Granular Computing And Sequential Three-Way Decisions

Proceedings of the 8th International Conference on Rough Sets and Knowledge Technology - Volume 8171(2013)

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摘要
Real-world decision making typically involves the three options of acceptance, rejection and non-commitment. Three-way decisions can be motivated, interpreted and implemented based on the notion of information granularity. With coarse-grained granules, it may only be possible to make a definite decision of acceptance or rejection for some objects. A lack of detailed information may make a definite decision impossible for some other objects, and hence the third non-commitment option is used. Objects with a non-commitment decision may be further investigated by using fine-grained granules. In this way, multiple levels of granularity lead naturally to sequential three-way decisions.
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关键词
Incorrect Decision, Information Granulation, Granular Computing, Information Granularity, Decision Tree Induction Algorithm
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