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Stefanowski, J. On rough set based approaches to induction of decision rules. I n: Skowron, A., Polkowski, L. (Eds.), Rough Sets in Data Mining and Knowledge Discovery, Vol. 1. Physica, Heidelberg, 1998, 500-529.

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Decomposition in Data Mining: An Industrial Case Study - Kusiak (2000)   (1 citation)  (Correct)

....measure to it. 348 IEEE TRANSACTIONS ON ELECTRONICS PACKAGING MANUFACTURING, VOL. 23, NO. 4, OCTOBER 2000 The decision significance measure could be expressed with different metrics, e.g. probability, rule support. For the discussion of various measure of rule significance see [19] and [28]. Note that this decision making algorithm uses rules that have been previously generated with a data mining (learning) algorithm. The object s feature set may not fully match the feature set of any of the individual decision rule, thus resulting in the generation of approximate solution (see ....

....rule extraction algorithm was used to extract rules from the data set in Fig. 6, i.e. eight objects, seven features , and the decision . The rule set is shown in Fig. 7. For the definition of entropy and the discussion of entropy algorithms the reader is referred to [3] and [30] Stefanowski [28] presented a comprehensive survey of algorithms for extraction of rules and their performance. The support for the decision rule varies between 1 and 3. For example, rule 1 applies to objects 2, 5, 8, while rule 2 is supported by object 6. Using the same entropy algorithm, the two rule sets in ....

J. Stefanowski, "On rough set based approaches to induction of decision rules," in Rough Sets in Knowledge Discovery, L. Polkowski and A. Skowron, Eds. Heidelberg, Germany: Physica-Verlag, 1998, pp. 501--529.


Unknown - Or And Ai   (Correct)

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Stefanowski, J. On rough set based approaches to induction of decision rules. I n: Skowron, A., Polkowski, L. (Eds.), Rough Sets in Data Mining and Knowledge Discovery, Vol. 1. Physica, Heidelberg, 1998, 500-529.


On Decomposition for Incomplete Data - Latkowski (2003)   (Correct)

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Stefanowski, J.: On rough set based approaches to induction of decision rules, in: Polkowski and Skowron


On Decomposition for Incomplete Data - Latkowski (2002)   (Correct)

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J. Stefanowski. On rough set based approaches to induction of decision rules. In Polkowski and Skowron [11], pages 500--529.


Constraint Based Incremental Learning of Classification Rules - Wojna   (Correct)

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J. Stefanowski, On rough set based approaches to induction of decision rules, in: L. Polkowski, A. Skowron (editors), Rough sets in knowledge discovery 1, PhysicaVerlag, Heidelberg, 1998, 500-529.

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