一种基于类不平衡学习的情感分析方法

针对网络评论中普遍存在的负面评论较少而影响力却较大的类不平衡问题, 提出一种基于类不平衡学习的情感分析方法. 该方法利用深度学习训练过程中的概率输出, 以计算样例的信息熵作为影响因子构建交叉信息熵损失函数. 在IMDB公开数据集上进行实验验证的结果表明, 基于集成信息熵损失函数的双向长短期记忆网络能处理类不平衡问题; 对数据的统计分析结果表明, 该策略能提升基于双向长短期记忆网络的评论情感极性分类性能. 针对AUC(area under curve)指标, 使用集成信息熵损失函数的双向长短期记忆网络模型比未考虑类不平衡的深度学习模型在中位数上最多提升15.3%.     

Microstructure,mechanical properties and wear resistance of an Al–Mg–Si alloy produced by equal channel angular pressing

Microstructure, mechanical properties and wear resistance in an ultrafine-grained Al–Mg–Si alloy fabricated utilizing a combination of equal channel angular pressing (ECAP) and dynamic aging were investigated in this paper. The results indicated that the grain size of the ECAP alloy was significantly refined, i.e., to ~239 nm after three ECAP passes. Meanwhile, the yield and tensile strength of the ECAPed material reached 340 MPa and 445 MPa, respectively, while maintaining a significant uniform elongation of 14%. Wear resistance results demonstrated that the wear rate, wear depth and width of the ECAPed material decreased in comparison with the solution-treated (SST) and peak-aged (T6) conditions under a load range of 5–25 N. The adhesive wear that occurs in the undeformed specimens at 10 N does not appear in the ECAPed specimen at the same load, indicating that the ECAPed specimen delay the appearance of more serious wear mechanisms under certain loads. The cooperative interaction of high density nano-scale β" precipitates and dislocations resulted in a combination of super-high strength and good work hardening ability which suppressed the extension of cracks between the friction layer and the plastic deformation zone. As a consequence, the combination of ECAP and dynamic aging brings a significant improvement for antifriction performance of the 6061 aluminum alloy.     

商誉减值自由裁量权的决策与影响因素

采用双向固定效应Logit模型，对我国上市公司商誉减值决策的影响因素进行实证分析，研究企业在进行商誉减值决策时对自由裁量权的运用。回归结果显示，经营波动的企业计提商誉减值的可能性较低，长期盈利的企业更有可能计提商誉减值。此外，经营波动率和盈利稳定性在高商誉余额样本或非国有企业样本中对减值决策的影响更为显著；与《企业会计准则第8号——资产减值》实施后的前6年相比，后6年的商誉减值与企业经营波动率、盈利稳定性的相关性更高。证明企业在进行商誉减值决策时考虑了自身的经营、盈利状态，并在一定程度上运用自由裁量权进行了“趋利避害”的减值决策。     

基于RL&SM通用夹具系统的主动寻位技术及其实现方法

介绍了RL&SM通用夹具的寻位系统 ,描述了主动寻位与制造信息转换问题 ,提出和实现了相应的控制方法及其系统实现中的关键技术。理论分析与实验结果表明 ,提出的解决方法和技术是可行的 ,为RL&SM通用夹具系统的实际应用奠定了理论基础和技术支持     

虚拟共享型MIMD的几个问题

并行处理是提高计算机性能的有效手段，也是新一代计算机的结构特征。本文论述虚拟共享型处理机的特点、实现机制、可伸缩性和负载平衡。     

Cardiovascular development: towards biomedical applicability

Advances in our understanding of cardiac development have fuelled research into cellular approaches to myocardial repair of the damaged heart. In this collection of reviews we present recent advances into the basic mechanisms of heart development and the resident and non-resident progenitor cell populations that are currently being investigated as potential mediators of cardiac repair. Together these reviews illustrate that despite our current knowledge about how the heart is constructed, caution and much more research in this exciting field is essential. The current momentum to evaluate the potential for cardiac repair will in turn accelerate research into fundamental aspects of myocardial biology.     

词汇策略的使用与词汇知识水平的相关探究

旨在探讨二语学习者的词汇策略倾向与其词汇知识之间的关系。对非英语专业大学二年级学生的词汇水平测试和词汇学习策略问卷调查结果表明：（1）学习者词汇策略的认知倾向对词汇知识水平有预测作用：词汇水平较高的同学更多地使用认知策略和元认知策略，而词汇水平相对较差的同学较多地依赖机械记忆；（2）二语学习者还没有摆脱母语知识系统的束缚，还需要进一步努力构建二语词汇知识系统。     

物理教学中记忆能力的培养

记忆是人类从事一切智力活动的基础，科学的记忆方法，可使学生在学习中达到事半功倍的效果．本文就物理教学中记忆能力的培养方法进行了一些尝试，归纳了一些有助于记忆的方法，以提高学生的学习效果。     

Growth hormone signal transduction

Growth hormone (GH) promotes animal growth by stimulating bone and cartilage cell proliferation, and influences carbohydrate and lipid metabolism. Some of these effects are brought about indirectly via somatomedin induction in hepatocytes, others by acting directly on the target cells. In either case, GH first binds to specific receptors on cells to trigger a sequence of biochemical events culminating in a biological response. Recently much has been learnt about the molecular structure of GH receptor, its binding to ligand, and the ensuing signal transduction events.