{"id":15525,"date":"2022-04-17T18:56:54","date_gmt":"2022-04-17T17:56:54","guid":{"rendered":"https:\/\/complex-systems-ai.com\/?page_id=15525"},"modified":"2024-02-13T13:48:29","modified_gmt":"2024-02-13T12:48:29","slug":"inference-statistique","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/es\/inferencia-estadistica\/","title":{"rendered":"Inferencia estad\u00edstica 101"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"15525\" class=\"elementor elementor-15525\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e76b2fa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e76b2fa\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-b4c1238\" data-id=\"b4c1238\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46078f5 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"46078f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/es\/2020\/04\/03\/teorias-y-algoritmos-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Teor\u00eda<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-1ee0989\" data-id=\"1ee0989\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8530b0f elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"8530b0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/es\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Pagina de inicio<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-509997f\" data-id=\"509997f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9b0a8f8 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"9b0a8f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/en.wikipedia.org\/wiki\/Statistical_inference\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Wiki<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-744ed1f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"744ed1f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d130336\" data-id=\"d130336\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dbc9baf elementor-widget elementor-widget-toggle\" data-id=\"dbc9baf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2301\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2301\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">I. Estimaci\u00f3n puntual<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2301\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2301\"><ul><li><a title=\"Estimaci\u00f3n de ecuaciones\" href=\"https:\/\/en.wikipedia.org\/wiki\/Estimating_equations\" target=\"_blank\" rel=\"noopener\">Estimaci\u00f3n de ecuaciones<\/a>\u00a0<ul><li><a class=\"mw-redirect\" title=\"M\u00e1xima verosimilitud\" href=\"https:\/\/en.wikipedia.org\/wiki\/Maximum_likelihood\" target=\"_blank\" rel=\"noopener\">M\u00e1xima verosimilitud<\/a><\/li><li><a title=\"M\u00e9todo de los momentos (estad\u00edstica)\" href=\"https:\/\/en.wikipedia.org\/wiki\/Method_of_moments_(statistics)\" target=\"_blank\" rel=\"noopener\">m\u00e9todo de momentos<\/a><\/li><li><a title=\"estimador m\" href=\"https:\/\/en.wikipedia.org\/wiki\/M-estimator\" target=\"_blank\" rel=\"noopener\">estimador m<\/a><\/li><li><a class=\"mw-redirect\" title=\"Distancia m\u00ednima estimada\" href=\"https:\/\/en.wikipedia.org\/wiki\/Minimum_distance_estimation\" target=\"_blank\" rel=\"noopener\">distancia minima<\/a><\/li><\/ul><\/li><li><a title=\"Sesgo de un estimador\" href=\"https:\/\/en.wikipedia.org\/wiki\/Bias_of_an_estimator\" target=\"_blank\" rel=\"noopener\">Estimadores imparciales<\/a>\u00a0<ul><li><a title=\"Estimador insesgado de varianza m\u00ednima\" href=\"https:\/\/en.wikipedia.org\/wiki\/Minimum-variance_unbiased_estimator\" target=\"_blank\" rel=\"noopener\">Media-varianza m\u00ednima imparcial<\/a>\u00a0<ul><li><a title=\"Teorema de Rao-Blackwell\" href=\"https:\/\/en.wikipedia.org\/wiki\/Rao%E2%80%93Blackwell_theorem\" target=\"_blank\" rel=\"noopener\">Rao-Blackwellizaci\u00f3n<\/a><\/li><li><a title=\"Teorema de Lehmann-Scheffe\" href=\"https:\/\/en.wikipedia.org\/wiki\/Lehmann%E2%80%93Scheff%C3%A9_theorem\" target=\"_blank\" rel=\"noopener\">Teorema de Lehmann-Scheffe<\/a><\/li><\/ul><\/li><li><a class=\"mw-redirect\" title=\"Estimador