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| <html><font color="red"> <b>The Golden Rule of XXXX: </b></font></html> No member of the XXXX community shall take unfair advantage of any other member of the XXXX community. | <html><font color="red"> <b>The Golden Rule of XXXX: </b></font></html> No member of the XXXX community shall take unfair advantage of any other member of the XXXX community. | ||
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| ====== Course Description ====== | ====== Course Description ====== | ||
| - | This course introduces fundamental as well as applied computational techniques for collaborative and collective intelligence of group behaviours on the Internet. The course topics include, but are not limited to: web intelligence, web data mining, knowledge discovery on the web, web analytics, web information retrieval, learning to rank, ranking algorithms, relevance feedback, collaborative filtering, recommender systems, human/social computation, social games, opinion mining, sentiment analysis, models and theories about social networks, large graph and link-based algorithms, social marketing, monetization of the web, security/privacy issues related to web intelligence and social computing, etc. | + | This course introduces fundamental as well as applied computational techniques for collaborative and collective intelligence of group behaviours on the Internet. The emphasis of the course is on data mining and knowledge discovery of social interactions, signals and data that are the byproduct of social media services such as search engines, social network sites, blogs, micro-blogs, wikis, etc. The course topics include, but are not limited to: web data mining, knowledge discovery on the web, web analytics, web information retrieval, ranking algorithms, recommender systems, human computation, models and theories about social networks, large graph and link-based algorithms, social marketing, monetization of the web, security/privacy issues related to social computing, etc. |
| ===== Learning Objectives ===== | ===== Learning Objectives ===== | ||
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| ^ Week ^ Date ^ Topics ^ Tutorials ^ Homework & Events ^ Resources ^ | ^ Week ^ Date ^ Topics ^ Tutorials ^ Homework & Events ^ Resources ^ | ||
| | 1 | 7/9 | Introduction to Web Intelligence and Social Computing\\ Web 2.0\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-01-Introduction.pdf|01-Introduction.pdf]] | Tutorial on Python | | [[http://www.cse.cuhk.edu.hk/~king/PUB/podcasts/Tim%20O'Reilly%20on%20Web%202.0.mp3|Tim O'Reilly on Web 2.0, The Economist, 20/3/2009]] | | | 1 | 7/9 | Introduction to Web Intelligence and Social Computing\\ Web 2.0\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-01-Introduction.pdf|01-Introduction.pdf]] | Tutorial on Python | | [[http://www.cse.cuhk.edu.hk/~king/PUB/podcasts/Tim%20O'Reilly%20on%20Web%202.0.mp3|Tim O'Reilly on Web 2.0, The Economist, 20/3/2009]] | | ||
| - | | 2 | 14/9 | Introduction to Web Intelligence and Social Computing\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PUB/CSC4170-090914-01.aiff|Podcast090914-01]] | {{:teaching:csc4170:web-crawler.ppt|Regular Expressions Web Crawler}} | | [[http://www.analytictech.com/networks.pdf|Introduction to Social Networks]] | | + | | 2 | 14/9 | Introduction to Web Intelligence and Social Computing | {{:teaching:csc4170:web-crawler.ppt|Regular Expressions Web Crawler}} | | [[http://www.analytictech.com/networks.pdf|Introduction to Social Networks]] | |
