| Citation: | XIAO Zhuoyu, HE Pei, YU Boet al. A multi-stage approach based on interactive clues driven for design pattern identification[J]. Journal of Beijing University of Aeronautics and Astronautics, 2017, 43(9): 1746-1756. doi: 10.13700/j.bh.1001-5965.2016.0750(in Chinese)
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Aimed at inaccuracy and difficulty to extend the traditional design pattern automatic detection method, and in order to improve the accuracy of the design pattern instance recovery, an interactive clue-driven approach for design pattern detection was presented. Concept of clue was introduced based on the constraint satisfaction problem (CSP) of traditional design pattern detection, and expert experience feedback mechanism was proposed by investigation. The significant clues were converted into the information based on CSP in the refining stage, the clues were classified by information characteristics, and the clues were added in design pattern detection process until the candidate sets of design pattern instance were produced. Experimental results show that the proposed method can gradually reduce the false negative results and the false positive results of design pattern detection instance, and further more, the novel method can solve design pattern overlap problem. Compared to the F-score index of other well-known algorithms, the proposed method shows better detection effect.
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