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基于评论文本和融入专业度评分的跨域混合推荐
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作者 陈昊峰 刘学军 王步美 《计算机工程与设计》 北大核心 2024年第3期755-761,共7页
为解决基于用户评论文本的跨域推荐方法产生的评论信息稀疏性问题,提出一种基于评论文本和融入专业度评分的跨域混合推荐方法。采用注意力机制和门控机制对评论文本进行方面特征抽取,构建全局跨域方面相关矩阵进行匹配,结合评论文本中... 为解决基于用户评论文本的跨域推荐方法产生的评论信息稀疏性问题,提出一种基于评论文本和融入专业度评分的跨域混合推荐方法。采用注意力机制和门控机制对评论文本进行方面特征抽取,构建全局跨域方面相关矩阵进行匹配,结合评论文本中的评分信息,生成一个跨域粗矩阵以降低原始评分矩阵的稀疏度。为强调不同用户对项目评分的重要性,引入用户专业度细化聚合后用户对项目的评分。实验结果表明,该方法可以提高推荐的准确性。 展开更多
关键词 深度学习 冷启动 评分推荐 跨域推荐 专业度 注意力机制 数据稀疏
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Safety evaluation for railway vehicles using an improved indirect measurement method of wheel–rail forces 被引量:8
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作者 Jing Zeng Lai Wei Pingbo Wu 《Journal of Modern Transportation》 2016年第2期114-123,共10页
The wheel-rail force measurement is of great importance to the condition monitoring and safety evaluation of railway vehicles. In this paper, an improved indirect method for wheel-rail force measurement is proposed to... The wheel-rail force measurement is of great importance to the condition monitoring and safety evaluation of railway vehicles. In this paper, an improved indirect method for wheel-rail force measurement is proposed to evaluate the running safety of railway vehicles. In this method, the equilibrium equations of a suspended wheelset are derived and the wheel-rail forces are then be obtained from measured suspension and inertia forces. This indirect method avoids structural modifications to the wheelset and is applicable to the long-term operation of railway vehicles. As the wheel-rail lateral forces at two sides of the wheelset are difficult to separate, a new derailment criterion by combined use of wheelset derailment coefficient and wheel unloading ratio is proposed. To illustrate its effectiveness, the indirect method is applied to safety evaluation of rail- way vehicles in different scenarios, such as the cross wind safety of a high-speed train and the safety of a metro vehicle with hunting motions. Then, the feasibility of using this method to identify wheel-rail forces for low-floor light rail vehicles with resilient wheels is discussed. The values identified by this method is compared with that by Simpack simulation for the same low-floor vehicle, which shows a good coincidence between them in the time domain of the wheelset lateral force and the wheel-rail vertical force. In addition, use of the method to determine the high-frequency wheel-rail interaction forces reveals that it is possible to identify the high-frequency wheel-rail forces through the accelerations on the axle box. 展开更多
关键词 Wheel-rail force Safety evaluation - Indirect method Union safety domain Wheelset derailment coefficient Hunting motions cross wind Low-floor vehicle
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跨领域才能与IT治理模式选择研究
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作者 关婕 《经济经纬》 CSSCI 北大核心 2013年第3期113-118,共6页
笔者对员工跨领域才能与IT治理模式选择的关系进行了探讨,并基于实地调研数据,实证分析了二者的关系。结果显示,当业务管理人员具有跨领域才能时,倾向于采用分权型IT治理模式;不具有跨领域才能时,则倾向于采用集权型IT治理模式。IT专业... 笔者对员工跨领域才能与IT治理模式选择的关系进行了探讨,并基于实地调研数据,实证分析了二者的关系。结果显示,当业务管理人员具有跨领域才能时,倾向于采用分权型IT治理模式;不具有跨领域才能时,则倾向于采用集权型IT治理模式。IT专业人员具有跨领域才能时,倾向于采用集权型IT治理模式;不具有跨领域才能时,倾向于采用分权型IT治理模式。当双方都具有跨领域才能时,将采取混合型IT治理模式;而双方都不具有跨领域才能时,则需要相互沟通合作。 展开更多
关键词 IT专业人员 业务管理人员 跨领域才能 IT治理模式
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