Qi Wang’s research while affiliated with Hefei University of Technology and other places

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Publications (1)


Figure 1. System Recognizing Rate with Different Weighting
Table 1 . Discernibility Matrix and Attribute Grade
Attribute Weights Mining for Case-Intelligent System Reasoning on Similarity Rough Sets
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December 2018

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3 Citations

IOP Conference Series Materials Science and Engineering

Jianyang Li

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Qi Wang

Attribute Weights Assignment is an important method to solve real world problems full of uncertainty, for it is difficult to acquire a comprehensive formula theoretically with which so many empirical calculations have to be drilled out of domain experts. Case-Intelligent System based on CBR (case-based reasoning), which is a human creative thinking and useful reasoning model for problem-solving, can acquire prior knowledge from the former stored cases implicating decision strategy empirical and powerful, and construct a flexible system integrated with efficient machine learning methods coping with uncertainty. Attribute weights also are the key for case similarity measurement and optimal case selection in CBR cycle, so the similarity Rough Sets is proposed for case attributes reduction, knowledge obtainment and objective weights acquiring in our case-intelligent system, which performs well in real experiments on decision-making and achieves reasonable explanations.

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Citations (1)


... Overall similarity and partial similarity are used for case retrieval to find potential deficits, where the same cases have the max similarity and have been classified perfectly. By applying feature weights we can put special emphasis on some features for the similarity calculation, which can be seen in our former work [7] to improve the system accuracy and efficiency. ...

Reference:

A Fault Diagnosis System Based on Case Decision Technology for UAV Inspection of Power Lines
Attribute Weights Mining for Case-Intelligent System Reasoning on Similarity Rough Sets

IOP Conference Series Materials Science and Engineering