期刊文献+
共找到2篇文章
< 1 >
每页显示 20 50 100
基于结构熵的属性图异常检测
1
作者 吴江豪 段亮 +2 位作者 岳昆 李昂生 杨培忠 《软件学报》 2025年第11期5031-5044,共14页
属性图越来越多地用于描述带有关联关系的数据,其异常检测日益受到关注.由于属性图具有属性信息丰富、结构信息复杂等特点,存在全局、结构和社区等多种类型的异常,且异常特性往往隐藏于图的深度结构信息中,现有方法仍存在结构信息丢失... 属性图越来越多地用于描述带有关联关系的数据,其异常检测日益受到关注.由于属性图具有属性信息丰富、结构信息复杂等特点,存在全局、结构和社区等多种类型的异常,且异常特性往往隐藏于图的深度结构信息中,现有方法仍存在结构信息丢失、异常节点检测困难等问题.结构信息论使用编码树表示数据中的层次关系、通过最小化结构熵生成不同层次之间的关联,可有效度量图中所蕴含的实质结构,研究基于结构熵的属性图异常检测方法.首先,综合考虑属性图的结构和属性信息,通过最小化图的结构熵,构造属性图的K维编码树,以描述其中的层次社区结构.然后,充分利用编码树中的节点属性和层次社区信息,基于节点间的欧氏距离和连接程度,设计结构异常和属性异常的评分机制,从而确定属性图中的异常节点、检测多种类型的异常.在多个属性图数据集上对所提方法进行对比测试,实验结果表明,所提方法能有效检测属性图的各类异常且显著优于现有方法. 展开更多
关键词 属性图 异常检测 结构信息论 编码树 结构 层次社区结构
在线阅读 下载PDF
Integrating unascertained measurement and information entropy theory to assess blastability of rock mass 被引量:15
2
作者 周健 李夕兵 《Journal of Central South University》 SCIE EI CAS 2012年第7期1953-1960,共8页
Due to the complex features of rock mass blastability assessment systems, an evaluation model of rock mass blastability was established on the basis of the unascertained measurement (UM) theory and the actual charac... Due to the complex features of rock mass blastability assessment systems, an evaluation model of rock mass blastability was established on the basis of the unascertained measurement (UM) theory and the actual characteristics of the project. Considering a comprehensive range of intact rock properties and discontinuous structures of rock mass, twelve main factors influencing the evaluation blastability of rock mass were taken into account in the UM model, and the blastability evaluation index system of rock mass was constructed. The unascertained evaluation indices corresponding to the selected factors for the actual situation were solved both qualitatively and quantitatively. Then, the UM function of each evaluation index was obtained based on the initial data for the analysis of the blastability of six rock mass at a highway improvement cutting site in North Wales. The index weights of the factors were calculated by entropy theory, and credible degree identification (CDI) criteria were established according to the UM theory. The results of rock mass blastability evaluation were obtained by the CDI criteria. The results show that the UM model assessment results agree well with the actual records, and are consistent with those of the fuzzy sets evaluation method. Meanwhile, the unascertained superiority degree of rock mass blastability of samples S1-$6 which can be calculated by scoring criteria are 3.428 5, 3.453 3, 4.058 7, 3.675 9, 3.516 7 and 3.289 7, respectively. Furthermore, the proposed method can take into account large amount of uncertain information in blastability evaluation, which can provide an effective, credible and feasible way for estimating the blastability of rock mass. Engineering practices show that it can complete the blastability assessment systematically and scientifically without any assumption by the proposed model, which can be applied to practical engineering. 展开更多
关键词 rock mass BLASTABILITY unascertained measurement (UM) model information entropy PREDICTION
在线阅读 下载PDF
上一页 1 下一页 到第
使用帮助 返回顶部