基于MBP算法和深度学习的人脸识别

为了解决在深度学习提取人脸图像特征时,易忽略其局部结构特征和缺乏对其旋转不变性学习的问题,提出了一种基于单演局部二值模式(MBP)与深度学习相结合的高效率人脸识别方法。首先,用多尺度单演滤波器对图像进行滤波,得到幅值和方向信息;其次,用LBP算法和象限比特的方法进行编码,分块计算组合其直方图特征;然后,将提取的单演特征作为深度信念网络(DBN)的输入,逐层训练优化网络参数,得到优异的网络模型;最后,将训练好的DBN网络在ORL人脸数据库上进行人脸识别实验,进行识别率计算,其识别率为98.75%。所提出的方法使用无监督的贪婪算法,隐藏层设定为2层,使用反向传播算法优化网络。相较于已知的人脸识别方法,MBP+DBN算法对光照、表情和部分遮挡变化具有较好的鲁棒性,在人脸识别中识别率较高,具有一定的优势,为图像特征提供了一种新的识别方法。     

Forecasting dynamic return distributions based on ordered binary choice

We present a simple approach to the forecasting of conditional probability distributions of asset returns. We work with a parsimonious specification of ordered binary choice regressions that imposes a connection on sign predictability across different quantiles. The model forecasts the future conditional probability distributions of returns quite precisely when using a past indicator and a past volatility proxy as predictors. The direct benefits of the model are revealed in an empirical application to the 29 most liquid U.S. stocks. The forecast probability distribution is translated to significant economic gains in a simple trading strategy. Our approach can also be useful in many other applications in which conditional distribution forecasts are desired.     

LT码新型度分布及其在电力线通信中的应用

Luby变换(Luby Transform,LT)码作为信道编码应用于电力线通信(Power Line Communication,PLC)，可实现电信号的可靠传输。度分布对LT码编译码性能的影响至关重要。为了得到更优的度分布，首先调整二进制指数分布(Binary Exponential Distribution,BED)中的度数比例，获得一种译码性能更优的改进的二进制指数分布(Improved BED,IBED)。然后，根据IBED在冗余度较小时译码成功率高，而冗余度增大后鲁棒孤子分布(Robust Soliton Distribution,RSD)的译码性能表现更佳的特点，通过求和归一化的方式将IBED与RSD两种度分布的优势进行有机结合，提出一种新型二进制鲁棒孤子分布(Binary RSD,BRSD)。仿真结果表明，与其他方法及传统的RSD相比，采用新度分布进行LT编码，可明显降低译码开销，并节约编译码耗时。将新型度分布应用于基于LT码的PLC系统中，能有效地抑制PLC信道中各种噪声对电信号的干扰，并提高通信效率。     

The influence of the regional context on firms’ innovation patterns: evidence from Ecuador*

ABSTRACT

Using data from the Ecuadorean Innovation Survey of 2015, this paper identifies the innovation patterns that can be found in Ecuador. In addition, we analyse the influence of the regional innovation systems in determining these patterns. The results show that there are six differentiated patterns of innovation, although they all are related to the adoption and imitation of technologies. Finally, we observe that different regional characteristics condition the way in which firms organise innovation.     

湖南省研发投入的空间格局与创新协调发展对策

以湖南省14个市州为研究对象,运用首位度分析、ESDA探索性空间数据分析方法,研究湖南省各市州的研发投入(R&D经费、R&D人员投入)空间差异变化趋势和空间分异特征。结果表明:①湖南省内各市州R&D经费投入差距在逐渐缩小,但R&D人员投入差距在逐渐增大;②湖南省的R&D经费及R&D人员投入在各个市州之间存在明显的空间依赖及空间集聚现象,并在西部、南部周边市州呈现出大面积的低水平连片聚集特征;③湖南省R&D投入的空间演变特征并不显著,长株潭作为省会中心城市圈缺乏辐射带动力。研究最后提出了湖南省科技创新协同发展的对策建议。     

The effect of specific discount pattern in terms of price promotions on perceived price attractiveness and purchase intention: An experimental research

