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WDS:基于词向量的文本相似函数 被引量:1
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作者 王路琪 龙军 袁鑫攀 《计算机科学》 CSCD 北大核心 2018年第B11期113-116,共4页
为进一步提高文本相似度计算的准确性,在系统相似函数的架构下,提出了基于词向量的文本相似函数WDS(Word Documents Similarity)及其优化算法FWDS(Fast Word Documents Similarity)。该函数将文本词语集合对应的词向量集合看作系统,将... 为进一步提高文本相似度计算的准确性,在系统相似函数的架构下,提出了基于词向量的文本相似函数WDS(Word Documents Similarity)及其优化算法FWDS(Fast Word Documents Similarity)。该函数将文本词语集合对应的词向量集合看作系统,将词语对应的词向量看作系统的元素,则两个文本相似度就是两个向量集合的相似度。在具体计算时,以第一个向量集合为标准进行两个向量集合的对齐操作,同时计算相似元与非相似元的多个参数。实验结果表明,随着文本长度的增加,与WMD和WJ算法相比,WDS表现出了较高的命中率。 展开更多
关键词 文本相似 词向量 系统相似函数 相似 权值
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Similarity measure application to fault detection of flight system 被引量:5
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作者 KIM J +4 位作者 H LEE S H 王洪梅 《Journal of Central South University》 SCIE EI CAS 2009年第5期789-793,共5页
Fault detection technique is introduced with similarity measure. The characteristics of conventional similarity measure based on fuzzy number are discussed. With the help of distance measure, similarity measure is con... Fault detection technique is introduced with similarity measure. The characteristics of conventional similarity measure based on fuzzy number are discussed. With the help of distance measure, similarity measure is constructed explicitly. The designed distance-based similarity measure is applicable to general fuzzy membership functions including non-convex fuzzy membership function, whereas fuzzy number-based similarity measure has limitation to calculate the similarity of general fuzzy membership functions. The applicability of the proposed similarity measure to general fuzzy membership structures is proven by identifying the definition. To decide fault detection of flight system, the experimental data (pitching moment coefficients and lift coefficients) are transformed into fuzzy membership functions. Distance-based similarity measure is applied to the obtained fuzzy membership functions, and similarity computation and analysis are obtained with the fault and normal operation coefficients. 展开更多
关键词 similarity measure fuzzy number distance non-convex membership function
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