| - | | 3 | 21/9 | Social Networks-Theory\\ Graph Theory\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-02-SNA.pdf|02-SNA.pdf]] <hi #ff0000>OLD!</hi> \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-02-SNA-01.pdf|02-SNA-01.pdf]] <hi #ff0000>OLD!</hi>\\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-02-SNA-02.pdf|02-SNA-02.pdf]] <hi #ffff00>NEW!</hi> | {{:teaching:csc4170:graph_visualization.ppt|Graph Visualization}} | [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/hw1_09.pdf|HW #1]]\\ (<hi yellow>Due on or before 6:30 pm, Friday, 2 October, 2009</hi>)\\ {{:teaching:csc4170:csc4170-asgn1-noname1207.xls|grading-asgn1}} | [[http://si.umich.edu/~rfrost/courses/SI110/readings/In_Out_and_Beyond/Granovetter.pdf|SWT Theory]] | | + | | 3 | 21/9 | Social Networks-Theory\\ Graph Theory\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-02-SNA-02.pdf|02-SNA-02.pdf]] <hi #ffff00>NEW!</hi> | {{:teaching:csc4170:graph_visualization.ppt|Graph Visualization}} | | [[http://si.umich.edu/~rfrost/courses/SI110/readings/In_Out_and_Beyond/Granovetter.pdf|SWT Theory]] | |
| - | | 4 | 28/9 | Graph Mining \\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-03-GraphMining-01.pdf|03-GraphMining-01.pdf]] \\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PUB/CSC4170-090928-01.aiff|Podcast090928-01]]\\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PUB/CSC4170-090929-01.aiff|Podcast090929-01]] | Graph Mining Algorithms\\ {{:teaching:csc4170:hits.ppt|}} | | [[http://demonstrations.wolfram.com/SamplesOfRandomGraphs/|Generating Random Graphs]]\\ [[http://www.geocities.com/dharwadker/clique/|The Clique Algorithm]] | | + | | 4 | 28/9 | Graph Mining \\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-03-GraphMining-01.pdf|03-GraphMining-01.pdf]] | Graph Mining Algorithms\\ {{:teaching:csc4170:hits.ppt|}} | | [[http://demonstrations.wolfram.com/SamplesOfRandomGraphs/|Generating Random Graphs]]\\ [[http://www.geocities.com/dharwadker/clique/|The Clique Algorithm]] | |
| - | | 5 | 5/10 | Link Analysis\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-04-LinkAnalysis-01.pdf|04-LinkAnalysis-01.pdf]] <hi #ffff00>NEW!</hi>\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PUB/CSC4170-091006-01.aiff|Podcast091006-01]] | PageRank, HITS, etc. | [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/hw2_09.pdf|HW #2]]\\ {{:teaching:csc4170:hw2_sampleanswer.pdf|hw2 sample answer}}\\ {{:teaching:csc4170:csc4170-asgn2-noname1207.xls|grading-asgn2}}\\ {{:teaching:csc4170:programming1_09.pdf|HW Programming #1}} {{:teaching:csc4170:newprogramming1_testcases.rar|HW Programming #1 Testcases}} \\ \\ (<hi yellow>Due on or before 6:30 pm, Monday, 19 October, 2009</hi>)\\ {{:teaching:csc4170:csc4170-programming-noname1207.xls|grading-programming}} | [[http://nlp.stanford.edu/IR-book/|Introduction to Information Retrieval]] | | + | | 5 | 5/10 | Link Analysis\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-04-LinkAnalysis-01.pdf|04-LinkAnalysis-01.pdf]] <hi #ffff00>NEW!</hi> | PageRank, HITS, etc. | | [[http://nlp.stanford.edu/IR-book/|Introduction to Information Retrieval]] | |
| - | | 6 | 12/10 | Learning to Rank\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-05-Learning2Rank-01.pdf|05-Learning2Rank-01.pdf]] <hi #ff0000>OLD!</hi>\\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-05-Learning2Rank-02.pdf|05-Learning2Rank-02.pdf]] <hi #ffff00>NEW!</hi>\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PUB/CSC4170-091012-01.aiff|Podcast091012-01]]\\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PUB/CSC4170-091013-01.aiff|Podcast091013-01]] | {{:teaching:csc4170:pagerank.ppt|PageRank}} | {{:teaching:csc4170:project_09.pdf|Project Specification}} \\ {{:teaching:csc4170:ml-data_0.zip|Movie Dataset}} \\ | | | + | | 6 | 12/10 | Learning to Rank\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-05-Learning2Rank-02.pdf|05-Learning2Rank-02.pdf]] <hi #ffff00>NEW!</hi>\\ | {{:teaching:csc4170:pagerank.ppt|PageRank}} | {{:teaching:csc4170:project_09.pdf|Project Specification}} \\ {{:teaching:csc4170:ml-data_0.zip|Movie Dataset}} \\ | | |
