{"id":34356,"date":"2021-07-07T13:00:20","date_gmt":"2021-07-07T13:00:20","guid":{"rendered":"https:\/\/toposuranos.com\/material\/?p=34356"},"modified":"2025-09-07T23:25:01","modified_gmt":"2025-09-07T23:25:01","slug":"distributiones-discretae-probabilitatis-et-exempla","status":"publish","type":"post","link":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/","title":{"rendered":"Distributiones Discretae Probabilitatis et Exempla"},"content":{"rendered":"<div style=\"background-color:#F3F3F3; padding:20px;\">\n  <center><\/p>\n<h1>Distributiones Discretae Probabilitatis et Exempla<\/h1>\n<p><\/p>\n<p style=\"text-align:center;\">\n      <strong>Summarium<\/strong><br \/>\n      <em>In hac lectione penitus investigabimus distributiones discretas probabilitatis, incipientes a definitione earum ex spatiis exemplorum continuis et discretis. Exhibebuntur quinque distributiones discretae probabilitatis notissimae: Binomialis sive Bernoulliana, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica, unaquaeque cum exemplis quae applicationem earum in rebus vitae cotidianae demonstrant. Praeterea proponuntur exercitationes quae usum harum distributionum in condicionibus practicis comprehendunt, ut in ludis chartarum et venditione productorum, studentibus praebentes intellectum adhibitum harum instrumentorum essentialium statisticae.<\/em>\n    <\/p>\n<p>  <\/center><br \/>\n  <\/p>\n<p style=\"text-align:center;\">\n    <strong>OBJECTIVA DISCENDI:<\/strong> Ad finem huius lectionis, studiosus poterit:\n  <\/p>\n<ol>\n<li><strong>Intellegere<\/strong> notionem distributionis discretae probabilitatis eiusque notas praecipuas.<\/li>\n<li><strong>Applicare<\/strong> distributionem binomialem, Poissonianam, geometricam, binomialem negativam et hypergeometricam.<\/li>\n<\/ol>\n<p>  <center><br \/>\n    <strong><u>INDEX CONTENTORUM<\/u>:<\/strong><br \/>\n    <br \/>\n    <a href=\"#1\"><strong>Notio distributionis discretae probabilitatis<\/strong><\/a><br \/>\n    <a href=\"#2\"><strong>Quinque Distributiones discretae probabilitatis notissimae<\/strong><\/a><br \/>\n    <a href=\"#3\">Binomialis sive Bernoulliana<\/a><br \/>\n    <a href=\"#4\">Distributio Poissoniana<\/a><br \/>\n    <a href=\"#5\">Geometrica<\/a><br \/>\n    <a href=\"#6\">Binomialis Negativa<\/a><br \/>\n    <a href=\"#7\">Hypergeometrica<\/a><br \/>\n    <a href=\"#8\"><strong>Exercitationes Propositae<\/strong><\/a><br \/>\n  <\/center>\n<\/div>\n<p style=\"text-align:justify; color:#000000;\">Cum studemus <a href=\"http:\/\/toposuranos.com\/material\/es\/conoce-el-espacio-muestral-de-la-teoria-de-las-probabilidades\/\" target=\"_blank\" rel=\"noopener\">spatia exemplorum<\/a>, animadvertimus haec duo genera habere posse: discreta et continua. Cum spatium exemplorum continuum est, fieri potest definire variabiles aleatorias huius naturae atque ex his statuere distributiones discretas probabilitatis. Iam recensuimus quae ad variabiles aleatorias pertinent <a href=\"http:\/\/toposuranos.com\/material\/es\/variables-aleatorias-y-distribuciones-de-probabilidades\/\" rel=\"noopener\" target=\"_blank\">hic<\/a>, nunc nos conferemus in distributiones discretas probabilitatis.<\/p>\n<p><a name=\"1\"><\/a><\/p>\n<h2>Notio distributionis discretae probabilitatis<\/h2>\n<p style=\"text-align:justify; color:#000000;\">Dicimus variabilem aleatoriam <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X<\/span><\/span> distributionem discretam probabilitatis habere si exstat collectio <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">C\\subset\\mathbb{R}<\/span><\/span> finita vel infinita numerabilis talis ut <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">P\\left(X\\in C\\right)=1;<\/span><\/span> hoc modo, si habemus valores <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">x\\in C<\/span><\/span> tales ut <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\"> p_X(x) = P(X=x),<\/span><\/span> verificari potest quod si <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">A\\subset\\mathbb{R},<\/span><\/span> tum:<\/p>\n<p style=\"text-align:center; color:#000000;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\begin{array}{lr}\n\n(*) &amp; P\\left(X\\in A\\right) = \\displaystyle \\sum_{x\\in A \\cap C} p_X(x)\n\n\\end{array}<\/span><\/span><\/p>\n<p style=\"text-align:justify; color:#000000;\">Et in specie,<\/p>\n<p style=\"text-align:center; color:#000000;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\begin{array}{lr}\n\n(**) &amp; \\displaystyle \\sum_{x\\in C} p_X(x) = 1.