{"id":33193,"date":"2021-05-21T08:11:48","date_gmt":"2021-05-21T08:11:48","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/it5022-information-retrieval-syllabus-for-it-6th-sem-2019-regulation-anna-university-professional-elective-ii\/"},"modified":"2021-05-21T08:11:48","modified_gmt":"2021-05-21T08:11:48","slug":"it5022-information-retrieval-syllabus-for-it-6th-sem-2019-regulation-anna-university-professional-elective-ii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/it5022-information-retrieval-syllabus-for-it-6th-sem-2019-regulation-anna-university-professional-elective-ii\/","title":{"rendered":"IT5022: Information Retrieval Syllabus for IT 6th Sem 2019 Regulation Anna University (Professional Elective-II)"},"content":{"rendered":"

Information Retrieval detailed syllabus for Information Technology (IT) for 2019 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the IT students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below. <\/p>\n

For Information Technology 6th Sem scheme and its subjects, do visit IT 6th Sem 2019 regulation scheme<\/a>. For Professional Elective-II scheme and its subjects refer to IT Professional Elective-II syllabus scheme<\/a>. The detailed syllabus of information retrieval is as follows. <\/p>\n

Information Retrieval<\/title><\/p>\n<h4>Course Objective:<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students’s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>. <\/p>\n<h4>Unit I<\/h4>\n<p align=\"justify\">\n <strong>Introduction<\/strong><br \/>\n Introduction – Goals and History of IR – The Impact of the Web on IR – The Role of Artificial Intelligence (AI) in IR – Basic IR Models – Boolean and Vector Space Retrieval Models -Ranked Retrieval – Text similarity metrics – TF-IDF (term frequency\/inverse document frequency) Weighting – Cosine Similarity.<\/p>\n<p><i>Suggested Activities:<\/i>\n <\/p>\n<ul>\n<li>Understanding the basics of IR.<\/li>\n<li>Study of other retrieval models.<\/li>\n<li>Practical – Implementation of the retrieval model with Lemur Tool kit and test the performance of different retrieval algorithms.<\/li>\n<\/ul>\n<p><i>Suggested Evaluation Methods:<\/i>\n <\/p>\n<ul>\n<li>Quizzes on IR and other retrieval models.<\/li>\n<li>Assignments on retrieval models.<\/li>\n<\/ul>\n<h4>Unit II<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students’s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>. <\/p>\n<h4>Unit III<\/h4>\n<p align=\"justify\">\n <strong>Metrics<\/strong><br \/>\n Experimental Evaluation of IR – Performance metrics Recall, Precision and F measure -Evaluations on Benchmark Text Collections – Text Representation – Word Statistics – Zipf”s Law – Porter Stemmer – Morphology – Index Term Selection using Thesauri -Metadata and Markup Languages – Web Search Engines – Spidering – Metacrawlers – Directed Spidering – Link Analysis Shopping Agents.<\/p>\n<p><i>Suggested Activities:<\/i>\n <\/p>\n<ul>\n<li>Practical – Implementation of evaluation metrics.<\/li>\n<li>Study and implementation of PageRank algorithm.<\/li>\n<li>Study of web page duplicate detection technique.<\/li>\n<\/ul>\n<p><i>Suggested Evaluation Methods:<\/i>\n <\/p>\n<ul>\n<li>Tutorials on web search and crawling.<\/li>\n<li>Quizzes on precision, recall and f-measure.<\/li>\n<li>Assignments on web search engines.<\/li>\n<\/ul>\n<h4>Unit IV<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students’s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>. <\/p>\n<h4>Text Books:<\/h4>\n<p align=\"justify\">\n Categorization and Clustering – Categorization Algorithms – Naive Bayes – Decision Trees and Nearest Neighbor – Clustering Algorithms – Agglomerative Clustering – k Means – Expectation Maximization (EM) – Applications to Information Filtering – Organization and Relevance Feedback.<\/p>\n<p><i>Suggested Activities:<\/i>\n <\/p>\n<ul>\n<li>Study of different classification techniques and its uses in different applications.<\/li>\n<li>Practical – Implementation of classification and clustering techniques with WEKA tool.<\/li>\n<li>Assignments on clustering algorithms.<\/li>\n<\/ul>\n<p><i>Suggested Evaluation Methods:<\/i>\n <\/p>\n<ul>\n<li>Quizzes on different categorization and clustering methods.<\/li>\n<li>Exercise on categorization and clustering algorithms for real time applications.<\/li>\n<\/ul>\n<h4>Unit V<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students’s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>. <\/p>\n<h4>Course Outcome:<\/h4>\n<p align=\"justify\">\n On completion of the course, the student will be able to:<\/p>\n<ol>\n<li>Build an Information Retrieval system using the available tools.<\/li>\n<li>Apply indexing and query expansion techniques for efficient retrieval.<\/li>\n<li>Apply performance metrics to validate any information retrieval system.<\/li>\n<li>Apply machine learning techniques for text classification and clustering for efficient Information Retrieval.<\/li>\n<li>Design and analyze the Web content structures.<\/li>\n<li>Design and implement recommender and information extraction system.<\/li>\n<\/ol>\n<h4>Text Books:<\/h4>\n<p align=\"justify\">\n<ol>\n<li>Christopher D. Manning, Prabhakar Raghavan, Hinrich Schutze,” Introduction to Information Retrieval”, Cambridge University Press, 2008.<\/li>\n<li>Ricci, F. Rokach, L. Shapira, B. Kantor, P.B. “Recommender Systems Handbook”, Springer, 2011.<\/li>\n<\/ol>\n<h4>References:<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students’s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>. <\/p>\n<p align=\"justify\">For detailed syllabus of all the other subjects of Information Technology 6th Sem, visit <a class=\"rank-math-link\" href=\"..\/category\/it+6th-sem\">IT 6th Sem subject syllabuses for 2019 regulation<\/a>. <\/p>\n<p align=\"justify\">For all Information Technology results, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/anna-university\/anna-university-results\/\">Anna University IT all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Information Retrieval detailed syllabus for Information Technology (IT) for 2019 regulation curriculum has been taken from the Anna Universities official website and presented for the IT students. For course code, […]<\/p>\n","protected":false},"author":2297,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[72],"tags":[],"class_list":["post-33193","post","type-post","status-publish","format-standard","hentry","category-it"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/33193","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/users\/2297"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/comments?post=33193"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/33193\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=33193"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=33193"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=33193"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}