{"id":1788,"date":"2025-02-16T13:17:41","date_gmt":"2025-02-16T20:17:41","guid":{"rendered":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/?p=1788"},"modified":"2025-02-16T13:17:45","modified_gmt":"2025-02-16T20:17:45","slug":"association-rule-mining-and-apriori-algorithmteaching-aide","status":"publish","type":"post","link":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/2025\/02\/16\/association-rule-mining-and-apriori-algorithmteaching-aide\/","title":{"rendered":"Association Rule Mining and Apriori Algorithm(Teaching Aide)"},"content":{"rendered":"\n<p>Welcome to our Teaching Aide !<\/p>\n\n\n\n<p><strong>Overview<\/strong><\/p>\n\n\n\n<p>Association rule mining is a key data mining technique used to discover relationships between items in large transactional datasets. This project focuses on the\u202fApriori algorithm, applying it to a grocery transaction dataset from Kaggle to extract meaningful insights into customer purchasing behavior. By identifying frequently co-purchased items, businesses can optimize retail strategies, marketing efforts, and inventory management. Additionally, we explore the challenges and privacy implications associated with the Apriori algorithm. Furthermore, we analyze a case study on cancer medications, demonstrating how the Apriori algorithm was implemented to uncover critical data patterns in patient treatment and decision-making. Association rule mining is a fundamental technique in data mining that helps uncover associations between items in large transactional datasets.<\/p>\n\n\n\n<p>Walk through <\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" controls src=\"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-content\/uploads\/sites\/119\/2025\/02\/Whiteboard-Animation-Toolkit_1080p.mp4\"><\/video><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Link To Our Document : <\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-10183da2-dce5-49f5-8c57-83ad2b28c56d\" href=\"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-content\/uploads\/sites\/119\/2025\/02\/Association-Rule-Mining-1.docx\">Association Rule Mining<\/a><a href=\"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-content\/uploads\/sites\/119\/2025\/02\/Association-Rule-Mining-1.docx\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-10183da2-dce5-49f5-8c57-83ad2b28c56d\">Download<\/a><\/div>\n\n\n\n<p>Link to Our Implementation of Apriori Algorithm <\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/kaushik9038\/arm_project\">https:\/\/github.com\/kaushik9038\/arm_project<\/a><\/p>\n\n\n\n<p>Meet our Team :<\/p>\n\n\n\n<p>Kaushik Mazumder <\/p>\n\n\n\n<p>Krupali Kanubhai Patel <\/p>\n\n\n\n<p>Rupesh Kowtharapu<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Ready to apply your knowledge from the Teaching Aide ?<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>This study examines the ethical and privacy dangers that emerge when healthcare data analysis utilizes the Apriori algorithm as demonstrated by the &#8220;Head and Neck Cancer Medications&#8221; case study. How can these risks be mitigated?<br><\/li>\n\n\n\n<li>The Apriori algorithm employs a &#8220;bottom-up&#8221; method to discover frequent itemsets. Describe how this procedure operates and discuss the reasons for its computational expense when processing large datasets.<\/li>\n\n\n\n<li>What preprocessing steps are required in the Jupyter Notebook before applying the Apriori algorithm to the grocery transaction dataset? \u00a0<br><\/li>\n<\/ol>\n\n\n\n<p>Find the Answers here : <\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-ae46be7a-87bc-4e12-b7cd-9fbec76bb589\" href=\"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-content\/uploads\/sites\/119\/2025\/02\/Discussion-Questions.docx\">Discussion Questions<\/a><a href=\"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-content\/uploads\/sites\/119\/2025\/02\/Discussion-Questions.docx\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-ae46be7a-87bc-4e12-b7cd-9fbec76bb589\">Download<\/a><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Welcome to our Teaching Aide ! Overview Association rule mining is a key data mining technique used to discover relationships between items in large transactional datasets. This project focuses on the\u202fApriori algorithm, applying it to a grocery transaction dataset from Kaggle to extract meaningful insights into customer purchasing behavior. By identifying frequently co-purchased items, businesses &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/2025\/02\/16\/association-rule-mining-and-apriori-algorithmteaching-aide\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Association Rule Mining and Apriori Algorithm(Teaching Aide)&#8221;<\/span><\/a><\/p>\n","protected":false},"author":686,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1788","post","type-post","status-publish","format-standard","hentry","category-uncategorized","entry"],"featured_image_src":null,"featured_image_src_square":null,"author_info":{"display_name":"Krupali Kanubhai Patel","author_link":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/author\/krupali-kanubhai-patel\/"},"_links":{"self":[{"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/posts\/1788","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/users\/686"}],"replies":[{"embeddable":true,"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/comments?post=1788"}],"version-history":[{"count":3,"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/posts\/1788\/revisions"}],"predecessor-version":[{"id":1799,"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/posts\/1788\/revisions\/1799"}],"wp:attachment":[{"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/media?parent=1788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/categories?post=1788"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wpsites.ucalgary.ca\/jacobson-cpsc\/wp-json\/wp\/v2\/tags?post=1788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}