{"id":47384,"date":"2024-04-15T22:25:59","date_gmt":"2024-04-15T22:25:59","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=47384"},"modified":"2024-04-15T22:25:59","modified_gmt":"2024-04-15T22:25:59","slug":"which-of-the-following-is-a-technique-used-to-handle-missing-data-in-a-dataset","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/which-of-the-following-is-a-technique-used-to-handle-missing-data-in-a-dataset\/","title":{"rendered":"Which of the following is a technique used to handle missing data in a dataset?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;Data Augmentation&#8221; option2=&#8221;Data Imputation&#8221; option3=&#8221;Data Transformation&#8221; option4=&#8221;Data Normalization&#8221; correct=&#8221;option2&#8243;]<!--more--><\/p>\n<p>The correct answer is B. Data Imputation.<\/p>\n<p>Data imputation is a technique used to fill in missing values in a dataset. This can be done by using a variety of methods, such as mean imputation, median imputation, or multiple imputation.<\/p>\n<p>Data augmentation is a technique used to increase the size of a dataset by creating new data points that are similar to the existing data points. This can be done by using a variety of methods, such as data generation, data synthesis, or data augmentation with noise.<\/p>\n<p>Data transformation is a technique used to change the form of the data in a dataset. This can be done by using a variety of methods, such as normalization, standardization, or feature scaling.<\/p>\n<p>Data normalization is a technique used to make the data in a dataset have a mean of 0 and a standard deviation of 1. This can be done by using a variety of methods, such as z-score normalization or min-max normalization.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;Data Augmentation&#8221; option2=&#8221;Data Imputation&#8221; option3=&#8221;Data Transformation&#8221; option4=&#8221;Data Normalization&#8221; correct=&#8221;option2&#8243;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[734],"tags":[],"class_list":["post-47384","post","type-post","status-publish","format-standard","hentry","category-introduction-to-data-science","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 a technique used to handle missing data in a dataset?<\/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-a-technique-used-to-handle-missing-data-in-a-dataset\/\" \/>\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 a technique used to handle missing data in a dataset?\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;Data Augmentation&#8221; 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