{"id":1491,"date":"2016-11-20T08:54:47","date_gmt":"2016-11-20T13:54:47","guid":{"rendered":"http:\/\/blog.espol.edu.ec\/estg1003\/?p=1491"},"modified":"2026-04-04T10:50:02","modified_gmt":"2026-04-04T15:50:02","slug":"media-y-autocovarianza-con-t","status":"publish","type":"post","link":"https:\/\/blog.espol.edu.ec\/algoritmos101\/stp-u01eva\/media-y-autocovarianza-con-t\/","title":{"rendered":"Media y autocovarianza con t"},"content":{"rendered":"<p><strong><em>Referencia<\/em><\/strong>: Problema 9.13 Leon-Garc\u00eda p.558 pdf 55<\/p>\n<p>El proceso aleatorio Z(t) definido por:<\/p>\n<p style=\"text-align: center\"><strong>Z<\/strong>(t) = 2<strong>X<\/strong>t -<strong>Y<\/strong><\/p>\n<p>donde X y Y son\u00a0 variables aleatorias con medias m<sub>X<\/sub>, m<sub>Y<\/sub> ,\u00a0 varianzas \u03c3<sup>2<\/sup><sub>X<\/sub> y \u03c3<sup>2<\/sup><sub>Y<\/sub> y coeficientes de correlaci\u00f3n \u03c1<sub>XY<\/sub>.<\/p>\n<p>Encuentre la media y autocovarianza de Z(t)<\/p>\n<hr \/>\n<p><em><strong>Soluci\u00f3n propuesta<\/strong><\/em>:<\/p>\n<pre>E[Z(t)] = E[ 2Xt - Y ]\n    = 2E[X]t - E[Y]\n    = 2tm<sub>X<\/sub> - m<sub>Y<\/sub> = m<sub>Z<\/sub><\/pre>\n<pre>C<sub>Z<\/sub>(t<sub>1<\/sub>, t<sub>2<\/sub>) = E[(2Xt<sub>1<\/sub> - Y)(2Xt<sub>2<\/sub> - Y)] - m<sub>Z<\/sub>(t<sub>1<\/sub>) m<sub>Z<\/sub>(t<sub>2<\/sub>)\n    = E[ 4X<sup>2<\/sup> t<sub>1<\/sub>t<sub>2<\/sub> - 2XYt<sub>1<\/sub>   - 2XYt<sub>2<\/sub> + Y<sup>2<\/sup>] \n      - (2t<sub>1<\/sub>m<sub>X<\/sub> - m<sub>Y<\/sub>)(2t<sub>2<\/sub>m<sub>X<\/sub> - m<sub>Y<\/sub>)\n    = 4t<sub>1<\/sub>t<sub>2<\/sub> E[X<sup>2<\/sup>] - 2t<sub>1<\/sub> E[XY] - 2t<sub>2<\/sub> E[XY] + E[Y<sup>2<\/sup>] \n      - (4t<sub>1<\/sub>t<sub>2<\/sub>m<sup>2<\/sup><sub>X<\/sub> -2t<sub>1<\/sub>m<sub>X<\/sub>m<sub>Y<\/sub> -2t<sub>2<\/sub>m<sub>X<\/sub>m<sub>Y<\/sub> + m<sup>2<\/sup><sub>Y<\/sub>)\n    = 4t<sub>1<\/sub>t<sub>2<\/sub> E[X<sup>2<\/sup>] - 2(t<sub>1<\/sub> +t<sub>2<\/sub>)E[XY] + E[Y<sup>2<\/sup>] \n      -4t<sub>1<\/sub>t<sub>2<\/sub>m<sup>2<\/sup><sub>X<\/sub> + 2(t<sub>1<\/sub>+<sub>2<\/sub>)m<sub>X<\/sub>m<sub>Y<\/sub> - m<sup>2<\/sup><sub>Y<\/sub> \n   \u00a0= 4t<sub>1<\/sub>t<sub>2<\/sub> (E[X<sup>2<\/sup>] - m<sup>2<\/sup><sub>X<\/sub> ) - 2(t<sub>1<\/sub> +t<sub>2<\/sub>)(E[XY] - m<sub>X<\/sub>m<sub>Y<\/sub>) + (E[Y<sup>2<\/sup>] - m<sup>2<\/sup><sub>Y<\/sub>)\n    = 4t<sub>1<\/sub>t<sub>2<\/sub> \u03c3<sup>2<\/sup><sub>X<\/sub> - 2(t<sub>1<\/sub> +t<sub>2<\/sub>)\u03c3<sub>XY<\/sub> + \u03c3<sup>2<\/sup><sub>Y<\/sub> \n\ndado \u03c1<sub>XY<\/sub> = \u03c3<sub>XY<\/sub>\/\u03c3<sub>X<\/sub>\u03c3<sub>Y<\/sub>\n     \u03c1<sub>XY<\/sub>\u03c3<sub>X<\/sub>\u03c3<sub>Y<\/sub> = \u03c3<sub>XY<\/sub>\n\n    = 4t<sub>1<\/sub>t<sub>2<\/sub> \u03c3<sup>2<\/sup><sub>X<\/sub> - 2(t<sub>1<\/sub> +t<sub>2<\/sub>) \u03c1<sub>XY<\/sub>\u03c3<sub>X<\/sub>\u03c3<sub>Y<\/sub>  + \u03c3<sup>2<\/sup><sub>Y<\/sub> \n\n\u03c3<sup>2<\/sup><sub>Z(t)<\/sub> = C<sub>Z<\/sub>(t, t) = 4t<sup>2<\/sup>\u03c3<sup>2<\/sup><sub>X<\/sub> - 4t \u03c1<sub>XY<\/sub>\u03c3<sub>X<\/sub>\u03c3<sub>Y<\/sub> + \u03c3<sup>2<\/sup><sub>Y<\/sub> \n<\/pre>\n<p>Para X y Y solo se da la media y varianza, la funci\u00f3n final debe tener la misma forma:<br \/>\n<span class=\"wp-katex-eq katex-display\" data-display=\"true\"> f_{Z(t)} = \\frac{e^{ -(z - m_Z)^2 \/(2 \\sigma_Z^2)}}{ \\sqrt{2 \\pi }\\sigma_Z} <\/span><\/p>\n<span class=\"wp-katex-eq katex-display\" data-display=\"true\"> f_{Z(t)} = \\frac{e^{-\\frac{(z - 2t m_{X} +m_{Y})^2 }{(2(4t^2\\sigma_{X}^2 - 4t\\sigma_{X} \\sigma_{Y} \\rho_{XY} + \\sigma_{Y}^2)}}}{ \\sqrt{2 \\pi }\\sqrt{4t^2\\sigma_{X}^2 - 4t\\sigma_{X} \\sigma_{Y} \\rho_{XY} + \\sigma_{Y}^2}} <\/span>\n","protected":false},"excerpt":{"rendered":"<p>Referencia: Problema 9.13 Leon-Garc\u00eda p.558 pdf 55 El proceso aleatorio Z(t) definido por: Z(t) = 2Xt -Y donde X y Y son\u00a0 variables aleatorias con medias mX, mY ,\u00a0 varianzas \u03c32X y \u03c32Y y coeficientes de correlaci\u00f3n \u03c1XY. Encuentre la media y autocovarianza de Z(t) Soluci\u00f3n propuesta: E[Z(t)] = E[ 2Xt - Y ] = [&hellip;]<\/p>\n","protected":false},"author":8043,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"wp-custom-template-entrada-stp-ejercicios","format":"standard","meta":{"footnotes":""},"categories":[213],"tags":[],"class_list":["post-1491","post","type-post","status-publish","format-standard","hentry","category-stp-u01eva"],"_links":{"self":[{"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/posts\/1491","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/users\/8043"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/comments?post=1491"}],"version-history":[{"count":1,"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/posts\/1491\/revisions"}],"predecessor-version":[{"id":22263,"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/posts\/1491\/revisions\/22263"}],"wp:attachment":[{"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/media?parent=1491"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/categories?post=1491"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.espol.edu.ec\/algoritmos101\/wp-json\/wp\/v2\/tags?post=1491"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}