{"id":55962,"date":"2024-04-16T00:36:22","date_gmt":"2024-04-16T00:36:22","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=55962"},"modified":"2024-04-16T00:36:22","modified_gmt":"2024-04-16T00:36:22","slug":"what-does-the-term-precision-represent-in-the-context-of-classification-model-evaluation","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/what-does-the-term-precision-represent-in-the-context-of-classification-model-evaluation\/","title":{"rendered":"What does the term &#8220;precision&#8221; represent in the context of classification model evaluation?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;The proportion of true positives&#8221; option2=&#8221;The proportion of true positive predictions among all positive predictions&#8221; option3=&#8221;The proportion of false positives&#8221; option4=&#8221;The proportion of true positives&#8221; correct=&#8221;option2&#8243;]<!--more--><\/p>\n<p>The correct answer is: B. The proportion of true positive predictions among all positive predictions.<\/p>\n<p>Precision is a measure of a model&#8217;s ability to correctly identify positive cases. It is calculated by dividing the number of true positive predictions by the total number of positive predictions. A high precision indicates that the model is good at identifying positive cases, while a low precision indicates that the model is more likely to incorrectly identify negative cases as positive.<\/p>\n<p>Option A is incorrect because it refers to the proportion of true positives, not the proportion of true positive predictions. Option C is incorrect because it refers to the proportion of false positives, not the proportion of true positive predictions. Option D is incorrect because it refers to the proportion of true positives, not the proportion of true positive predictions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;The proportion of true positives&#8221; option2=&#8221;The proportion of true positive predictions among all positive predictions&#8221; option3=&#8221;The proportion of false positives&#8221; option4=&#8221;The proportion of true positives&#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":[738],"tags":[],"class_list":["post-55962","post","type-post","status-publish","format-standard","hentry","category-data-science-miscellaneous","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>What does the term &quot;precision&quot; 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