\n\n\\end{array}<\/span><\/span><\/p>\n<p style=\"text-align:justify; color:#000000;\">Si computamus <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">P(X\\in A)<\/span><\/span> utens <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">A=]-\\infty, t],<\/span><\/span> invenimus quod:<\/p>\n<p style=\"text-align:center; color:#000000;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">P(X\\in A) = P(X\\leq t) = F_X(t) = \\displaystyle \\sum_{x\\leq t}p_X(x)<\/span><\/span><\/p>\n<p style=\"text-align:justify; color:#000000;\">Ex hoc calculo concludimus <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">F_X<\/span><\/span> esse \u00abscalam\u00bb cum saltibus in <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">x\\in C<\/span><\/span> magnitudinis <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">p_X(x).<\/span><\/span> Functio <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">p_X<\/span><\/span> quae it ex <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">C<\/span><\/span> in <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">[0,1]<\/span><\/span> est quod appellamus <strong>functio frequentiarum<\/strong>. Ita distributio discreta datur per collectionem finitam vel infinitam numerabilem <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">C\\subset \\mathbb{R}<\/span><\/span> et functionem <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">p_X(x)\\geq 0<\/span><\/span> definitam pro quolibet <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">x\\in C<\/span><\/span> quae satisfacit expressionibus (*) et (**).<\/p>\n<p><a name=\"2\"><\/a><\/p>\n<h2>Quinque distributiones discretae probabilitatis notissimae<\/h2>\n<p><center><br \/>\n  <iframe class=\"lazyload\" width=\"560\" height=\"315\" data-src=\"https:\/\/www.youtube.com\/embed\/MPqcYAwJ4Ws\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen=\"allowfullscreen\"><\/iframe><br \/>\n<\/center><\/p>\n<p style=\"text-align: justify;\">In hoc capite pergimus studium nostrum de distributionibus discretis probabilitatis. Infra videbimus quinque distributiones discretas probabilitatis notissimas, quae exemplificabuntur ostendendo genus problematum quae adiuvare possunt solvi.<\/p>\n<p><a name=\"3\"><\/a><\/p>\n<h3>Distributio Binomialis sive Bernoulliana<\/h3>\n<p style=\"text-align: justify;\">Distributio binomialis, sive <a href=\"http:\/\/toposuranos.com\/material\/es\/el-ensayo-de-bernoulli-y-la-distribucion-binomial\/\">Bernoulliana<\/a>, accipit pro variabili aleatoria numerum successuum vel defectuum (X) in <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">n<\/span><\/span> conatibus cum probabilitate singulari <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">p.<\/span><\/span> Dicitur variabile aleatoria <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X<\/span><\/span> sequi distributionem binomialem, <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X\\sim Bi(n,p),<\/span><\/span> ergo,<\/p>\n<p style=\"text-align: center;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\displaystyle \\large P(X=k)= {{n}\\choose{k}} p^k(1-p)^{n-k}<\/span><\/span><\/p>\n<table style=\"text-align: justify;\">\n<tbody>\n<tr>\n<td style=\"background-color: #d0ffd0;\">\n        <span style=\"color: #000080;\"><strong>EXEMPLUM:<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\">\n          <em><strong>Alea sex facierum 15 vicibus iactatur. Quae est probabilitas obtinendi multiplicem trium 4 vicibus?<\/strong><\/em>\n        <\/p>\n<p>        <span style=\"color: #008000;\"><strong>SOLUTIO: <a href=\"https:\/\/youtu.be\/MPqcYAwJ4Ws?t=182\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff0000;\">https:\/\/youtu.be\/MPqcYAwJ4Ws?t=182<\/span><\/a><\/strong><\/span>\n      <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a name=\"4\"><\/a><\/p>\n<h3>Distributio Poissoniana<\/h3>\n<p style=\"text-align: justify;\"><a href=\"http:\/\/toposuranos.com\/material\/es\/proceso-de-poisson-aproximacion-del-proceso-binomial\/\">Processus Poissoniani<\/a> in duas categorias dividuntur: spatialem et temporalem. Haec distinctio oritur ex decompositione parametri <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\lambda:<\/span><\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>Casus temporalis:<\/strong> <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\lambda=f\\cdot T,<\/span><\/span> ubi <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">f<\/span><\/span> est frequentia et <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">T<\/span><\/span> tempus periodi.