{"id":52045,"date":"2024-04-15T23:33:33","date_gmt":"2024-04-15T23:33:33","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=52045"},"modified":"2024-04-15T23:33:33","modified_gmt":"2024-04-15T23:33:33","slug":"for-continuous-random-variables-the-cdf-is-the-derivative-of-the-pdf","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/for-continuous-random-variables-the-cdf-is-the-derivative-of-the-pdf\/","title":{"rendered":"For continuous random variables, the CDF is the derivative of the PDF."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option4&#8243;]<!--more--><\/p>\n<p>The correct answer is False.<\/p>\n<p>The cumulative distribution function (CDF) of a random variable $X$ is the probability that $X$ will be less than or equal to a certain value $x$. It is denoted by $F_X(x)$. The probability density function (PDF) of a random variable $X$ is the derivative of the CDF. It is denoted by $f_X(x)$.<\/p>\n<p>The CDF is a non-decreasing function, while the PDF is a non-negative function. The CDF can be used to calculate the probability that $X$ will be in a certain range of values, while the PDF can be used to calculate the probability that $X$ will take on a certain value.<\/p>\n<p>The CDF and PDF are related by the following equation:<\/p>\n<p>$$F_X(x) = \\int_0^x f_X(t) dt$$<\/p>\n<p>This equation shows that the CDF is the integral of the PDF. The integral of a function is the area under the curve of the function. Therefore, the CDF is the area under the curve of the PDF.<\/p>\n<p>The CDF and PDF are both important tools for understanding the probability distribution of a random variable. The CDF can be used to calculate the probability that $X$ will be in a certain range of values, while the PDF can be used to calculate the probability that $X$ will take on a certain value.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option4&#8243;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[738],"tags":[],"class_list":["post-52045","post","type-post","status-publish","format-standard","hentry","category-data-science-miscellaneous","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.2 (Yoast SEO v23.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>For continuous random variables, the CDF is the derivative of the PDF.<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/exam.pscnotes.com\/mcq\/for-continuous-random-variables-the-cdf-is-the-derivative-of-the-pdf\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"For continuous random variables, the CDF is the derivative of the PDF.\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;TRUE&#8221; 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