{"id":43489,"date":"2024-04-15T21:30:12","date_gmt":"2024-04-15T21:30:12","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=43489"},"modified":"2024-04-15T21:30:12","modified_gmt":"2024-04-15T21:30:12","slug":"a-database-has-5-transactions-of-these-4-transactions-include-milk-and-bread-further-of-the-given-4-transactions-2-transactions-include-cheese-find-the-support-percentage-for-the-following-assoc","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/a-database-has-5-transactions-of-these-4-transactions-include-milk-and-bread-further-of-the-given-4-transactions-2-transactions-include-cheese-find-the-support-percentage-for-the-following-assoc\/","title":{"rendered":"A database has 5 transactions. Of these, 4 transactions include milk and bread. Further, of the given 4 transactions, 2 transactions include cheese. Find the support percentage for the following association rule &#8220;if milk and bread are purchased, then cheese is also purchased&#8221;."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;0.4&#8243; option2=&#8221;0.6&#8243; option3=&#8221;0.8&#8243; option4=&#8221;0.42&#8243; correct=&#8221;option1&#8243;]<!--more--><\/p>\n<p>The correct answer is A. 0.4.<\/p>\n<p>The support percentage is the percentage of transactions in the database that contain the specified items. In this case, the items are milk, bread, and cheese. The support percentage for the association rule &#8220;if milk and bread are purchased, then cheese is also purchased&#8221; is the percentage of transactions in the database that contain both milk and bread, and also contain cheese.<\/p>\n<p>To calculate the support percentage, we first need to calculate the number of transactions that contain milk and bread. This is 4, since 4 of the 5 transactions in the database contain milk and bread. We then need to calculate the number of transactions that contain milk, bread, and cheese. This is 2, since 2 of the 5 transactions in the database contain all three items. The support percentage is then 2\/5 = 0.4.<\/p>\n<p>Option B is incorrect because it is the confidence percentage, not the support percentage. The confidence percentage is the percentage of transactions that contain the specified items in the consequent (cheese) that also contain the items in the antecedent (milk and bread). In this case, the confidence percentage is 2\/4 = 0.5.<\/p>\n<p>Option C is incorrect because it is the lift percentage, not the support percentage. The lift percentage is the ratio of the confidence percentage to the support percentage. In this case, the lift percentage is 0.5\/0.4 = 1.25.<\/p>\n<p>Option D is incorrect because it is the coverage percentage, not the support percentage. The coverage percentage is the percentage of transactions in the database that contain at least one of the specified items. In this case, the coverage percentage is 4\/5 = 0.8.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;0.4&#8243; option2=&#8221;0.6&#8243; option3=&#8221;0.8&#8243; option4=&#8221;0.42&#8243; correct=&#8221;option1&#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-43489","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>A database has 5 transactions. Of these, 4 transactions include milk and bread. Further, of the given 4 transactions, 2 transactions include cheese. Find the support percentage for the following association rule &quot;if milk and bread are purchased, then cheese is also purchased&quot;.<\/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\/a-database-has-5-transactions-of-these-4-transactions-include-milk-and-bread-further-of-the-given-4-transactions-2-transactions-include-cheese-find-the-support-percentage-for-the-following-assoc\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A database has 5 transactions. Of these, 4 transactions include milk and bread. Further, of the given 4 transactions, 2 transactions include cheese. 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