<\/li>\n<li><strong>Casus spatiali:<\/strong> <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\lambda=\\rho \\cdot V,<\/span><\/span> ubi <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\rho<\/span><\/span> est densitas et <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">V<\/span><\/span> volumen exempli.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Magni momenti est extollere quod in ambobus casibus parameter <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\lambda<\/span><\/span> debet esse sine dimensione. Etiam meminisse oportet processum Poissonianum esse casum limitem processus binomialis, unde variabile aleatoria huic processui associata etiam ad certum \u00abnumerum successuum vel defectuum\u00bb refertur. Dicitur variabile aleatoria <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X<\/span><\/span> sequi distributionem Poissonianam, <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X\\sim Po(\\lambda),<\/span><\/span> si valet quod:<\/p>\n<p style=\"text-align: center;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\large\\displaystyle P(X=k)=\\frac{\\lambda^k}{k!}e^{-\\lambda}<\/span><\/span><\/p>\n<table style=\"text-align: justify;\">\n<tbody>\n<tr>\n<td style=\"background-color: #d0ffd0;\">\n        <span style=\"color: #000080;\"><strong>EXEMPLUM (casus temporalis):<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\">\n          <em><strong>Si per viam transeunt 5 vehicula per minutum, quae est probabilitas ut transeant 7 vehicula in minuto et dimidio?<\/strong><\/em>\n        <\/p>\n<p>        <span style=\"color: #008000;\"><strong>SOLUTIO: <a href=\"https:\/\/youtu.be\/MPqcYAwJ4Ws?t=570\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff0000;\">https:\/\/youtu.be\/MPqcYAwJ4Ws?t=570<\/span><\/a><\/strong><\/span>\n      <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table style=\"text-align: justify;\">\n<tbody>\n<tr>\n<td style=\"background-color: #d0ffd0;\">\n        <span style=\"color: #000080;\"><strong>EXEMPLUM (casus spatialis):<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\">\n          <em><strong>Homo adultus normalis (vir) habet, mediocriter, 5 miliones globulorum rubrorum per microlitrum sanguinis. Quae est probabilitas ut, sumpta exemplari 1,2 microlitrorum sanguinis, obtineatur idem numerus globulorum rubrorum?<\/strong><\/em>\n        <\/p>\n<p>        <span style=\"color: #008000;\"><strong>SOLUTIO: <a href=\"https:\/\/youtu.be\/MPqcYAwJ4Ws?t=741\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff0000;\">https:\/\/youtu.be\/MPqcYAwJ4Ws?t=741<\/span><\/a><\/strong><\/span>\n      <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a name=\"5\"><\/a><\/p>\n<h3>Distributio Geometrica<\/h3>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/www.youtube.com\/watch?v=MPqcYAwJ4Ws&amp;t=1242s\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #ff0000;\">Imagina processum binomialem<\/span><\/strong><\/a> (ut monetam saepius iactare). Si pro numero successuum post certam conatuum quantitatem quaeras de numero conatuum quos facere debes ad primum successum obtinendum, tum aderis coram variabili aleatoria discreta cum distributione geometrica. Variabile aleatoria <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X<\/span><\/span> habet distributionem geometricam, <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X\\sim Ge(p),<\/span><\/span> si:<\/p>\n<p style=\"text-align: center;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\displaystyle \\large P(X=k)=p(1-p)^{k-1}<\/span><\/span><\/p>\n<table style=\"text-align: justify;\">\n<tbody>\n<tr>\n<td style=\"background-color: #d0ffd0;\">\n        <span style=\"color: #000080;\"><strong>EXEMPLUM:<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\">\n          <em><strong>Tu et amicus luditis Ruletam Russicam cum revolvere 6 receptaculorum et una glande vera. Quotiescunque trahitur index et glans non exit, tympanum revolvitur et arma traditur socio ut suum vicem faciat. Sub hoc schemate, quae est probabilitas moriendi in:<\/strong><\/em>\n        <\/p>\n<ul>\n<li>primo tuo conatu?<\/li>\n<li>secundo tuo conatu?