Optimal Scale Combination Selection Integrating Three-Way Decision With Hasse Diagram

Multi-scale decision system (MDS) is an effective tool to describe hierarchical data in machine learning. Optimal scale combination (OSC) selection and attribute reduction are two key issues related to knowledge discovery in MDSs. However, searching for all OSCs may result in a combinatorial explosi...

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Veröffentlicht in:	IEEE transaction on neural networks and learning systems 2022-08, Vol.33 (8), p.3675-3689
Hauptverfasser:	Zhang, Qinghua, Cheng, Yunlong, Zhao, Fan, Wang, Guoyin, Xia, Shuyin
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Combinatorial analysis Complexity theory Computer applications Computing time Hasse diagram Machine learning multi-scale decision system optimal scale combination Optimization Reduction Rough sets Search problems Searching three-way decision Uncertainty
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