This study aims to investigate consumer perceptions and reactions in terms of specific discount patterns (fixed price, 40% discount, discount from 500 TL to 300 TL and 20% + 25% discount) in price promotion. According to the results, specific discount patterns in price promotion have a significant effect on perceived price attractiveness and purchase intention. When the specific discount patterns in price promotion and gender interaction were analyzed in terms of perceived price attractiveness, the scenario of the “discount from TL 500 to TL 300” significantly differentiated from both the control scenario (fixed price) and experimental scenarios for female. For males, no significant difference was found between the control and experimental scenarios. In terms of purchase intention, a significant difference was found between the fixed price scenario and the discount scenario from 500 TL to 300 TL and between the fixed price and 20% + 25% discount scenario. The theoretical managerial implications of the study were discussed, and future research suggestions were presented.     

Weekday seasonality of stock returns: The contrary case of China

We document that Chinese stock returns exhibit early-in-the-week effects opposite-signed to those observed worldwide. The period of analysis is 2001–2016. Dominated by individual investors, Chinese stock markets offer unique out-of-sample insight regarding the source of weekday seasonality, ascribed elsewhere to institutional investors’ trading patterns. High returns to the market and to small, speculative stocks early-in-the-week pose a refuter to the mood explanation for the conventional (negative) Monday effect. A battery of tests suggests that the patterns in the Market, SMB, and RMW factors are jointly associated with Chinese individual investors whose demand is tilted towards small, speculative stocks. Our findings point to a potential role of dominant investor type in driving weekday patterns and the RMW premium.     

基于政策情景的家庭乘用车能源回弹效应研究 ——来自长株潭城市群的调查数据

基于长株潭城市群的调查数据,测算在燃料消耗量为5.0L/100km情景下家庭乘用车的直接能源回弹效应,并采用二分类Logistic法分析影响家庭乘用车直接能源回弹效应的因素.结果表明:长株潭城市群家庭乘用车平均直接能源回弹效应为20%;不同居民家庭乘用车的直接能源回弹效应差别较大,存在超级节能、零回弹、部分回弹和回火效应;户主受教育水平、收入水平、购买新车意愿、车辆行驶里程、出行偏好等因素对家庭乘用车超级节能和零回弹效应影响显著.     

英语读写素质研究中的二元理论分析

英语读写素质是习得读写能力并形成读写体验的过程。读写素质主要由分析能力、结合社会文化能力、话语分类能力、读写实践能力、记忆能力、情感反应、思辨能力和隐喻理解能力等因素构成。本文首先应用二元理论中的集对分析理论分析了句子、语法和词语,英语句子具有同异性,英语语法中时态的相关性均有特定的语法表征手段,英语词语是一种约定俗成的语言单位常常附衍了一串同义词、近义词和反义词。如果用联系数来描述词语的相关度,它同时也反映出了词语的思想丰度。本文还运用博弈理论和悖论分析文章的含义及价值,最后应用模糊二元对比排序法对英语读写素质各因素进行分析,通过分析确定了各因素的重要度,将其应用于读写素质研究中具有积极作用并具一定的发展潜力。     

郑州市城市农业发展现状与创新发展模式策略研究

[目的]城市农业与城市的经济、生态、社会、文化融为一体,是解决目前我国城市发展过程中面临的资源紧缺、劳动力问题、生态环境恶化和可持续发展等问题的有效途径之一,集生产、生活、生态、示范等多种功能于一体。郑州市人口众多,对城市农业的需求强烈,政府高度重视城市农业发展,将其确定为"十三五"规划发展的重点内容之一。[方法]文章通过现场调研、访谈调研和文献调研等形式,分析了郑州市中心城区各种城市农业类型的发展现状,在补充市民食物供给、改善市民生活环境、丰富市民生活和促进农业文化传承四方面的发展需求。[结果]计算了平面和立体上的城市农业发展空间,包括平面空间上的2.5万hm2耕地和58.35km2公共绿地,立体空间上的115万m2阳台农业发展空间、230万m2屋顶农业发展空间、2 300万m2墙体垂直农业发展空间。[结论]提出了"十三五"期间郑州市应大力推进阳台农业和农业主题公园模式,引导规范休闲农园、屋顶农业和庭院农业模式,适量引进垂直农业、社区农园、植物工厂和公共绿化农业模式的建议,为促进郑州市城市农业发展提供决策参考。