<\/li>\n<\/ul>\n<p>        <span style=\"color: #008000;\"><strong>SOLUTIO: <a href=\"https:\/\/youtu.be\/MPqcYAwJ4Ws?t=1368\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff0000;\">https:\/\/youtu.be\/MPqcYAwJ4Ws?t=1368<\/span><\/a><\/strong><\/span>\n      <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a name=\"6\"><\/a><\/p>\n<h3>Distributio Binomialis Negativa<\/h3>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/www.youtube.com\/watch?v=MPqcYAwJ4Ws&amp;t=1242s\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #ff0000;\">Similis Geometricae<\/span><\/strong><\/a> est Distributio Binomialis Negativa, sed paulo generalior. Cum perficias processum binomialem (sicut monetam continue iactare) et loco quaerendi numerum successuum quaeras numerum conatuum quos facis usque ad obtinendum m-esimum successum, tum aderis coram variabili aleatoria discreta cum distributione Binomiali Negativa. Si variabile aleatoria <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X<\/span><\/span> habet distributionem Binomialem Negativam, <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X\\sim Bn(m,p),<\/span><\/span> tunc habetur:<\/p>\n<p style=\"text-align: center;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\displaystyle\\large P(X=k)= {{k-1}\\choose{m-1}} p^m(1-p)^{k-m}<\/span><\/span><\/p>\n<table style=\"text-align: justify;\">\n<tbody>\n<tr>\n<td style=\"background-color: #d0ffd0;\">\n        <span style=\"color: #000080;\"><strong>EXEMPLUM:<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\">\n          <em><strong>Alea duodecim facierum iactatur. \u00abCriticus\u00bb consideratur cum eventus iactus est 1 vel 12. Quae est probabilitas obtinendi tertium criticum in quinto conatu?<\/strong><\/em>\n        <\/p>\n<p>        <span style=\"color: #008000;\"><strong>SOLUTIO: <a href=\"https:\/\/youtu.be\/MPqcYAwJ4Ws?t=1699\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff0000;\">https:\/\/youtu.be\/MPqcYAwJ4Ws?t=1699<\/span><\/a><\/strong><\/span>\n      <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a name=\"7\"><\/a><\/p>\n<h3>Distributio Hypergeometrica<\/h3>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/www.youtube.com\/watch?v=MPqcYAwJ4Ws&amp;t=1861s\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #ff0000;\">Imagina te habere saccum<\/span><\/strong><\/a> cum <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">N<\/span><\/span> sphaeris colorum, quarum <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">M<\/span><\/span> sunt albae et reliquae sunt nigrae. Si ex hoc sacco extrahis <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">n<\/span><\/span> sphaeras (sine repositio), tum numerus sphaerarum albarum extractarum associabitur variabili aleatoria discreta cum distributione Hypergeometrica. Si variabile aleatoria <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X<\/span><\/span> habet distributionem Hypergeometricam, <span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">X\\sim Hg(N,M,n),<\/span><\/span> tunc:<\/p>\n<p style=\"text-align: center;\"><span dir=\"ltr\"><span class=\"katex-eq\" data-katex-display=\"false\">\\displaystyle \\large P(X=k)=\\frac{{{M}\\choose{k}} {{N-M}\\choose{n-k}}}{{N}\\choose{n}}<\/span><\/span><\/p>\n<table style=\"text-align: justify;\">\n<tbody>\n<tr>\n<td style=\"background-color: #d0ffd0;\">\n        <span style=\"color: #000080;\"><strong>EXEMPLUM:<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\">\n          <em><strong>In cursu 30 personarum sunt 12 viri et 18 feminae. Si eligitur coetus 7 personarum casu, quae est probabilitas ut 5 sint viri?<\/strong><\/em>\n        <\/p>\n<p>        <span style=\"color: #008000;\"><strong>SOLUTIO: <a href=\"https:\/\/youtu.be\/MPqcYAwJ4Ws?t=2051\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff0000;\">https:\/\/youtu.be\/MPqcYAwJ4Ws?t=2051<\/span><\/a><\/strong><\/span>\n      <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a name=\"8\"><\/a><\/p>\n<h2>Exercitia Proposita<\/h2>\n<ol style=\"text-align: justify;\">\n<li>Taberna ludorum mensae vendit chartas casu ex lotto 500 chartarum commutabilium (imagine sunt chartae mythorum, magic, pokemon, aut cuiuslibet alterius ludi tcg). Si venditor curat ut in toto semper sint 450 chartae communes (parvi pretii) et 50 chartae rarae (magni pretii), quae est probabilitas obtinendi 3 chartas raras emendo 20 chartas casu?