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1 year ago in Applied Mathematics By Akshatha Patel

Can Rough Set Theory handle rule generation with multiple decision attributes?

Is Rough Set Theory capable of effectively managing and extracting rules from systems characterized by multi-dimensional decision spaces?

SetTheory

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By Fathima M Answered 9 months ago

Yes, it can be extended. Standard RST typically deals with one decision attribute. For multiple decisions, you can:
1) Decompose the problem into multiple single-decision tables and combine rules.
2) Use Dominance-based Rough Set Approach (DRSA) for ordered, multi-criteria decisions.
3) Treat the set of decision attributes as a composite and define equivalence classes over it, then proceed with attribute reduction and rule induction on this composite.

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Can Rough Set Theory handle rule generation with multiple decision attributes?

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