基于深度学习的Stack Overflow问题帖分类方法

针对基于正则表达式和传统机器学习的分类方法分别存在模式手工提取困难和性能瓶颈的问题, 提出一种基于深度学习的问题帖分类方法, 采用深度文本挖掘模型TextCNN和融合注意力机制的TextRNN构建分类模型. 实验结果表明, 基于深度学习的方法在多数问题目的类别上的分类性能优于已有基准方法, 且使用的Adam优化器优于SGD优化器, 使用Glove预训练的词向量优于使用随机生成的词向量. 该方法以提问目的对帖子进行分类, 可为分析Stack Overflow(SO)上的帖子讨论主题增加新维度.     

齐次核的Hilbert型多重级数不等式取最佳常数因子的等价条件及应用

利用实分析技巧和权函数方法, 讨论具有齐次核的多重级数Hilbert型不等式, 得到了其取最佳常数因子的充分必要条件, 并给出其应用.     

极小相关组的Matlab实现及其在编码中的应用

纠错码技术是通信技术中不可或缺的一项技术,并在当今的通信技术发展中占有很高的地位,线性分组码是常用的一种纠错码,其纠错能力的计算需要以线性分组码最小码距的计算为基础。向量组极小相关组的提出,引入了向量组的距的定义,为线性分组码纠错能力的计算提供了新思路,极小相关组的有效而且快速求解方法研究将是一个新课题,针对计算机通信科学发展的需求,基于遍历法的思想,运用Matlab软件编写程序求解向量组的极小相关组,并将程序简单应用于具体向量组极小相关组的计算以及线性分组码纠错能力的计算。     

基于改进灰狼算法优化SVR的航天侦察装备效能评估

定量评估航天侦察装备效能是武器装备体系建设的重要环节之一, 对装备发展和作战应用具有重要的现实意义。针对评估样本数据少、效能在多指标因素影响下变化规律非线性等条件下的效能评估问题, 提出一种基于改进灰狼(improved grey wolf optimizer, IGWO)算法优化的支持向量回归机(support vector regression, SVR)评估方法(IGWO-SVR)。引入反向学习策略及余弦非线性收敛因子改进灰狼优化算法收敛性能及全局寻优能力, 并将其应用于基于支持SVR效能评估参数的优化。基于航天侦察装备特点, 构建评估指标体系及航天侦察装备效能评估模型。最后, 通过对一定作战想定背景下航天侦察装备效能进行仿真评估, 验证了所提方法的合理性及优化模型的有效性。     

中国和美国信贷冲击跨境溢出效应的比较研究

本文构建了基于符号约束识别的GVAR模型,并用以考察中国和美国的信贷市场冲击对全球41个国家的不同溢出效应.研究结果表明,中国紧缩性信贷市场冲击对本国实体经济有显著的负效应,但仅限于短中期;而美国信贷冲击对本国乃至全球经济都具有相当大且持久的负影响.中国信贷冲击的跨国效应较小,且主要通过贸易渠道.中国信贷市场的本国冲击能解释中国产出近10%的波动,但无论是本国效应还是跨境传导,总需求冲击仍是驱动中国经济周期波动的最主要力量.     

宇宙临界减速因子

本文证明了如果中微子具有质量,那么膨胀宇宙的临界减速因子q_c就不是通常所说的1/2而是等于1。     

浅谈智能模糊控制恒压供水系统

文章介绍在变频恒压供水系统的基础上采用智能模糊控制等特性来完成恒压供水。     

一类按学生素质优劣排序的数学方法

用模糊学方法定量评定了学生的综合素质，并按素质的优劣给学生进行了排序，这里是将数学方法引入教学管理的初步尝试。     

Alcohol dehydrogenase 2 is a major hepatic enzyme for human retinol metabolism

The metabolism of all-trans- and 9-cis-retinol/ retinaldehyde has been investigated with focus on the activities of human, mouse and rat alcohol dehydrogenase 2 (ADH2), an intriguing enzyme with apparently different functions in human and rodents. Kinetic constants were determined with an HPLC method and a structural approach was implemented by in silico substrate dockings. For human ADH2, the determined K_m values ranged from 0.05 to 0.3 μM and k_cat values from 2.3 to 17.6 min⁻¹, while the catalytic efficiency for 9-cis-retinol showed the highest value for any substrate. In contrast, poor activities were detected for the rodent enzymes. A mouse ADH2 mutant (ADH2Pro47His) was studied that resembles the human ADH2 setup. This mutation increased the retinoid activity up to 100-fold. The K_m values of human ADH2 are the lowest among all known human retinol dehydrogenases, which clearly support a role in hepatic retinol oxidation at physiological concentrations. Received 12 October 2006; received after revision 6 December 2006; accepted 8 January 2007     

Specific anti-tumor effect induced by attenuated Salmonella typhimurium vaccine expressing extracellular region of vascular endothelial growth factor receptor 2

The purposes of this research were to study the stable expression of exogenous gene encoding therapeutic protein in attenuated Salmonella typhimurium, observe the metabolism of oral gene vaccine carried by attenuated Salmonella typhimurium in BALB/c mouse, and investigate the feasibility of prevention and treatment of tumors by the recombinant bacteria. Recombinant plasmid pcDNA3.1 VEGFR2(n1-7) was transformed into competent attenuated Salmonella typhimurium SL3261 to develop oral DNA vaccine SL3261-pcDNA3.1 VEGFR2(n1-7). To observe whether the exogenous gene can be expressed in the recombinant bacteria, PCR was performed to amplify the CMV promoter of the eukaryotic expression vector as the proof of stable expression of exogenous protein; transmission elec- tron microscopy (TEM) was applied to observe the morphology of the recombinant bacteria to confirm that the exogenous gene has no impact on the growth of the bacteria, and then BALB/c mice were immunized with the gene vaccine. After inoculation of the gene vaccine, the recombinant bacteria SL3261 could be detected in the tissues such as small intestine, colon, liver and spleen. And then, mice in each group were challenged with tumor cells. The results of animal experiment showed that tumor growth of the mice in experimental group was inhibited and survival time of immunized mice was prolonged compared with control groups. A higher lymphocyte infiltration in tumors from animals treated with DNA vaccine was observed. Immunohistochemical analysis of tumor samples revealed an en- hanced accumulation of CD8 cytotoxic T lymphocytes, as well as an increase in CD4 cells in the tumors of animals treated with the oral gene vaccine compared to tumors from control group mice. Ultrastructure of the tumor tissue showed that tumor cells in the samples of the immunized mice were well-differentiated. Our research confirmed that the exogenous gene can be stably expressed in the attenuated Salmonella typhimurium and has no impact on the growth of the recombinant bacteria; the exogenous gene can de delivered to the host by attenuated Salmonella typhimurium to produce anti-tumor effect with no obvious cytotoxity to the host. In this study, it is established that attenuated Salmonella typhimurium could be used as a vector for oral gene vaccine, and our study provided a theoretical basis for the body distribution and the metabolism of the recombinant bacteria. This strategy may provide a simple, safe and effective way for the prevention and treatment of tumors.