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基于时空正则化流的动态链路预测 被引量:1
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作者 尹彦婷 吴雅婧 +2 位作者 杨雪冰 张文生 袁晓洁 《中国科学:信息科学》 CSCD 北大核心 2024年第7期1692-1708,共17页
动态图作为图的一个重要分支,对节点间关系的动态变化过程具有良好的表达能力.利用动态图对实际关系网络进行建模,并动态预测未来时刻节点间的链路关系成为当前研究热点.然而,由于弱关系现象的存在,加权网络中的动态链路预测面临着重大... 动态图作为图的一个重要分支,对节点间关系的动态变化过程具有良好的表达能力.利用动态图对实际关系网络进行建模,并动态预测未来时刻节点间的链路关系成为当前研究热点.然而,由于弱关系现象的存在,加权网络中的动态链路预测面临着重大挑战.针对这一问题,本文提出了一种基于正则化流的方法DynWFlow(dynamic weight flow).该方法能够从生成角度出发,自适应地评价节点间链路信息的重要性,从而精准地进行链路特征的抽取,有效地解决了动态链路预测问题.特别地,对于弱关系情况,提出利用邻居节点集权重的相似程度来评估不同链接关系的重要程度,实现对节点间隐含关系的进一步捕获.在多个领域大量真实数据的实验结果表明,所提出的基于正则化流的动态链路预测方法DynWFlow的性能明显优于其他预测算法. 展开更多
关键词 动态链路预测 正则化流 动态图 时空表示 图嵌入
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Factors influencing farmer willingness to plant forage triticale in winter fallow fields in Northern China:An example from central Shanxi Province
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作者 Qishen Jiang Haibin Dong +4 位作者 Qidong Li Zongxian Zhang Changyu Gao yanting yin Xiangyang Hou 《Grassland Research》 2024年第3期290-298,共9页
Background:Using winter fallow fields for plant forage is important to ensure food security.Forage triticale(×Triticosecale)has higher yields than other available forage crops and can be planted widely in winter ... Background:Using winter fallow fields for plant forage is important to ensure food security.Forage triticale(×Triticosecale)has higher yields than other available forage crops and can be planted widely in winter fallow fields.Recently,the planted area of forage triticale in Shanxi Province,China,has exceeded 3500 ha;however,problems such as low farmer willingness to plant(WTP)winter forage still remain.Methods:A total of 219 farmers were surveyed in Taiyuan,Lvliang,and Jinzhong.We analyzed the factors influencing farmer WTP forage triticale,focusing on personal,family,land,and cognition characteristics.We used a binary logistic regression model to quantify the influence of various factors on farmer behavior and conducted a robustness check and heterogeneity analysis.Results:“Age”was negatively correlated with farmer WTP—farmers 50 years of age and older showed less WTP.“Land lease situation”was also negatively correlated with WTP.Factors that positively correlated with WTP were“land areas,”“raising of livestock,”“size of labor force,”and“development prospect.”Conclusions:Many farmers are over 50 years of age,land lessors,and have low WTP winter forage.Farmers who raise livestock and have large labor forces,huge land areas,and good cultivation prospects have a high WTP.This study identifies the factors influencing farmers'WTP to assist in the development of the forage triticale industry in the study region,improving land resource utilization and efficiency.The findings are likely to have wider relevance and application. 展开更多
关键词 binary logistic regression analysis factors influencing farmer decisions farmer willingness to plant FARMERS forage triticale
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