<\/li>\n<li>\n<p>Utendo hac charta in ludo:<\/p>\n<p>    <img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" data-src=\"https:\/\/1.bp.blogspot.com\/-CFwveZnEnbs\/YOV5oJJn4dI\/AAAAAAAAFR8\/wUHMdfsktYgO1fiT87kABVzBwCzDpyPtACLcBGAsYHQ\/s0\/Stakataka_%2528V%25C3%25ADnculos_Indestructibles_TCG%2529.png\" alt=\"Stakataka TCG: Monetam iace donec obtineas sigillum, pro qualibet facie abice chartam adversarii\" class=\"alignnone lazyload\" width=\"237\" height=\"331\" \/><noscript><img decoding=\"async\" src=\"https:\/\/1.bp.blogspot.com\/-CFwveZnEnbs\/YOV5oJJn4dI\/AAAAAAAAFR8\/wUHMdfsktYgO1fiT87kABVzBwCzDpyPtACLcBGAsYHQ\/s0\/Stakataka_%2528V%25C3%25ADnculos_Indestructibles_TCG%2529.png\" alt=\"Stakataka TCG: Monetam iace donec obtineas sigillum, pro qualibet facie abice chartam adversarii\" class=\"alignnone lazyload\" width=\"237\" height=\"331\" \/><\/noscript><\/p>\n<p>Quae est probabilitas ut abiciantur 4 chartae adversarii?<\/p>\n<\/li>\n<li>In quadam taberna, probabilitas vendendi machinam vitiosam est 2%. Quae est probabilitas ut decima machina vendita sit tertia cum vitiis fabricae?<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Distributiones Discretae Probabilitatis et Exempla Summarium In hac lectione penitus investigabimus distributiones discretas probabilitatis, incipientes a definitione earum ex spatiis exemplorum continuis et discretis. Exhibebuntur quinque distributiones discretae probabilitatis notissimae: Binomialis sive Bernoulliana, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica, unaquaeque cum exemplis quae applicationem earum in rebus vitae cotidianae demonstrant. Praeterea proponuntur exercitationes quae usum [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":26832,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":28,"footnotes":""},"categories":[1298,1364],"tags":[],"class_list":["post-34356","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mathematica","category-probabilitates-et-statistica"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Distributiones Discretae Probabilitatis et Exempla - toposuranos.com\/material<\/title>\n<meta name=\"description\" content=\"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Distributiones Discretae Probabilitatis et Exempla\" \/>\n<meta property=\"og:description\" content=\"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica\" \/>\n<meta property=\"og:url\" content=\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\" \/>\n<meta property=\"og:site_name\" content=\"toposuranos.com\/material\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/groups\/toposuranos\" \/>\n<meta property=\"article:published_time\" content=\"2021-07-07T13:00:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-07T23:25:01+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg\" \/>\n<meta name=\"author\" content=\"giorgio.reveco\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Distributiones Discretae Probabilitatis et Exempla\" \/>\n<meta name=\"twitter:description\" content=\"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica\" \/>\n<meta name=\"twitter:image\" content=\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg\" \/>\n<meta name=\"twitter:creator\" content=\"@topuranos\" \/>\n<meta name=\"twitter:site\" content=\"@topuranos\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"giorgio.reveco\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\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\":\"Article\",\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#article\",\"isPartOf\":{\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\"},\"author\":{\"name\":\"giorgio.reveco\",\"@id\":\"http:\/\/toposuranos.com\/material\/#\/schema\/person\/e15164361c3f9a2a02cf6c234cf7fdc1\"},\"headline\":\"Distributiones Discretae Probabilitatis et Exempla\",\"datePublished\":\"2021-07-07T13:00:20+00:00\",\"dateModified\":\"2025-09-07T23:25:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\"},\"wordCount\":1112,\"commentCount\":0,\"publisher\":{\"@id\":\"http:\/\/toposuranos.com\/material\/#organization\"},\"image\":{\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg\",\"articleSection\":[\"Mathematica\",\"Probabilitates et Statistica\"],\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\",\"url\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\",\"name\":\"Distributiones Discretae Probabilitatis et Exempla - toposuranos.com\/material\",\"isPartOf\":{\"@id\":\"http:\/\/toposuranos.com\/material\/#website\"},\"primaryImageOfPage\":{\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage\"},\"image\":{\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg\",\"datePublished\":\"2021-07-07T13:00:20+00:00\",\"dateModified\":\"2025-09-07T23:25:01+00:00\",\"description\":\"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica\",\"breadcrumb\":{\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage\",\"url\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg\",\"contentUrl\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg\",\"width\":1024,\"height\":356,\"caption\":\"Created