Download Advances in Intelligent Data Analysis Reasoning about Data: by David J. Hand (auth.), Xiaohui Liu, Paul Cohen, Michael PDF

By David J. Hand (auth.), Xiaohui Liu, Paul Cohen, Michael Berthold (eds.)

This e-book constitutes the refereed lawsuits of the second one foreign Symposium on clever information research, IDA-97, held in London, united kingdom, in August 1997.
The quantity offers 50 revised complete papers chosen from a complete of 107 submissions. additionally integrated is a keynote, clever info research: matters and possibilities, by means of David J. Hand. The papers are prepared in sections on exploratory facts research, preprocessing and instruments; category and have choice; clinical purposes; gentle computing; wisdom discovery and knowledge mining; estimation and clustering; information caliber; qualitative models.

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Example text

Note that Markovian assumption in this paper regarding DBN representation of historical dependencies can be relaxed so that higher order historical dependencies can be represented [54]. For obfuscation detection, the more an agent knows about a user, the preciser the corresponding model is, the more probably the lies from the user will be detected by the agent. However, for obfuscation recommendation, an agent Aa needs a DBN model which represents and reasons about the uncertain knowledge of the adversarial agent Ab about the user Ua .

Jk discloses the substring ”Miller, Flori” of a customer name and we have only one Miller from Florida in our customer database R, we know that this Miller belongs to R ∩ S and that further information units jk+1 and jk+2 will disclose ”d” and ”a”. Therefore, the information units used during the exchange process are not independent. Sovereign Information Sharing Among Malicious Partners 23 For this reason, if non-independent information units are used, a party can sometimes conclude more than one information unit while the other party may not necessarily know which data is meant.

With the aid of the model, John believes being in downtown is a reasonable answer. John is glad to tell Alice that he is in downtown, and Alice is satisfied with the answer. The answer suggested by the model is an obfuscation by falsification (John is actually in uptown now). However, from Alice’s perspective, the answer is pretty reasonable. g. telling Alice he is at home or in the Gym). With the model, these poorly obfuscated answers could be detected by Alice. 93% next day. 57% next day. 33%.

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