{"id":49793,"date":"2024-04-15T23:00:58","date_gmt":"2024-04-15T23:00:58","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=49793"},"modified":"2024-04-15T23:00:58","modified_gmt":"2024-04-15T23:00:58","slug":"which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/","title":{"rendered":"Which of the following is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;1 is true, 2 is false&#8221; option2=&#8221;1 is false, 2 is true&#8221; option3=&#8221;1 is true, 2 is true&#8221; option4=&#8221;1 is false, 2 is false&#8221; correct=&#8221;option3&#8243;]<!--more--><\/p>\n<p>The correct answer is C. 1 is true, 2 is true.<\/p>\n<p>A support vector machine (SVM) is a supervised machine learning model that can be used for classification and regression tasks. SVMs work by finding a hyperplane in a high-dimensional space that separates the data into two classes. The hyperplane is chosen so that it is as far as possible from any data points, which helps to improve the model&#8217;s accuracy.<\/p>\n<p>Kernel functions are used in SVMs to map the data into a higher-dimensional space. This is done because it can be easier to find a separating hyperplane in a higher-dimensional space. The kernel function is a similarity function that measures the similarity between two data points.<\/p>\n<p>In conclusion, SVMs use kernel functions to map low-dimensional data to high-dimensional space. This is done to make it easier to find a separating hyperplane. The kernel function is a similarity function that measures the similarity between two data points.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;1 is true, 2 is false&#8221; option2=&#8221;1 is false, 2 is true&#8221; option3=&#8221;1 is true, 2 is true&#8221; option4=&#8221;1 is false, 2 is false&#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":[729],"tags":[],"class_list":["post-49793","post","type-post","status-publish","format-standard","hentry","category-machine-learning","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>Which of the following is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function<\/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-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/\" \/>\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 is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;1 is true, 2 is false&#8221; option2=&#8221;1 is false, 2 is true&#8221; option3=&#8221;1 is true, 2 is true&#8221; option4=&#8221;1 is false, 2 is false&#8221; correct=&#8221;option3&#8243;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/\" \/>\n<meta property=\"og:site_name\" content=\"MCQ and Quiz for Exams\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-15T23:00:58+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 is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function","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-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/","og_locale":"en_US","og_type":"article","og_title":"Which of the following is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function","og_description":"[amp_mcq option1=&#8221;1 is true, 2 is false&#8221; option2=&#8221;1 is false, 2 is true&#8221; option3=&#8221;1 is true, 2 is true&#8221; option4=&#8221;1 is false, 2 is false&#8221; correct=&#8221;option3&#8243;]","og_url":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/","og_site_name":"MCQ and Quiz for Exams","article_published_time":"2024-04-15T23:00:58+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-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/","url":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/","name":"Which of the following is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function","isPartOf":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#website"},"datePublished":"2024-04-15T23:00:58+00:00","dateModified":"2024-04-15T23:00:58+00:00","author":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209"},"breadcrumb":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-true-about-svm-1-kernel-function-map-low-dimensional-data-to-high-dimensional-space-2-it-is-a-similarity-function\/#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 is true about SVM? 1. Kernel function map low dimensional data to high dimensional space. 2. It is a similarity Function"}]},{"@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\/49793","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=49793"}],"version-history":[{"count":0,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/49793\/revisions"}],"wp:attachment":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/media?parent=49793"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/categories?post=49793"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/tags?post=49793"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}