with GIMP\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\/\/toposuranos.com\/material\/es\/cursos-de-matematica-y-fisica\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Distributiones Discretae Probabilitatis et Exempla\"}]},{\"@type\":\"WebSite\",\"@id\":\"http:\/\/toposuranos.com\/material\/#website\",\"url\":\"http:\/\/toposuranos.com\/material\/\",\"name\":\"toposuranos.com\/material\",\"description\":\"\",\"publisher\":{\"@id\":\"http:\/\/toposuranos.com\/material\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"http:\/\/toposuranos.com\/material\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"http:\/\/toposuranos.com\/material\/#organization\",\"name\":\"toposuranos.com\/material\",\"url\":\"http:\/\/toposuranos.com\/material\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"http:\/\/toposuranos.com\/material\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/logo.png\",\"contentUrl\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/logo.png\",\"width\":2400,\"height\":2059,\"caption\":\"toposuranos.com\/material\"},\"image\":{\"@id\":\"http:\/\/toposuranos.com\/material\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/groups\/toposuranos\",\"https:\/\/x.com\/topuranos\",\"https:\/\/www.youtube.com\/channel\/UC16yDm12cPcrwsE0fAM7X1g\",\"https:\/\/www.linkedin.com\/company\/69429190\"]},{\"@type\":\"Person\",\"@id\":\"http:\/\/toposuranos.com\/material\/#\/schema\/person\/e15164361c3f9a2a02cf6c234cf7fdc1\",\"name\":\"giorgio.reveco\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"http:\/\/toposuranos.com\/material\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/1694478625378-96x96.jpeg\",\"contentUrl\":\"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/1694478625378-96x96.jpeg\",\"caption\":\"giorgio.reveco\"},\"description\":\"Soy Licenciado en F\u00edsica, Magister en Ingenier\u00eda Industrial y Docente Universitario. Me dedico a desmitificar la f\u00edsica y las matem\u00e1ticas. Mi objetivo es hacer que estos campos sean f\u00e1cilmente comprensibles para todos, proporcionando las herramientas para explorar no solo el mundo que nos rodea, sino tambi\u00e9n las profundidades de nuestra propia existencia y el orden natural que nos conecta con el cosmos.\",\"sameAs\":[\"http:\/\/toposuranos.com\/material\"],\"url\":\"http:\/\/toposuranos.com\/material\/author\/giorgio-reveco\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Distributiones Discretae Probabilitatis et Exempla - toposuranos.com\/material","description":"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica","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":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/","og_locale":"es_ES","og_type":"article","og_title":"Distributiones Discretae Probabilitatis et Exempla","og_description":"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica","og_url":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/","og_site_name":"toposuranos.com\/material","article_publisher":"https:\/\/www.facebook.com\/groups\/toposuranos","article_published_time":"2021-07-07T13:00:20+00:00","article_modified_time":"2025-09-07T23:25:01+00:00","og_image":[{"url":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg","type":"","width":"","height":""}],"author":"giorgio.reveco","twitter_card":"summary_large_image","twitter_title":"Distributiones Discretae Probabilitatis et Exempla","twitter_description":"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica","twitter_image":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg","twitter_creator":"@topuranos","twitter_site":"@topuranos","twitter_misc":{"Escrito por":"giorgio.reveco","Tiempo de lectura":"1 minuto"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#article","isPartOf":{"@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/"},"author":{"name":"giorgio.reveco","@id":"http:\/\/toposuranos.com\/material\/#\/schema\/person\/e15164361c3f9a2a02cf6c234cf7fdc1"},"headline":"Distributiones Discretae Probabilitatis et Exempla","datePublished":"2021-07-07T13:00:20+00:00","dateModified":"2025-09-07T23:25:01+00:00","mainEntityOfPage":{"@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/"},"wordCount":1112,"commentCount":0,"publisher":{"@id":"http:\/\/toposuranos.com\/material\/#organization"},"image":{"@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage"},"thumbnailUrl":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg","articleSection":["Mathematica","Probabilitates