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融合DSTM和USTM方法的主题模型 被引量:1
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作者 江雨燕 李平 +1 位作者 王清 李常训 《计算机科学与探索》 CSCD 2014年第5期630-639,共10页
当前监督或半监督隐藏狄利克雷分配(latent Dirichlet allocation,LDA)模型多数采用DSTM(downstream supervised topic model)或USTM(upstream supervised topic model)方式加入额外信息,使得模型具有较高的主题提取和数据降维能力,然... 当前监督或半监督隐藏狄利克雷分配(latent Dirichlet allocation,LDA)模型多数采用DSTM(downstream supervised topic model)或USTM(upstream supervised topic model)方式加入额外信息,使得模型具有较高的主题提取和数据降维能力,然而无法处理包含多种额外信息的学术文档数据。通过对LDA及其扩展模型的研究,提出了一种将DSTM和USTM结合的概率主题模型ART(author&reference topic)。ART模型分别以USTM和DSTM方式构建了文档作者和引用文献的生成过程,因此可以对既包含作者信息又包含引用文献信息的文档进行有效的分析处理。在实验过程中采用Stochastic EM Sampling方法对模型参数进行了学习,并将实验结果与Labeled LDA和DMR模型进行了对比。实验结果表明,ART模型不仅拥有高效的文档主题提取和聚类能力,同时还拥有优良的文档作者判别和引用文献排序能力。 展开更多
关键词 隐藏狄利克雷分配(LDA) 监督主题模型 文档聚类 作者预测 LATENT DIRICHLET allocation (LDA)
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Effects of laser phase transformation hardening parameters on heat input and hardened-bead profile quality of unalloyed titanium 被引量:4
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作者 D.S.BADKAR K.S.PANDEY G.BUVANASHEKARAN 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2010年第6期1078-1091,共14页
Laser transformation hardening(LTH)of unalloyed titanium of 1.6 mm-thick sheet,nearer to ASTM Grade 3 of chemical composition was investigated using 2 kW CW Nd:YAG laser.The effects of laser power(750-1 250 W),scannin... Laser transformation hardening(LTH)of unalloyed titanium of 1.6 mm-thick sheet,nearer to ASTM Grade 3 of chemical composition was investigated using 2 kW CW Nd:YAG laser.The effects of laser power(750-1 250 W),scanning speed(1 000-3 000 mm/min)and focal point position(from-10 to-30 mm)on the heat input,and hardened-bead geometry(i.e.hardened bead width(HBW),hardened depth(HD)and angle of entry of hardened bead profile with the surface(AEHB))were investigated using response surface methodology(RSM).The experimental plan is based on Box-Behnken design matrix method.Linear and quadratic polynomial equations for predicting the heat input and the hardened bead geometry were developed.The results indicate that the proposed models predict the responses adequately within the limits of hardening parameters being used.It is suggested that regression equations can be used to find optimum hardening conditions for desired criteria. 展开更多
关键词 laser transformation hardening response surface methodology(RSM) unalloyed titanium TITANIUM hardened-bead profile
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The success of the prediction of Haicheng earthquake and the negligence of the Tangshan earthquake
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作者 Peng Funan 《Engineering Sciences》 EI 2008年第2期9-18,共10页
The success of the prediction of Haicheng earthquake and the failure of the prediction of Tangshan earthquake were both well known in the world. What happened, why such a strong earthquake as occurred in Haicheng had ... The success of the prediction of Haicheng earthquake and the failure of the prediction of Tangshan earthquake were both well known in the world. What happened, why such a strong earthquake as occurred in Haicheng had been predicted successfully and with a small loss of lives and property? Why a successively strong earthquake about a year later in a region not so further was failure in the imminent stage of prediction and there were so many fatalities and a great degree of property? The author addresses these points based on these true experiences including the first hand experiences leading up to, during, and following these two earthquarter. In addition, he also introduced some seimic phenomena which he had seen after Chi-chi earthquake in Taiwan. 展开更多
关键词 Haicheng earthquake Tangshan earthquake success of the prediction of Haicheng earthguake and negligence of imminent stage of Tangshan earthquake Chi-chi earthquake
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