{"id":53060,"date":"2024-04-15T23:48:29","date_gmt":"2024-04-15T23:48:29","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=53060"},"modified":"2024-04-15T23:48:29","modified_gmt":"2024-04-15T23:48:29","slug":"which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/","title":{"rendered":"Which of the following techniques would perform better for reducing dimensions of a data set?"},"content":{"rendered":"

[amp_mcq option1=”removing columns which have too many missing values” option2=”removing columns which have high variance in data” option3=”removing columns with dissimilar data trends” option4=”none of these” correct=”option1″]<\/p>\n

The correct answer is: A. removing columns which have too many missing values<\/strong>.<\/p>\n

Removing columns with too many missing values is a good way to reduce the dimensionality of a data set without losing too much information. This is because missing values can often be caused by errors or incomplete data, and removing them can help to improve the accuracy of the data set. Additionally, removing columns with too many missing values can also help to reduce the computational time required to analyze the data set.<\/p>\n

The other options are not as effective for reducing the dimensionality of a data set. Removing columns with high variance in data can actually lead to a loss of information, as these columns often contain important data points. Removing columns with dissimilar data trends can also lead to a loss of information, as these columns often contain data that is relevant to the analysis.<\/p>\n

In conclusion, the best way to reduce the dimensionality of a data set is to remove columns with too many missing values. This will help to improve the accuracy of the data set and reduce the computational time required to analyze it.<\/p>\n","protected":false},"excerpt":{"rendered":"

[amp_mcq option1=”removing columns which have too many missing values” option2=”removing columns which have high variance in data” option3=”removing columns with dissimilar data trends” option4=”none of these” correct=”option1″]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[729],"tags":[],"class_list":["post-53060","post","type-post","status-publish","format-standard","hentry","category-machine-learning","no-featured-image-padding"],"yoast_head":"\nWhich of the following techniques would perform better for reducing dimensions of a data set?<\/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\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Which of the following techniques would perform better for reducing dimensions of a data set?\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=”removing columns which have too many missing values” option2=”removing columns which have high variance in data” option3=”removing columns with dissimilar data trends” option4=”none of these” correct=”option1″]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/\" \/>\n<meta property=\"og:site_name\" content=\"MCQ and Quiz for Exams\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-15T23:48:29+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":"Which of the following techniques would perform better for reducing dimensions of a data set?","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\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/","og_locale":"en_US","og_type":"article","og_title":"Which of the following techniques would perform better for reducing dimensions of a data set?","og_description":"[amp_mcq option1=”removing columns which have too many missing values” option2=”removing columns which have high variance in data” option3=”removing columns with dissimilar data trends” option4=”none of these” correct=”option1″]","og_url":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/","og_site_name":"MCQ and Quiz for Exams","article_published_time":"2024-04-15T23:48:29+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\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/","url":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/","name":"Which of the following techniques would perform better for reducing dimensions of a data set?","isPartOf":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#website"},"datePublished":"2024-04-15T23:48:29+00:00","dateModified":"2024-04-15T23:48:29+00:00","author":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209"},"breadcrumb":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-techniques-would-perform-better-for-reducing-dimensions-of-a-data-set\/#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":"Machine learning","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/machine-learning\/"},{"@type":"ListItem","position":4,"name":"Which of the following techniques would perform better for reducing dimensions of a data set?"}]},{"@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\/53060","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=53060"}],"version-history":[{"count":0,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/53060\/revisions"}],"wp:attachment":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/media?parent=53060"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/categories?post=53060"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/tags?post=53060"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}