{"id":52703,"date":"2024-04-15T23:43:11","date_gmt":"2024-04-15T23:43:11","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=52703"},"modified":"2024-04-15T23:43:11","modified_gmt":"2024-04-15T23:43:11","slug":"what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/","title":{"rendered":"What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;Descriptive statistics&#8221; option2=&#8221;Exploratory data analysis&#8221; option3=&#8221;Maximum Likelihood Estimation (MLE)&#8221; option4=&#8221;Data preprocessing&#8221; correct=&#8221;option3&#8243;]<!--more--><\/p>\n<p>The correct answer is C. Maximum Likelihood Estimation (MLE).<\/p>\n<p>Maximum likelihood estimation (MLE) is a statistical method used to estimate the parameters of a probability distribution from a sample of data. The method is based on the principle of maximum likelihood, which states that the parameters that maximize the likelihood function are the most likely to have generated the data.<\/p>\n<p>MLE is a powerful and widely used method of parameter estimation. It is often used in conjunction with other statistical methods, such as hypothesis testing and confidence interval estimation.<\/p>\n<p>Here is a brief explanation of each option:<\/p>\n<ul>\n<li>A. Descriptive statistics: Descriptive statistics are used to summarize and describe data. They do not involve any estimation of parameters.<\/li>\n<li>B. Exploratory data analysis: Exploratory data analysis (EDA) is a set of techniques used to explore and understand data. It does not involve any estimation of parameters.<\/li>\n<li>D. Data preprocessing: Data preprocessing is the process of cleaning and transforming data so that it can be used in statistical analysis. It does not involve any estimation of parameters.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;Descriptive statistics&#8221; option2=&#8221;Exploratory data analysis&#8221; option3=&#8221;Maximum Likelihood Estimation (MLE)&#8221; option4=&#8221;Data preprocessing&#8221; correct=&#8221;option3&#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-52703","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>What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?<\/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\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;Descriptive statistics&#8221; option2=&#8221;Exploratory data analysis&#8221; option3=&#8221;Maximum Likelihood Estimation (MLE)&#8221; option4=&#8221;Data preprocessing&#8221; correct=&#8221;option3&#8243;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/\" \/>\n<meta property=\"og:site_name\" content=\"MCQ and Quiz for Exams\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-15T23:43:11+00:00\" \/>\n<meta name=\"author\" content=\"rawan239\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"rawan239\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?","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":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/","og_locale":"en_US","og_type":"article","og_title":"What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?","og_description":"[amp_mcq option1=&#8221;Descriptive statistics&#8221; option2=&#8221;Exploratory data analysis&#8221; option3=&#8221;Maximum Likelihood Estimation (MLE)&#8221; option4=&#8221;Data preprocessing&#8221; correct=&#8221;option3&#8243;]","og_url":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/","og_site_name":"MCQ and Quiz for Exams","article_published_time":"2024-04-15T23:43:11+00:00","author":"rawan239","twitter_card":"summary_large_image","twitter_misc":{"Written by":"rawan239","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/","url":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/","name":"What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?","isPartOf":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#website"},"datePublished":"2024-04-15T23:43:11+00:00","dateModified":"2024-04-15T23:43:11+00:00","author":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209"},"breadcrumb":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/exam.pscnotes.com\/mcq\/what-statistical-technique-is-used-to-estimate-the-parameters-of-a-probability-distribution-from-a-sample-of-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/exam.pscnotes.com\/mcq\/"},{"@type":"ListItem","position":2,"name":"mcq","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/"},{"@type":"ListItem","position":3,"name":"Data science","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/data-science\/"},{"@type":"ListItem","position":4,"name":"Data science miscellaneous","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/data-science\/data-science-miscellaneous\/"},{"@type":"ListItem","position":5,"name":"What statistical technique is used to estimate the parameters of a probability distribution from a sample of data?"}]},{"@type":"WebSite","@id":"https:\/\/exam.pscnotes.com\/mcq\/#website","url":"https:\/\/exam.pscnotes.com\/mcq\/","name":"MCQ and Quiz for Exams","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/exam.pscnotes.com\/mcq\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209","name":"rawan239","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/761a7274f9cce048fa5b921221e7934820d74514df93ef195a9d22af0c1c9001?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/761a7274f9cce048fa5b921221e7934820d74514df93ef195a9d22af0c1c9001?s=96&d=mm&r=g","caption":"rawan239"},"sameAs":["https:\/\/exam.pscnotes.com"],"url":"https:\/\/exam.pscnotes.com\/mcq\/author\/rawan239\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/52703","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/comments?post=52703"}],"version-history":[{"count":0,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/52703\/revisions"}],"wp:attachment":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/media?parent=52703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/categories?post=52703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/tags?post=52703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}