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基于零模型的社区检测基准网络构造及应用 被引量:1
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作者 任宏菲 肖婧 +1 位作者 崔文阔 许小可 《电子科技大学学报》 EI CAS CSCD 北大核心 2019年第3期440-448,共9页
社区检测对于探索挖掘复杂网络的结构特性具有重要意义,社区检测算法性能对于检测结果具有重要影响。目前用于衡量社区检测算法性能的基准测试网络较为单一,主要包括人工合成网络和真实世界网络。由于真实世界网络中通常缺乏已知社区结... 社区检测对于探索挖掘复杂网络的结构特性具有重要意义,社区检测算法性能对于检测结果具有重要影响。目前用于衡量社区检测算法性能的基准测试网络较为单一,主要包括人工合成网络和真实世界网络。由于真实世界网络中通常缺乏已知社区结构信息,人工合成网络成为衡量算法性能的主要途径,但普遍存在网络微观特性不可调且与真实世界网络差异较大、对检测算法区分度不高、无法更改局部网络结构等问题。为提升人工合成网络性能,该文提出基于零模型的基准测试网络构造方法,首先设计了能够保持中尺度特性的零模型,提升网络微观特性调整灵活度,使其更逼近真实世界网络结构特性;其次设计了能够调整社区结构强弱的零模型,提升网络社区检测的评价准确性;最后设计了能够调整局部拓扑结构的零模型,有效衡量局部社区结构特性变化对于整体网络结构及检测算法性能的重要性。实验结果表明,基于零模型的构造方法能够有效提升基准测试网络的多样性和灵活性,更加逼近真实世界网络特性,因此更能满足对于社区检测算法性能的评价需求,对于提升复杂网络社区检测性能具有重要意义。 展开更多
关键词 社区检测 复杂网络 零模型 基准网络
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Navigation Route Based Stable Clustering for Vehicular Ad Hoc Networks
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作者 Zhiwei Yang Weigang Wu +2 位作者 Yishun Chen Xiaola Lin Xiang Chen 《China Communications》 SCIE CSCD 2018年第3期42-56,共15页
Due to high node mobility, stability has been always one of the major concerns of vehicle clustering algorithms in vehicular ad hoc networks. In this paper, we propose a novel clustering algorithm based on the informa... Due to high node mobility, stability has been always one of the major concerns of vehicle clustering algorithms in vehicular ad hoc networks. In this paper, we propose a novel clustering algorithm based on the information of routes planned by vehicular navigation systems. In the clustering algorithm, we design a residual route time function to quantitatively calculate the overlapping time among vehicles based on route information, with which a novel clusterhead selection metric is presented. We further design a mechanism of future-clusterhead, which can help avoid message exchanges at intersections and reduce the overhead of cluster maintenance. The simulation results show that, compared with previous works, our clustering algorithm can achieve higher stability and at the same time lower communication cost. 展开更多
关键词 VANET CLUSTERING mobile com-puting navigation route ad hoc networks
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基于改进的Mask R-CNN的乳腺肿瘤目标检测研究 被引量:11
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作者 孙跃军 屈赵燕 李毅红 《光学学报》 EI CAS CSCD 北大核心 2021年第2期91-99,共9页
乳腺癌是全球女性死亡率最高的恶性肿瘤之一,早期发现有助于提升患者的存活率。本文利用深度学习中的目标检测网络对乳腺X线图像中的肿瘤病变区域进行定位和分类;然后选取Mask R-CNN网络作为目标检测模型,对Mask R-CNN的基准网络D-Shuff... 乳腺癌是全球女性死亡率最高的恶性肿瘤之一,早期发现有助于提升患者的存活率。本文利用深度学习中的目标检测网络对乳腺X线图像中的肿瘤病变区域进行定位和分类;然后选取Mask R-CNN网络作为目标检测模型,对Mask R-CNN的基准网络D-ShuffleNet进行改进,提出了一种新的网络——Mask R-CNN-II网络,并在Mask R-CNN-II网络中应用迁移学习算法。通过实验验证了Mask R-CNN-II网络比Mask R-CNN网络的检测精度更高,而且验证了所提基准网络、所使用的融合图像的思想以及迁移学习算法是有效的。Mask R-CNN-II有利于提高乳腺肿瘤的定位与分类,可为放射科医生提供辅助诊断意见,具有一定的临床应用价值。 展开更多
关键词 测量 乳腺肿瘤 目标检测 基准网络 迁移学习
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Criminal Law Boundaries for Freedom of Speech in the Online Era
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作者 Liu Yanhong 《Social Sciences in China》 2018年第2期22-39,共18页
Demarcating the boundary between the constitutional right to freedom of speech and online speech crime is a major task before Chinese judiciary.In defining speech crime,we need to draw distinctions between facts and o... Demarcating the boundary between the constitutional right to freedom of speech and online speech crime is a major task before Chinese judiciary.In defining speech crime,we need to draw distinctions between facts and opinions;public and private affairs;and subjective and objective reality.Under the reasonable belief rule,“subjective reality”must be treated as justifiable cause.Given the technological applications and social nature of online media,internet service providers are only obliged to be neutral;they must not indiscriminately be deemed to be guilty of being accomplices or of the crime of nonperformance.In litigation involving speech crime,criminal proceedings must,in principle,be launched on the basis of the actual or presumed wishes of the victim.When a speech act seriously jeopardizes social order and the national interest but the victim is unable to determine whether to lay a charge,a direct public prosecution may be carried out.Finding someone guilty of“seriously jeopardizing law and order and the national interest”must be based on real,material disruption of order and on the fact that the suspect acted deliberately with no legitimate purpose.Minor speech crimes must not be indiscriminately subjected to fixed-term imprisonment,and social media tools serve routine purposes and should not be confiscated without good reason. 展开更多
关键词 freedom of speech online speech crime online charges handled only upon complaint criteria for public prosecutions
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