imparcial de mediana\" href=\"https:\/\/en.wikipedia.org\/wiki\/Median-unbiased_estimator\" target=\"_blank\" rel=\"noopener\">mediana imparcial<\/a><\/li><\/ul><\/li><li><a class=\"mw-redirect\" title=\"Principio de complemento\" href=\"https:\/\/en.wikipedia.org\/wiki\/Plug-in_principle\" target=\"_blank\" rel=\"noopener\">enchufar<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2302\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2302\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">II. Estimaci\u00f3n de intervalos<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2302\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2302\"><ul><li><a title=\"Intervalo de confianza\" href=\"https:\/\/en.wikipedia.org\/wiki\/Confidence_interval\" target=\"_blank\" rel=\"noopener\">Intervalo de confianza<\/a><\/li><li><a title=\"cantidad fundamental\" href=\"https:\/\/en.wikipedia.org\/wiki\/Pivotal_quantity\" target=\"_blank\" rel=\"noopener\">Pivote<\/a><\/li><li><a class=\"mw-redirect\" title=\"Intervalo de probabilidad\" href=\"https:\/\/en.wikipedia.org\/wiki\/Likelihood_interval\" target=\"_blank\" rel=\"noopener\">Intervalo de probabilidad<\/a><\/li><li><a title=\"Intervalo de predicci\u00f3n\" href=\"https:\/\/en.wikipedia.org\/wiki\/Prediction_interval\" target=\"_blank\" rel=\"noopener\">Intervalo de predicci\u00f3n<\/a><\/li><li><a title=\"Intervalo de tolerancia\" href=\"https:\/\/en.wikipedia.org\/wiki\/Tolerance_interval\" target=\"_blank\" rel=\"noopener\">Intervalo de tolerancia<\/a><\/li><li><a title=\"Remuestreo (estad\u00edsticas)\" href=\"https:\/\/en.wikipedia.org\/wiki\/Resampling_(statistics)\" target=\"_blank\" rel=\"noopener\">remuestreo<\/a>\u00a0<ul><li><a title=\"Bootstrapping (estad\u00edsticas)\" href=\"https:\/\/en.wikipedia.org\/wiki\/Bootstrapping_(statistics)\" target=\"_blank\" rel=\"noopener\">Oreja<\/a><\/li><li><a title=\"remuestreo de navaja\" href=\"https:\/\/en.wikipedia.org\/wiki\/Jackknife_resampling\" target=\"_blank\" rel=\"noopener\">Navaja<\/a><\/li><\/ul><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2303\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-2303\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">tercero Prueba de hip\u00f3tesis<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2303\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-2303\"><ul><li><a title=\"Pruebas de una y dos colas\" href=\"https:\/\/en.wikipedia.org\/wiki\/One-_and_two-tailed_tests\" target=\"_blank\" rel=\"noopener\">1 y 2 colas<\/a><\/li><li><a class=\"mw-redirect\" title=\"Poder (estad\u00edsticas)\" href=\"https:\/\/en.wikipedia.org\/wiki\/Power_(statistics)\" target=\"_blank\" rel=\"noopener\">Energ\u00eda<\/a>\u00a0<ul><li><a title=\"Prueba uniformemente m\u00e1s poderosa\" href=\"https:\/\/en.wikipedia.org\/wiki\/Uniformly_most_powerful_test\" target=\"_blank\" rel=\"noopener\">Prueba uniformemente m\u00e1s poderosa<\/a><\/li><\/ul><\/li><li><a title=\"Prueba de intercambio\" href=\"https:\/\/en.wikipedia.org\/wiki\/Permutation_test\" target=\"_blank\" rel=\"noopener\">Prueba de intercambio<\/a>\u00a0<ul><li><a class=\"mw-redirect\" title=\"Prueba de aleatorizaci\u00f3n\" href=\"https:\/\/en.wikipedia.org\/wiki\/Randomization_test\" target=\"_blank\" rel=\"noopener\">Prueba de aleatorizaci\u00f3n<\/a><\/li><\/ul><\/li><li><a class=\"mw-redirect\" title=\"M\u00faltiples comparaciones\" href=\"https:\/\/en.wikipedia.org\/wiki\/Multiple_comparisons\" target=\"_blank\" rel=\"noopener\">M\u00faltiples comparaciones<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2304\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-2304\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">IV. Prueba de par\u00e1metros<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2304\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-2304\"><ul><li><a title=\"Prueba de raz\u00f3n de verosimilitud\" href=\"https:\/\/en.wikipedia.org\/wiki\/Likelihood-ratio_test\" target=\"_blank\" rel=\"noopener\">\u00cdndice de probabilidad<\/a><\/li><li><a title=\"resultado de la