/p>\n<p><\/span> <input name=\"prob\" style=\"border:1.5px solid #4FC3F7; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\" required=\"\" oninvalid=\"this.setCustomValidity('Introduce la probabilidad de \u00e9xito de cada experimento aqu\u00ed')\" oninput=\"this.setCustomValidity('')\"><\/div>\n<div style=\"margin-bottom:14px; margin-left:5%\"> <span style=\"color:#1C2C92\"><strong>\u27a4<\/strong><\/span> Probabilidade de calcular: <\/div>\n<div style=\"margin-bottom:14px; margin-left:10%\"><input name=\"tipoprobabilidad\" type=\"radio\" checked=\"\" value=\"probigual\"><\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-95a78799e4906daa08ea620a942c61bd_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"X=\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"34\" style=\"vertical-align: 0px;\"><\/p>\n<p><input name=\"xigual\" style=\"border:1.5px solid #4FC3F7; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\"><\/div>\n<div style=\"margin-bottom:14px; margin-left:10%\"><input name=\"tipoprobabilidad\" type=\"radio\" value=\"probcolaizquierda\"><\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-305e8313d9decdf3d650c7f6898a8430_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"X\\leq\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"34\" style=\"vertical-align: -3px;\"><\/p>\n<p><input name=\"xmenor\" style=\"border:1.5px solid #4FC3F7; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\"><\/div>\n<div style=\"margin-bottom:14px; margin-left:10%\"><input name=\"tipoprobabilidad\" type=\"radio\" value=\"probcoladerecha\"><\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a8500b9856a735bc31ea1a371fc0fe88_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"X\\geq\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"34\" style=\"vertical-align: -3px;\"><\/p>\n<p><input name=\"xmayor\" style=\"border:1.5px solid #4FC3F7; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\"><\/div>\n<div style=\"margin-bottom:14px; margin-left:10%\"><input name=\"tipoprobabilidad\" type=\"radio\" value=\"probentre\"><input name=\"xentre1\" style=\"border:1.5px solid #4FC3F7; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\"><\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a4459b2c5c9a9dd4efd3c3c155cb80bc_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\leq X\\leq \" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"52\" style=\"vertical-align: -3px;\"><\/p>\n<p><input name=\"xentre2\" style=\"border:1.5px solid #4FC3F7; border-radius:5px;  padding:7px; color:#000000; background-color:#EBF5FB; width:60px\"><\/div>\n<div style=\"text-align:center\"><input align=\"center\" style=\"border-radius:30px; margin: 20px\" type=\"submit\" name=\"submit\" value=\"Calcule a probabilidade\"><\/div>\n<\/form>\n","protected":false},"excerpt":{"rendered":"<p>Este artigo explica o que \u00e9 distribui\u00e7\u00e3o geom\u00e9trica nas estat\u00edsticas. Voc\u00ea encontrar\u00e1, portanto, a defini\u00e7\u00e3o de distribui\u00e7\u00e3o geom\u00e9trica, exemplos de distribui\u00e7\u00f5es geom\u00e9tricas e as propriedades deste tipo de distribui\u00e7\u00e3o de probabilidade. Al\u00e9m disso, voc\u00ea pode calcular qualquer probabilidade de distribui\u00e7\u00e3o geom\u00e9trica com uma calculadora online. O que \u00e9 distribui\u00e7\u00e3o geom\u00e9trica? A distribui\u00e7\u00e3o geom\u00e9trica \u00e9 uma [&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-230","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 Distribui\u00e7\u00e3o Geom\u00e9trica - Probabilidade e Estat\u00edstica<\/title>\n<meta name=\"description\" content=\"Este artigo explica o que \u00e9 distribui\u00e7\u00e3o geom\u00e9trica nas estat\u00edsticas. 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