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考慮多種特征因素的設(shè)計模式自動識別

發(fā)布時間:2018-05-16 08:49

  本文選題:設(shè)計模式識別 + 識別準確率。 參考:《北京郵電大學(xué)學(xué)報》2017年05期


【摘要】:現(xiàn)有的設(shè)計模式自動識別方法大多只考慮設(shè)計模式的結(jié)構(gòu)特征,識別準確率不高.為此,提出了一種考慮多種特征因素的設(shè)計模式自動識別方法.首先,提出了一種基于特征矩陣的待考查系統(tǒng)和設(shè)計模式的形式化描述方法;然后,給出了設(shè)計模式自動識別的基本流程,并詳細討論了綜合考慮多種特征因素的設(shè)計模式識別算法;最后,實現(xiàn)了該方法的支撐工具,并使用該工具對一個開源項目進行了設(shè)計模式的識別.實驗結(jié)果表明,相對于只考慮結(jié)構(gòu)特征的設(shè)計模式識別方法,該方法的識別準確率較高.對于結(jié)構(gòu)特征不夠明顯或者與其他模式具有相似結(jié)構(gòu)特征的設(shè)計模式,識別準確率明顯提升.
[Abstract]:Most of the existing design pattern recognition methods only consider the structural features of the design pattern, and the recognition accuracy is not high. For this reason, a design pattern automatic recognition method considering multiple feature factors is proposed. Firstly, a formal description method of the system to be examined and the design pattern based on the feature matrix is proposed, and then, the basic flow chart of the automatic recognition of the design pattern is given. Finally, the supporting tool of the method is implemented, and the design pattern recognition of an open source project is carried out by using the tool. The experimental results show that the recognition accuracy of this method is higher than that of the design pattern recognition method which only considers the structural features. For the design pattern whose structural features are not obvious enough or have similar structural characteristics with other patterns, the recognition accuracy is improved obviously.
【作者單位】: 中國礦業(yè)大學(xué)(北京)機電與信息工程學(xué)院;中國石油大學(xué)(北京)地球物理與信息工程學(xué)院;
【基金】:國家自然科學(xué)基金項目(60873093) 國家重點基礎(chǔ)研究發(fā)展計劃(973計劃)項目(2013CB228602)
【分類號】:TP391.4
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本文編號:1896207

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