{"id":51269,"date":"2024-04-15T23:22:24","date_gmt":"2024-04-15T23:22:24","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=51269"},"modified":"2024-04-15T23:22:24","modified_gmt":"2024-04-15T23:22:24","slug":"give-the-correct-answer-for-following-statements-1-it-is-important-to-perform-feature-normalization-before-using-the-gaussian-kernel-2-the-maximum-value-of-the-gaussian-kernel-is-1","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/give-the-correct-answer-for-following-statements-1-it-is-important-to-perform-feature-normalization-before-using-the-gaussian-kernel-2-the-maximum-value-of-the-gaussian-kernel-is-1\/","title":{"rendered":"Give the correct Answer for following statements. 1. It is important to perform feature normalization before using the Gaussian kernel. 2. The maximum value of the Gaussian kernel is 1."},"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: <strong>C. 1 is true, 2 is true.<\/strong><\/p>\n<ol>\n<li>It is important to perform feature normalization before using the Gaussian kernel.<\/li>\n<\/ol>\n<p>This is because the Gaussian kernel is a radial basis function, which means that it is centered at a particular point and decays with distance from that point. If the features are not normalized, then the kernel will be more sensitive to features that have large values, and less sensitive to features that have small values. This can lead to poor performance of the kernel.<\/p>\n<ol>\n<li>The maximum value of the Gaussian kernel is 1.<\/li>\n<\/ol>\n<p>This is because the Gaussian kernel is a probability density function, and the probability of any event cannot exceed 1.<\/p>\n<p>Here is a more detailed explanation of each option:<\/p>\n<ul>\n<li>Option A: 1 is true, 2 is false.<\/li>\n<\/ul>\n<p>This option is incorrect because both statements are true.<\/p>\n<ul>\n<li>Option B: 1 is false, 2 is true.<\/li>\n<\/ul>\n<p>This option is incorrect because statement 1 is true, but statement 2 is false.<\/p>\n<ul>\n<li>Option C: 1 is true, 2 is true.<\/li>\n<\/ul>\n<p>This option is correct because both statements are true.<\/p>\n<ul>\n<li>Option D: 1 is false, 2 is false.<\/li>\n<\/ul>\n<p>This option is incorrect because statement 1 is false, but statement 2 is true.<\/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-51269","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>Give the correct Answer for following statements. 1. It is important to perform feature normalization before using the Gaussian kernel. 2. The maximum value of the Gaussian kernel is 1.<\/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\/give-the-correct-answer-for-following-statements-1-it-is-important-to-perform-feature-normalization-before-using-the-gaussian-kernel-2-the-maximum-value-of-the-gaussian-kernel-is-1\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Give the correct Answer for following statements. 1. It is important to perform feature normalization before using the Gaussian kernel. 2. The maximum value of the Gaussian kernel is 1.\" \/>\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\/give-the-correct-answer-for-following-statements-1-it-is-important-to-perform-feature-normalization-before-using-the-gaussian-kernel-2-the-maximum-value-of-the-gaussian-kernel-is-1\/\" \/>\n<meta property=\"og:site_name\" content=\"MCQ and Quiz for Exams\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-15T23:22:24+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":"Give the correct Answer for following statements. 1. It is important to perform feature normalization before using the Gaussian kernel. 2. The maximum value of the Gaussian kernel is 1.","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\/give-the-correct-answer-for-following-statements-1-it-is-important-to-perform-feature-normalization-before-using-the-gaussian-kernel-2-the-maximum-value-of-the-gaussian-kernel-is-1\/","og_locale":"en_US","og_type":"article","og_title":"Give the correct Answer for following statements. 1. It is important to perform feature normalization before using the Gaussian kernel. 2. 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