et Statistica"],"inLanguage":"es","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#respond"]}]},{"@type":"WebPage","@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/","url":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/","name":"Distributiones Discretae Probabilitatis et Exempla - toposuranos.com\/material","isPartOf":{"@id":"http:\/\/toposuranos.com\/material\/#website"},"primaryImageOfPage":{"@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage"},"image":{"@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage"},"thumbnailUrl":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg","datePublished":"2021-07-07T13:00:20+00:00","dateModified":"2025-09-07T23:25:01+00:00","description":"Intellige distributiones discretas probabilitatis cum casibus practicis: Binomialis, Poissoniana, Geometrica, Binomialis Negativa et Hypergeometrica","breadcrumb":{"@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#primaryimage","url":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg","contentUrl":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2021\/07\/distribuciondiscreta.jpg","width":1024,"height":356,"caption":"Created with GIMP"},{"@type":"BreadcrumbList","@id":"http:\/\/toposuranos.com\/material\/la\/distributiones-discretae-probabilitatis-et-exempla\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/toposuranos.com\/material\/es\/cursos-de-matematica-y-fisica\/"},{"@type":"ListItem","position":2,"name":"Distributiones Discretae Probabilitatis et Exempla"}]},{"@type":"WebSite","@id":"http:\/\/toposuranos.com\/material\/#website","url":"http:\/\/toposuranos.com\/material\/","name":"toposuranos.com\/material","description":"","publisher":{"@id":"http:\/\/toposuranos.com\/material\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"http:\/\/toposuranos.com\/material\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"http:\/\/toposuranos.com\/material\/#organization","name":"toposuranos.com\/material","url":"http:\/\/toposuranos.com\/material\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"http:\/\/toposuranos.com\/material\/#\/schema\/logo\/image\/","url":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/logo.png","contentUrl":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/logo.png","width":2400,"height":2059,"caption":"toposuranos.com\/material"},"image":{"@id":"http:\/\/toposuranos.com\/material\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/groups\/toposuranos","https:\/\/x.com\/topuranos","https:\/\/www.youtube.com\/channel\/UC16yDm12cPcrwsE0fAM7X1g","https:\/\/www.linkedin.com\/company\/69429190"]},{"@type":"Person","@id":"http:\/\/toposuranos.com\/material\/#\/schema\/person\/e15164361c3f9a2a02cf6c234cf7fdc1","name":"giorgio.reveco","image":{"@type":"ImageObject","inLanguage":"es","@id":"http:\/\/toposuranos.com\/material\/#\/schema\/person\/image\/","url":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/1694478625378-96x96.jpeg","contentUrl":"http:\/\/toposuranos.com\/material\/wp-content\/uploads\/2023\/10\/1694478625378-96x96.jpeg","caption":"giorgio.reveco"},"description":"Soy Licenciado en F\u00edsica, Magister en Ingenier\u00eda Industrial y Docente Universitario. Me dedico a desmitificar la f\u00edsica y las matem\u00e1ticas. Mi objetivo es hacer que estos campos sean f\u00e1cilmente comprensibles para todos, proporcionando las herramientas para explorar no solo el mundo que nos rodea, sino tambi\u00e9n las profundidades de nuestra propia existencia y el orden natural que nos conecta con el cosmos.","sameAs":["http:\/\/toposuranos.com\/material"],"url":"http:\/\/toposuranos.com\/material\/author\/giorgio-reveco\/"}]}},"_links":{"self":[{"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/posts\/34356","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/comments?post=34356"}],"version-history":[{"count":0,"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/posts\/34356\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/media\/26832"}],"wp:attachment":[{"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/media?parent=34356"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/categories?post=34356"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/toposuranos.com\/material\/wp-json\/wp\/v2\/tags?post=34356"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}