prueba\" href=\"https:\/\/en.wikipedia.org\/wiki\/Score_test\" target=\"_blank\" rel=\"noopener\">Puntuaci\u00f3n\/multiplicaci\u00f3n de Lagrange<\/a><\/li><li><a title=\"Prueba de Wald\" href=\"https:\/\/en.wikipedia.org\/wiki\/Wald_test\" target=\"_blank\" rel=\"noopener\">Wald<\/a><\/li><li><a title=\"\" href=\"https:\/\/en.wikipedia.org\/wiki\/Z-test\" target=\"_blank\" rel=\"noopener\">Prueba Z (normal)<\/a><\/li><li><a title=\"prueba t de Student\" href=\"https:\/\/en.wikipedia.org\/wiki\/Student%27s_t-test\" target=\"_blank\" rel=\"noopener\">Estudiantes\u00a0<i>t<\/i>-prueba<\/a><\/li><li><a title=\"prueba f\" href=\"https:\/\/en.wikipedia.org\/wiki\/F-test\" target=\"_blank\" rel=\"noopener\"><i>F<\/i>-prueba<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2305\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-2305\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">V. Montaje<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2305\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-2305\"><ul><li><a title=\"Prueba de chi-cuadrado\" href=\"https:\/\/en.wikipedia.org\/wiki\/Chi-squared_test\" target=\"_blank\" rel=\"noopener\">Chi-cuadrado<\/a><\/li><li><a title=\"prueba G\" href=\"https:\/\/en.wikipedia.org\/wiki\/G-test\" target=\"_blank\" rel=\"noopener\"><i>GRAMO<\/i>-prueba<\/a><\/li><li><a title=\"Prueba de Kolmogorov-Smirnov\" href=\"https:\/\/en.wikipedia.org\/wiki\/Kolmogorov%E2%80%93Smirnov_test\" target=\"_blank\" rel=\"noopener\">Kolmogorov\u2013Smirnov<\/a><\/li><li><a title=\"Prueba de Anderson-Darling\" href=\"https:\/\/en.wikipedia.org\/wiki\/Anderson%E2%80%93Darling_test\" target=\"_blank\" rel=\"noopener\">Anderson\u2013Darling<\/a><\/li><li><a title=\"prueba de liliefors\" href=\"https:\/\/en.wikipedia.org\/wiki\/Lilliefors_test\" target=\"_blank\" rel=\"noopener\">liliefors<\/a><\/li><li><a title=\"Prueba de Jarque-Bera\" href=\"https:\/\/en.wikipedia.org\/wiki\/Jarque%E2%80%93Bera_test\" target=\"_blank\" rel=\"noopener\">Jarque-Bera<\/a><\/li><li><a title=\"Prueba de Shapiro-Wilk\" href=\"https:\/\/en.wikipedia.org\/wiki\/Shapiro%E2%80%93Wilk_test\" target=\"_blank\" rel=\"noopener\">Normalidad (Shapiro-Wilk)<\/a><\/li><li><a title=\"Prueba de raz\u00f3n de verosimilitud\" href=\"https:\/\/en.wikipedia.org\/wiki\/Likelihood-ratio_test\" target=\"_blank\" rel=\"noopener\">Prueba de raz\u00f3n de verosimilitud<\/a><\/li><li><a title=\"Selecci\u00f3n de modelo\" href=\"https:\/\/en.wikipedia.org\/wiki\/Model_selection\" target=\"_blank\" rel=\"noopener\">Selecci\u00f3n de modelo<\/a>\u00a0<ul><li><a title=\"Validaci\u00f3n cruzada (estad\u00edsticas)\" href=\"https:\/\/en.wikipedia.org\/wiki\/Cross-validation_(statistics)\" target=\"_blank\" rel=\"noopener\">Validaci\u00f3n cruzada<\/a><\/li><li><a title=\"Criterio de informaci\u00f3n de Akaike\" href=\"https:\/\/en.wikipedia.org\/wiki\/Akaike_information_criterion\" target=\"_blank\" rel=\"noopener\">AIC<\/a><\/li><li><a title=\"Criterios de informaci\u00f3n bayesianos\" href=\"https:\/\/en.wikipedia.org\/wiki\/Bayesian_information_criterion\" target=\"_blank\" rel=\"noopener\">BIC<\/a><\/li><\/ul><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2306\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-2306\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VI. Rango<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2306\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-2306\"><ul><li><a title=\"prueba de signos\" href=\"https:\/\/en.wikipedia.org\/wiki\/Sign_test\" target=\"_blank\" rel=\"noopener\">se\u00f1al<\/a>\u00a0<ul><li><a class=\"mw-redirect\" title=\"muestra mediana\" href=\"https:\/\/en.wikipedia.org\/wiki\/Sample_median\" target=\"_blank\" rel=\"noopener\">muestra mediana<\/a><\/li><\/ul><\/li><li><a title=\"Prueba de rango con signo de Wilcoxon\" href=\"https:\/\/en.wikipedia.org\/wiki\/Wilcoxon_signed-rank_test\" target=\"_blank\" rel=\"noopener\">Rango firmado (Wilcoxon)<\/a>\u00a0<ul><li><a title=\"Estimador de Hodges-Lehmann\" href=\"https:\/\/en.wikipedia.org\/wiki\/Hodges%E2%80%93Lehmann_estimator\" target=\"_blank\" rel=\"noopener\">Estimador