{"id":4396,"date":"2021-09-28T15:10:08","date_gmt":"2021-09-28T19:10:08","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?p=4396"},"modified":"2021-10-05T09:33:29","modified_gmt":"2021-10-05T13:33:29","slug":"winnie-nguyen-annotated-bibliography-literature-review-and-research-proposal","status":"publish","type":"post","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/09\/28\/winnie-nguyen-annotated-bibliography-literature-review-and-research-proposal\/","title":{"rendered":"Winnie Nguyen &#8211; Annotated Bibliography, Literature Review, and Research Proposal"},"content":{"rendered":"\n<ol class=\"wp-block-list\"><li><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/09\/AnnotatedBibliography_1_RecSys.docx\">Annotated Bibliography 1 &#8211; Topic: Recommender System using Collaborative Filtering algorithm<\/a><\/li><li><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/09\/AnnotatedBibliography_2_OCR.docx\">Annotated Bibliography 2 &#8211; Topic: Optical Character Recognition<\/a><\/li><li><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/09\/Winnie-Literature-Review.pdf\">Literature Review<\/a><\/li><li><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/10\/Final_Winnie_CapstoneProject.pdf\">Research Proposal<\/a><\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Annotated Bibliography 1 &#8211; Topic: Recommender System using Collaborative Filtering algorithm Annotated Bibliography 2 &#8211; Topic: Optical Character Recognition Literature Review Research Proposal<\/p>\n","protected":false},"author":105,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-4396","post","type-post","status-publish","format-standard","hentry","category-student"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Winnie Nguyen - Annotated Bibliography, Literature Review, and Research Proposal - CS\/DS Student Portfolios<\/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:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/09\/28\/winnie-nguyen-annotated-bibliography-literature-review-and-research-proposal\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Winnie Nguyen - Annotated Bibliography, Literature Review, and Research Proposal - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"Annotated Bibliography 1 &#8211; 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About my CS Capstone Project: In recent years, the need for recommender systems as a tool to improve user interaction, provide personalized services, and enrich shopping potential to raise revenue has been increasing along with the sharp expansion of online shopping platforms. However, with the overload of huge amounts of customer data, recommender systems face challenges in processing data robustly and accurately. In this paper, I am using a matrix factorization technique called singular value decomposition (SVD) in item-based collaborative filtering. Despite the ability to quickly produce high-quality recommendations, SVD has expensive matrix factorization steps - scalability matters that need an updated algorithm solution. 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