为进一步优化重叠社区检测算法,提出了一种新的基于度和节点聚类系数的节点重要性定义,按照节点重要性降序更新节点,固定节点更新策略,提高社区检测的稳定性。在此基础上,提出了一种基于图嵌入和多标签传播的重叠社区检测算法(overlappi...为进一步优化重叠社区检测算法,提出了一种新的基于度和节点聚类系数的节点重要性定义,按照节点重要性降序更新节点,固定节点更新策略,提高社区检测的稳定性。在此基础上,提出了一种基于图嵌入和多标签传播的重叠社区检测算法(overlapping community detection based on graph embedding and multi-label propagation algorithm,OCD-GEMPA)。该算法结合node2vec模型对节点进行低维向量表示,构建节点之间的权重值矩阵,根据权重值计算标签归属系数,据此选择标签,避免了随机选择问题。在真实数据集和人工合成数据集上对该算法进行实验验证。实验结果表明,与其他重叠社区检测算法相比,OCD-GEMPA在EQ和NMI这两个指标都有明显提升,具有更好的准确性和稳定性。展开更多
Climate change and human activities such as overgrazing and rapid development of tourism simultaneously affected the vegetation of the Zoige Plateau.However,the spatiotemporal variations of vegetation and the relative...Climate change and human activities such as overgrazing and rapid development of tourism simultaneously affected the vegetation of the Zoige Plateau.However,the spatiotemporal variations of vegetation and the relative contributions of climate change and human activities to these vegetation dynamics remain unclear.Therefore,clarifying how and why the vegetation on the Zoige Plateau changed can provide a scientific basis for the sustainable development of the region.Here,we investigate NDVI trends using the Normalized Difference Vegetation Index(NDVI)as an indicator of vegetation greenness and distinguish the relative effects of climate changes and human activities on vegetation changes by utilizing residual trend analysis and the Geodetector.We find a tendency of vegetation greening from 2001 to 2020,with significant greening accounting for 21.44%of the entire region.However,browning area expanded rapidly after 2011.Warmer temperatures are the primary driver of vegetation changes in the Zoige Plateau.Climatic variations and human activities were responsible for 65.57%and 34.43%of vegetation greening,and 39.14%and 60.86%of vegetation browning,respectively,with browning concentrated along the Yellow,Black and White Rivers.Compared to 2001-2010,the inhibitory effect of human activity and climate fluctuations on vegetation grew dramatically between 2011 and 2020.展开更多
文摘为进一步优化重叠社区检测算法,提出了一种新的基于度和节点聚类系数的节点重要性定义,按照节点重要性降序更新节点,固定节点更新策略,提高社区检测的稳定性。在此基础上,提出了一种基于图嵌入和多标签传播的重叠社区检测算法(overlapping community detection based on graph embedding and multi-label propagation algorithm,OCD-GEMPA)。该算法结合node2vec模型对节点进行低维向量表示,构建节点之间的权重值矩阵,根据权重值计算标签归属系数,据此选择标签,避免了随机选择问题。在真实数据集和人工合成数据集上对该算法进行实验验证。实验结果表明,与其他重叠社区检测算法相比,OCD-GEMPA在EQ和NMI这两个指标都有明显提升,具有更好的准确性和稳定性。
基金partially financed by the National Natural Science Foundation of China(Grant No.42201439)Natural Science Foundation of Sichuan Provincial Department of Science and Technology(Grant No.2022NSFSC1082)Key Laboratory of Smart Earth(No.KF2023YB02-12).
文摘Climate change and human activities such as overgrazing and rapid development of tourism simultaneously affected the vegetation of the Zoige Plateau.However,the spatiotemporal variations of vegetation and the relative contributions of climate change and human activities to these vegetation dynamics remain unclear.Therefore,clarifying how and why the vegetation on the Zoige Plateau changed can provide a scientific basis for the sustainable development of the region.Here,we investigate NDVI trends using the Normalized Difference Vegetation Index(NDVI)as an indicator of vegetation greenness and distinguish the relative effects of climate changes and human activities on vegetation changes by utilizing residual trend analysis and the Geodetector.We find a tendency of vegetation greening from 2001 to 2020,with significant greening accounting for 21.44%of the entire region.However,browning area expanded rapidly after 2011.Warmer temperatures are the primary driver of vegetation changes in the Zoige Plateau.Climatic variations and human activities were responsible for 65.57%and 34.43%of vegetation greening,and 39.14%and 60.86%of vegetation browning,respectively,with browning concentrated along the Yellow,Black and White Rivers.Compared to 2001-2010,the inhibitory effect of human activity and climate fluctuations on vegetation grew dramatically between 2011 and 2020.
