期刊文献+
共找到2篇文章
< 1 >
每页显示 20 50 100
面向群组用户时序行为的动态推荐算法 被引量:2
1
作者 温雯 刘芳 +1 位作者 蔡瑞初 郝志峰 《计算机应用》 CSCD 北大核心 2021年第1期60-66,共7页
针对现实系统中用户偏好随时间动态变化且一个用户ID背后可能是一个家庭的多个成员在共用的问题,提出一种为这类隐含多个类型成员行为的群组用户解决其偏好随时间而变化的动态推荐算法。首先,假设用户的历史行为数据包括曝光数据和点击... 针对现实系统中用户偏好随时间动态变化且一个用户ID背后可能是一个家庭的多个成员在共用的问题,提出一种为这类隐含多个类型成员行为的群组用户解决其偏好随时间而变化的动态推荐算法。首先,假设用户的历史行为数据包括曝光数据和点击数据,并通过学习当前时刻下群组用户的各类型角色权重来判别当前成员角色;其次,根据曝光数据提出两种设计思路来构造流行度模型,并采用逆倾向评分加权方法来平衡训练数据;最后,利用矩阵分解技术得出随时间变化的用户潜在偏好因子和物品潜在属性因子,计算两者内积后得出用户随时间变化的Top-K偏好推荐。实验结果表明,该算法在召回率、平均精度均值(MAP)、归一化折损累计增益(NDCG)这三个指标上一天24个时刻中均能有至少16个时刻的表现优于基准方法,并能缩短运行时间,降低计算的时间复杂度. 展开更多
关键词 群组用户 曝光数据 时序行为 矩阵分解 偏好推荐
下载PDF
Spatio-temporal changes of exposure and vulnerability to floods in China 被引量:1
2
作者 WANG Yan-Jun GAO Chao +3 位作者 ZHAI Jian-Qing LI Xiu-Cang SU Bu-da HARTMANN Heike 《Advances in Climate Change Research》 SCIE 2014年第4期197-205,共9页
A socio-economic data set on China's historical flood losses for the period 1984--2012 was compiled to analyze the exposed population, economy, and crop area as well as the vulnerabilities of the population and econo... A socio-economic data set on China's historical flood losses for the period 1984--2012 was compiled to analyze the exposed population, economy, and crop area as well as the vulnerabilities of the population and economy to floods. The results revealed that the exposed population was approximately 126 persons km-2 per year when taking China as a whole; in terms of the economy, potential losses due to floods were estimated to be approximately 1.49 million C/W4 km 2 and the crop area exposed to floods covered 153 million hm2 per year. China's total exposure to floods significantly increased over the analysis period. The areas that showed the higher exposure were mainly located along the east coast. The population's vulnerability to floods showed a significantly increasing trend, however, the economic vulnerability showed a decreasing trend. The populations and economies that were most vulnerable to floods were in Hunan, Anhui, Chongqing, Jiangxi, and Hubei provinces. The municipalities of Shanghai, Beijing, and Tianjin showed the lowest vulnerabilities to floods. 展开更多
关键词 EXPOSURE VULNERABILITY Flood disaster Spatio-temporal changes China
下载PDF
上一页 1 下一页 到第
使用帮助 返回顶部