de Hodges-Lehmann<\/a><\/li><\/ul><\/li><li><a title=\"Prueba U de Mann-Whitney\" href=\"https:\/\/en.wikipedia.org\/wiki\/Mann%E2%80%93Whitney_U_test\" target=\"_blank\" rel=\"noopener\">Suma de rango (Mann-Whitney)<\/a><\/li><li><a title=\"Estad\u00edsticas no param\u00e9tricas\" href=\"https:\/\/en.wikipedia.org\/wiki\/Nonparametric_statistics\" target=\"_blank\" rel=\"noopener\">no param\u00e9trico<\/a>\u00a0<a title=\"An\u00e1lisis de variaci\u00f3n\" href=\"https:\/\/en.wikipedia.org\/wiki\/Analysis_of_variance\" target=\"_blank\" rel=\"noopener\">anova<\/a>\u00a0<ul><li><a title=\"An\u00e1lisis de varianza unidireccional de Kruskal-Wallis\" href=\"https:\/\/en.wikipedia.org\/wiki\/Kruskal%E2%80%93Wallis_one-way_analysis_of_variance\" target=\"_blank\" rel=\"noopener\">1 v\u00eda (Kruskal-Wallis)<\/a><\/li><li><a title=\"prueba de Friedman\" href=\"https:\/\/en.wikipedia.org\/wiki\/Friedman_test\" target=\"_blank\" rel=\"noopener\">2 v\u00edas (Friedman)<\/a><\/li><li><a title=\"Prueba de tendencia de Jonckheere\" href=\"https:\/\/en.wikipedia.org\/wiki\/Jonckheere%27s_trend_test\" target=\"_blank\" rel=\"noopener\">Alternativa ordenada (Jonckheere \u2013 Terpstra)<\/a><\/li><\/ul><\/li><li><a title=\"Prueba de Van der Waerden\" href=\"https:\/\/en.wikipedia.org\/wiki\/Van_der_Waerden_test\" target=\"_blank\" rel=\"noopener\">Prueba de Van der Waerden<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2307\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-2307\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VIII. Inferencia bayesiana<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2307\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-2307\"><ul><li><a title=\"probabilidad bayesiana\" href=\"https:\/\/en.wikipedia.org\/wiki\/Bayesian_probability\" target=\"_blank\" rel=\"noopener\">probabilidad bayesiana<\/a>\u00a0<ul><li><a title=\"probabilidad previa\" href=\"https:\/\/en.wikipedia.org\/wiki\/Prior_probability\" target=\"_blank\" rel=\"noopener\">previo<\/a><\/li><li><a title=\"Probabilidad posterior\" href=\"https:\/\/en.wikipedia.org\/wiki\/Posterior_probability\" target=\"_blank\" rel=\"noopener\">luego<\/a><\/li><\/ul><\/li><li><a title=\"Intervalo cre\u00edble\" href=\"https:\/\/en.wikipedia.org\/wiki\/Credible_interval\" target=\"_blank\" rel=\"noopener\">Intervalo cre\u00edble<\/a><\/li><li><a title=\"factor de Bayes\" href=\"https:\/\/en.wikipedia.org\/wiki\/Bayes_factor\" target=\"_blank\" rel=\"noopener\">factor de Bayes<\/a><\/li><li><a title=\"Estimador bayesiano\" href=\"https:\/\/en.wikipedia.org\/wiki\/Bayes_estimator\" target=\"_blank\" rel=\"noopener\">estimador bayesiano<\/a>\u00a0<ul><li><a title=\"Estimaci\u00f3n m\u00e1xima a posteriori\" href=\"https:\/\/en.wikipedia.org\/wiki\/Maximum_a_posteriori_estimation\" target=\"_blank\" rel=\"noopener\">Estimador posterior m\u00e1ximo<\/a><\/li><\/ul><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2308\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"button\" aria-controls=\"elementor-tab-content-2308\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">VIII. Tutoriales<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2308\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"region\" aria-labelledby=\"elementor-tab-title-2308\"><ul><li><a href=\"https:\/\/towardsdatascience.com\/mle-map-and-bayesian-inference-3407b2d6d4d9\" target=\"_blank\" rel=\"noopener\">MLE, MAP e inferencia bayesiana<\/a><\/li><li><a href=\"https:\/\/medium.com\/data-science-at-microsoft\/causal-inference-part-1-of-3-understanding-the-fundamentals-816f4723e54a\" target=\"_blank\" rel=\"noopener\">Inferencia causal y paquetes<\/a><\/li><li><a href=\"https:\/\/medium.com\/data-science-at-microsoft\/causal-inference-part-2-of-3-selecting-algorithms-a966f8228a2d\" target=\"_blank\" rel=\"noopener\">Algoritmos para la inferencia causal<\/a><\/li><li><a href=\"https:\/\/medium.com\/data-science-at-microsoft\/causal-inference-part-3-of-3-model-validation-and-applications-c84764156a29\" target=\"_blank\" rel=\"noopener\">Validaci\u00f3n