| | 7 | 19/10 | Recommender Systems I \\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-06-Recommender-01.pdf|06-Recommender-01.pdf]] | {{:teaching:csc4170:evaluation.ppt|Evaluation Methods}} | | | | | 7 | 19/10 | Recommender Systems I \\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-06-Recommender-01.pdf|06-Recommender-01.pdf]] | {{:teaching:csc4170:evaluation.ppt|Evaluation Methods}} | | | | ||
| - | | 8 | 26/10 | Recommender Systems II\\ Query Expansion\\ \\ [[http://www.cse.cuhk.edu.hk/~king/PUB/CIKM2008-QuerySuggestion.pdf|CIKM2008 Query Suggestion]] | {{:teaching:csc4170:deng_entropybiasedmodel_sigir_talk.ppt|QF/IQF}} | {{:teaching:csc4170:hw3_09R.pdf|HW #3}}\\ (<hi yellow>Due: Monday,23 November,18:30</hi>) | | | + | | 8 | 26/10 | Recommender Systems II\\ Query Expansion\\ \\ [[http://www.cse.cuhk.edu.hk/~king/PUB/CIKM2008-QuerySuggestion.pdf|CIKM2008 Query Suggestion]] | {{:teaching:csc4170:deng_entropybiasedmodel_sigir_talk.ppt|QF/IQF}} | | | |
| | 9 | 2/11 | Human Computation/Social Games\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-07-HumanComputation-01.pdf|07-HumanComputation-01.pdf]] <hi #ffff00>NEW!</hi> | {{:teaching:csc4170:humancomputation.ppt|}} | | Guest Speaker | | | 9 | 2/11 | Human Computation/Social Games\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-07-HumanComputation-01.pdf|07-HumanComputation-01.pdf]] <hi #ffff00>NEW!</hi> | {{:teaching:csc4170:humancomputation.ppt|}} | | Guest Speaker | | ||
| | 10 | 9/11 | Crowdsourcing | {{:teaching:csc4170:languagemodel.ppt|language model}} | | | | | 10 | 9/11 | Crowdsourcing | {{:teaching:csc4170:languagemodel.ppt|language model}} | | | | ||
| - | | 11 | 16/11 | Q&A\\ Virtual Communities\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-08-QandA.pdf|CSC4170-08-QandA.pdf]] | Wikis, Blogs, etc. | {{:teaching:csc4170:hw4_09.pdf|HW #4}}\\ (<hi yellow>Due: Friday, 4 December 4, 2009, 18:30</hi>)\\ {{:teaching:csc4170:csc4170-asgn4-noname1208.xls|gradings asgn4}}\\ {{:teaching:csc4170:hw4_sampleanswer.pdf|hw4 sample answer}} | | | + | | 11 | 16/11 | Q&A\\ Virtual Communities\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-08-QandA.pdf|CSC4170-08-QandA.pdf]] | Wikis, Blogs, etc. | | | |
| | 12 | 23/11 | Privacy and Security of Information\\ Education, Policy\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-09-Security.pdf|09-Security.pdf]]\\ <hi #ffff00>NEW!</hi> | | | | | | 12 | 23/11 | Privacy and Security of Information\\ Education, Policy\\ \\ [[http://www.cse.cuhk.edu.hk/~king/csc4170/PDF/CSC4170-09-Security.pdf|09-Security.pdf]]\\ <hi #ffff00>NEW!</hi> | | | | | ||
| - | | 13 | 30/11 | Wrap Up\\ \\ Project Presentations | | | [[http://edutechwiki.unige.ch/en/EduTech_Wiki:Books/Social_computing_in_education|EduTech on Social Computing in Education]] | | + | | 13 | 30/11 | TBA | | | | |
| + | | 14 | 7/12 | TBA | | | | | ||
| + | | 15 | 14/12 | Wrap Up\\ \\ Project Presentations | | | [[http://edutechwiki.unige.ch/en/EduTech_Wiki:Books/Social_computing_in_education|EduTech on Social Computing in Education]] | | ||
| * Web 2.0 | * Web 2.0 | ||
