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Collaborative filtering(CF) has been widely applied to recommender systems,since it can assist users to discover their favorite items.Similarity measurement that measures the similarity between two users or items is critical to CF.However,traditional similarity measurement approaches for memory-based CF can be strongly improved.In this paper,we propose a novel similarity measurement,named Jaccard Uniform Operator Distance(JacUOD),to effectively measure the similarity.Our JacUOD approach aims at unifying similarity comparison for vectors in different multidimensional vector spaces.Compared with traditional similarity measurement approaches,JacUOD properly handles dimension-number difference for different vector spaces.We conduct experiments based on the well-known MovieLens datasets,and take user-based CF as an example to show the effectiveness of our approach.The experimental results show that our JacUOD approach achieves better prediction accuracy than traditional similarity measurement approaches. 相似文献
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研究了层状半导体材料GaSe在强激光激发下基本吸收边和激子的光学非线性,确认激子-激子散射过程及激子屏蔽是引起这种非线性的主要机制。 相似文献
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阐述了用微程序设计思想进行SCADA系统设计的方法,着重叙述了在非多任务操作系统环境下,其设计方法和原理以及微程序设计方法在实际系统中的实现和使用情况。 相似文献
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通过红外光谱、差示热分析谱和核磁共振谱研究了K_2ZnCl_4晶体中OH~-的存在形态.在实验中观察到存在两种不同形态的OH~-,并就其对晶体物理性质的影响作了讨论. 相似文献
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用光调制反射谱(PR)测量了三块应变层 In_xGa_(1-x)As/GaAs 量子阱多重结构样品,每块样品中包含宽度为140、80、50、30和20A的量子阱.在300K和77K的PR谱中观察到各个量子阱的11H和11L光跃迁.根据PR数据用包络函数法进行分析,估算了量子阱中In的成分.在解释300K和77K实验结果时考虑了流体静压形变势常数的温度依赖性.实验和理论最佳符合时求得导带边不连续性在300K为0.7,77K为0.66. 相似文献
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