de la inferencia causal<\/a><\/li><li><a href=\"https:\/\/neptune.ai\/blog\/cross-validation-mistakes\" target=\"_blank\" rel=\"noopener\">Las mejores pr\u00e1cticas para la validaci\u00f3n cruzada<\/a><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-25df854 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"25df854\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6e2e713\" data-id=\"6e2e713\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b1d210a elementor-widget elementor-widget-heading\" data-id=\"b1d210a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenido<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Tabla de contenido alternativo\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Palanca<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/complex-systems-ai.com\/es\/inferencia-estadistica\/#Inference-statistique\" >Inferencia estad\u00edstica<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Inference-statistique\"><\/span>Inferencia estad\u00edstica<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10c7e9b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10c7e9b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-08ff80c\" data-id=\"08ff80c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-516bce9 elementor-widget elementor-widget-text-editor\" data-id=\"516bce9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La inferencia estad\u00edstica es el proceso de usar la<a href=\"https:\/\/complex-systems-ai.com\/es\/analisis-de-datos\/\">an\u00e1lisis de datos<\/a> para inferir propiedades de una distribuci\u00f3n de probabilidad subyacente. El an\u00e1lisis estad\u00edstico inferencial infiere propiedades de una poblaci\u00f3n, por ejemplo, al probar hip\u00f3tesis y derivar estimaciones. Se supone que el conjunto de datos observados se muestrea de una poblaci\u00f3n m\u00e1s grande.<\/p><p>Las estad\u00edsticas inferenciales se pueden comparar con las estad\u00edsticas descriptivas. Las estad\u00edsticas descriptivas se ocupan \u00fanicamente de las propiedades de los datos observados y no se basan en la suposici\u00f3n de que los datos provienen de una poblaci\u00f3n m\u00e1s grande.<\/p><p>En el aprendizaje autom\u00e1tico, el t\u00e9rmino inferencia a veces se usa para significar &quot;hacer una predicci\u00f3n, mediante la evaluaci\u00f3n de un modelo ya entrenado&quot;. En este contexto, la inferencia de las propiedades del modelo se denomina entrenamiento o aprendizaje (en lugar de inferencia), y el uso de un modelo porque la predicci\u00f3n se llama inferencia (en lugar de predicci\u00f3n); ver tambi\u00e9n inferencia predictiva.<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-15528 size-full\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/telechargement.png\" alt=\"inferencia estad\u00edstica\" width=\"412\" height=\"122\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/telechargement.png 412w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/telechargement-300x89.png 300w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2022\/04\/telechargement-18x5.png 18w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Teor\u00eda P\u00e1gina principal Wiki I. Estimaci\u00f3n puntual Ecuaciones de estimaci\u00f3n M\u00e1xima verosimilitud M\u00e9todo de momentos M-estimador Distancia m\u00ednima Estimadores insesgados Media-insesgada varianza m\u00ednima Rao\u2013Blackwellization Teorema de Lehmann\u2013Scheff\u00e9 \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-15525","page","type-page","status-publish","hentry"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/15525","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/comments?post=15525"}],"version-history":[{"count":13,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/15525\/revisions"}],"predecessor-version":[{"id":20646,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/15525\/revisions\/20646"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/media?parent=15525"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}