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Concept Doppler: A weather Tracker For Internet Censorship. Author: Jedidiah R. Crandall, Danial Zinn, Michael Byrd, Earl Barr, Rich East Presented At: 14 th ACM Conference on CCS , 29-Nov 2007 Prepared By: Amit Shrivastava. Motivation.
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Concept Doppler: A weather Tracker For Internet Censorship Author: Jedidiah R. Crandall, Danial Zinn, Michael Byrd, Earl Barr, Rich East Presented At: 14th ACM Conference on CCS , 29-Nov 2007 Prepared By: Amit Shrivastava
Motivation Understanding the relationship between sensitive concepts and blocked keywords will lead to more effective tracking of Internet censorship.
Experiment • Great Firewall of China (GFC) is a system set up by the Chinese government for censoring the Internet. Concept Doppler : An architecture to track the list of keywords that a government uses to censor Internet using GFC (Great firewall of china) • LSA (Latent Semantic analysis) an efficient way to produce a blacklist of censored words via probing.
Internet Censorship in China • Called the “Great Firewall of China,” or “Golden Shield” • IP address blocking • DNS redirection • Legal restrictions • etc… • Keyword filtering • Blog servers, chat, HTTP traffic
Censorship of GET Requests • . RST RST GET falun.html
Locating Filtering Routers • . ICMP Error TTL=1 falun RST RST TTL=2 falun
First Hops • ChinaNET performed 77% of all filtering, and 99.1% of all filtering at the first hop
LSA-Continuation ni,j is the number of occurrences of the considered term in document dj, the denominator is the number of occurrences of all terms in document dj. | D | : total number of documents in the corpus : number of documents where the term ti appears.
LSA-Continuation . the dot product between two term vectors gives the correlation between the terms over the documents. The matrix productXXT contains all these dot products. the matrix XTX contains the dot products between all the document vectors, giving their correlation over the terms.
Result They found 122 key words
Contribution • Paper Provided LSA which is an effective manner for understanding between sensitive concept and blocked keywords which led to more effective tracking of internet censorship.
Weekness • ConceptDoppler functionality not clearly explained. • Author has taken GFC for explaining conceptDoppler but its not certain weather his experiment will be effective in other network as well.
How to improve • Detailed information about functionality of ConceptDoppler. • Novel algorithm for LSA to get complete coverage of blacklist words.
. Thank You