Beam conditions for radiation generated by an electromagnetic J 0-correlated Schell-model source

Based on the 2 x 2 (electric field) cross-spectral density matrix, a model for an electromagnetic J(0)-correlated Schell-model beam is given that is a generalization of the scalar J(0)-correlated Schell-model beam. The conditions that the matrix for the source to generate an electromagnetic J(0)-correlated Schell-model beam are obtained. The condition for the source to generate a scalar J(0)-correlated Schell-model beam can be considered as a special case. (C) 2008 Optical Society of America

基于隐含狄利克雷分配模型的文本分类方法研究

随着互联网的不断发展，网络文本信息资源正在急剧增加，如何利用计算机自动有效地对海量的文本信息进行管理和查询成为了当前的迫切需求。而文本分类技术提供了一种对自然语言文档进行自动组织的有效手段。本文从模型平滑、类别信息嵌入和高性能求解算法等方面对LDA 模型（Latent Dirichlet Allocation，隐含狄利克雷分配）开展了研究，研究内容涉及文本分类中不平衡语料分类、文本表示、复杂分类器加速等多个方面，论文的主要工作和创新点总结如下：第一、为了克服传统LDA 模型平滑算法中直接修改多级图模型隐含变量分布的随意性我们提出了数据驱动的Laplacian 平滑方法和数据驱动的 Jelinek-Mercer 平滑方法。数据驱动的Laplacian 平滑方法缓解了传统LDA 模型的过拟合现象，数据驱动的Jelinek-Mercer 平滑方法在基本保持整体性能的情况下，降低了预测阶段的时间复杂度。数据驱动的平滑策略在平衡和非平衡语料库上都能够显著提高LDA 模型的分类性能。第二、传统LDA 模型计算目标文档在不同类别上的生成概率时，在文档非所属类别的隐含主题上会发生强制分配。针对这一问题我们提出了Labeled-LDA 模型将隐含主题和类别信息融合在一起，在分类目标文档时协同计算全部类别的隐含主题的分配以改善分类性能。第三、LDA 等隐含主题模型是近期在文本挖掘领域发展起来的重要研究方向，但是算法具有较高的计算复杂度。我们以动态负载均衡的算法为重点，研究和实现了LDA 模型在多内核计算机上的并行计算和CTM 模型（Correlated Topic Model，关联主题模型）在异构集群环境下的分布式计算。第四、基于提出的Labeled-LDA 模型我们设计和实现了一个具有柔性文本分类功能的实验系统。该系统利用Labeled-LDA 模型对目标文档中的隐含主题进行概率推断，进而得到文档在各类别上的分配量。相对概率支持向量机等判别模型概率估计方法，该分配量具有较明确的实际意义，同时避免了贝叶斯等生成分类模型输出极端概率值的问题。

Experimental study of two-proton correlated emission from S-29 excited states

An experiment of a S-29 beam bombarding a Au-197 target at an energy of 49.2 MeV/u has been performed to study the two-proton correlated emission from S-29 excited states. Complete-kinematics measurements were carried out in the experiment. The relative momentum, opening angle, and relative energy of two protons, as well as the invariant mass of the final system, were deduced by relativistic-kinematics reconstruction. The Si-27-p-p coincident events were picked out under strict conditions and the phenomenon of p-p correlations was observed among these events. The mechanisms of two-proton emission were analyzed in a simple schematic model, in which the extreme decay modes like He-2 cluster emission, three-body phase-space decay, and two-body sequential emission were taken into account. Associated with the Monte Carlo simulations, the present results show that two protons emitted from the excited states between 9.6 MeV and 10.4 MeV exhibit the features of He-2 cluster decay with a branching ratio of 29(-11)(+10)%.

Fano effect on shot noise through a Kondo-correlated quantum dot

Transport in a semiopen Kondo- correlated quantum dot is mediated through more than one quantum state. Using the Keldysh technique and the equation of motion method, we study the shot noise S for a wide range of source- drain voltages V-sd within a model incorporating the additional states as a background continuum, demonstrating the importance of the Fano interference. In the absence of the interference, the noise is revealed to be a probe of the second moment of the local density of states, and our theory reproduces the well- known peak structure around the Kondo temperature in the S-V-sd curve. More significantly, it is found that taking account of the background transmission, the voltage dependence of the noise exhibits rich peak- dip line shapes, indicating the presence of the Fano effect. We further demonstrate that due to its two- particle nature, the noise is more sensitive to the quantum interference effect than the simple current.