{"id":56049,"date":"2023-08-28T16:17:08","date_gmt":"2023-08-28T16:17:08","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/cd3004-social-data-mining-syllabus-for-csd-2021-regulation-professional-elective-iv\/"},"modified":"2023-08-28T16:17:08","modified_gmt":"2023-08-28T16:17:08","slug":"cd3004-social-data-mining-syllabus-for-csd-2021-regulation-professional-elective-iv","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/cd3004-social-data-mining-syllabus-for-csd-2021-regulation-professional-elective-iv\/","title":{"rendered":"CD3004: Social Data Mining syllabus for CSD 2021 regulation (Professional Elective-IV)"},"content":{"rendered":"

Social Data Mining detailed syllabus for Computer Science & Design (CSD) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the CSD 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 Computer Science & Design 6th Sem scheme and its subjects, do visit CSD 6th Sem 2021 regulation scheme<\/a>. For Professional Elective-IV scheme and its subjects refer to CSD Professional Elective-IV syllabus scheme<\/a>. The detailed syllabus of social data mining is as follows. <\/p>\n

Course Objectives:<\/h4>\n

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Unit I<\/h4>\n

DATA MINING FOUNDATIONS
\nIntroduction – Data mining functionalities – Classification of Data mining systems – Preprocessing – Association Rules and Sequential Patterns – Supervised Learning – Unsupervised Learning -Partially Supervised Learning – Association Rule Mining – Classification – Clustering.\n<\/p>\n

Unit II<\/h4>\n

ANALYZING THE SOCIAL WEB
\nIntroduction – Nodes, Edges, and Network Measures – Network Structure and Measures – Network Visualization – Social Information Filtering – Social Media in the Public Sector- Privacy\n<\/p>\n

Unit III<\/h4>\n

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Unit I<\/h4>\n

ES AND INTERACTIONS
\nCommunity Analysis – Detection – Evolution – Evaluation – Information Diffusion in social media -Herd behavior – Information Cascades – Diffusion of Innovations – Epidemics\n<\/p>\n

Unit V<\/h4>\n

APPLICATIONS
\nInfluence and Homophily – Recommendation in Social Media – Classical Recommendation Algorithms – Recommendation using Social Context – Evaluating Recommendations – Behavior Analytics- Individual and Collective Behavior\n<\/p>\n

Course Outcomes:<\/h4>\n
    \n
  1. Students will study to collect user-generated information from social media platforms.<\/li>\n
  2. Extract valuable data from consumers for identifying patterns and trends<\/li>\n
  3. Perform social media monitoring and arrive business conclusions for application.<\/li>\n
  4. Detection of spammers and bots in social media platform.<\/li>\n
  5. Exploring the research perspective of social media data.<\/li>\n<\/ol>\n

    Text Books:<\/h4>\n

    Download the iStudy App for all syllabus and other updates.<\/a>
    \"Get<\/a><\/h4>\n

    Reference Books:<\/h4>\n
      \n
    1. Reza Zafarani, Mohammad Ali Abbasi and Huan Liu, \u201cSocial Media Mining – An Introduction\u201d, Cambridge University Press, 2014.<\/li>\n
    2. Matthew A.Russell, \u201cMining the social web\u201d, 2nd edition- O’Reilly Media, 2013.<\/li>\n
    3. Jennifer Golbeck, Analyzing the social web, Morgan Kaufmann, 2013.<\/li>\n
    4. Social Media Data Mining and Analytics Paperback ,by Gabor Szabo , Gungor Polatkan , P. Oscar Boykin , Antonios Chalkiopoulos ,Wiely Publisher 2018<\/li>\n
    5. Advanced Data Mining Tools and Methods for Social Computing ,Sourav De, Sandip Dey, Siddhartha Bhattacharyya, Surbhi Bhatia,Elsiever,2022<\/li>\n<\/li>\n<\/ol>\n

      For detailed syllabus of all the other subjects of Computer Science & Design 6th Sem, visit CSD 6th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

      For all Computer Science & Design results, visit Anna University CSD all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"

      Social Data Mining detailed syllabus for Computer Science & Design (CSD) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the CSD students. […]<\/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":[156],"tags":[],"class_list":["post-56049","post","type-post","status-publish","format-standard","hentry","category-csd"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/56049","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=56049"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/56049\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=56049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=56049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=56049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}