Products Ranking Through Aspect-Based Sentiment Analysis of Online Heterogeneous Reviews

With the rapid growth of online shopping platforms, more and more customers intend to share their shopping experience and product reviews on the Internet. Both large quantity and various forms of online reviews bring difficulties for potential consumers to summary all the heterogenous reviews for reference. This paper proposes a new ranking method through online reviews based on different aspects of the alternative products, which combines both objective and subjective sentiment values. Firstly, weights of these aspects are determined with LDA topic model to calculate the objective sentiment value of the product. During this process, the realistic meaning of each aspect is also summarized. Then, consumers’ personalized preferences are taken into consideration while calculating total scores of alternative products. Meanwhile, comparative superiority between every two products also contributes to their final scores. Therefore, a directed graph model is constructed and the final score of each product is computed by improved PageRank algorithm. Finally, a case study is given to illustrate the feasibility and effectiveness of the proposed method. The result demonstrates that while considering only objective sentiment values of the product, the ranking result obtained by our proposed method has a strong correlation with the actual sales orders. On the other hand, if consumers express subjective preferences towards a certain aspect, the final ranking is also consistent with the actual performance of alternative products. It provides a new research idea for online customer review mining and personalized recommendation.     

河南省产业转移的创新响应区际差异研究

以产业转移的创新响应系数作为测度产业转移创新响应强度的变量指标,根据标准差和变异系数、相对发展率(Nich)以及离差(Di)和比率(Gi)等方法分析了河南省产业转移创新响应强度的区际差异及其影响因素。结果发现:(1)2007—2015年河南省产业转移的创新响应强度呈现不断增大的态势并呈现出阶段变化的特征。(2)河南省产业转移的创新响应强度从静态格局和动态变化上都呈现出明显的时空差异性,并根据各市的区域特点及产业转移的创新响应强度将河南省18个地市划分为强、较强、中等、较弱以及弱等5种区域类型;(3)创新能力、人才密集度、科技投入对产业转移的创新效应作用较大,技术市场需求和信息化作用相对较小。     

基于电刺激的多模式康复系统设计和研究

针对脑卒中后肢体功能障碍、褥疮及疼痛,分析了临床上常用的治疗参数,设计了多模式电刺激治疗系统。该系统通过触摸屏与主芯片STM32L152RCT6进行通信,控制升压和极性转换电路产生幅值、频率及脉宽均可连续调节的双极性电刺激脉冲,验证了系统的稳定性和镇痛的效果。通过试验验证了系统能稳定工作,且电脉冲幅值与电阻值的变化无关,且能提高受试者的疼痛阈值。能产生临床使用的电刺激疗法的各类参数,有利于临床实验和相关科研的开展。电刺激技术能够缓解人体疼痛,提高疼痛阈值。     

对太原地区提高小电厂发电计划执行率的探讨

小电厂发电管理是电力调度部门的一项重要任务,是电力系统实现管理现代化的重要手段。其目的就是优化电力资源配置,节约能源和提高资源利用率,确保电网安全稳定运行。     

Nonextensivity and the <Emphasis Type="Italic">q</Emphasis>-distribution of a relativistic gas under an external electromagnetic field

We investigate the nonextensivity and the q-distribution of a relativistic gas under an external electromagnetic field. We derive an expression for the nonextensive parameter q based on the relativistic generalized Boltzmann equation, the relativistic q-H theorem and the relativistic version of the q-power-law distribution function in the nonextensive q-kinetic theory. We thus provide the connection between the parameter q≠1 and the spatial-temporal derivatives of the temperature field of the gas as well as the four-potential, and thereby present a clearly physical meaning for the nonextensivity for the relativistic gas.     

创新工程技术支撑科学发展

回顾了近年特别是2008年中国在信息、能源、制造业及探索宏观、微观世界等领域所取得的重大科学技术进步和工程创新成就；指出了严重自然灾害对科学技术和工程的检验与启示；提出了我国工程科技界值得思考的几个问题，展望了未来我国工程技术的创新使命。     

Influences of ultrasonic irradiation on the morphology and structure of nanoporous Co nanoparticles during chemical dealloying

The Co-61.8 wt% Al nanoparticles of 45 nm were prepared by hydrogen plasma-metal reaction (HPMR) method. The nanoparticles display core shell structure with Al13Co4 and CoAl core and aluminum oxide shell (about 2 nm). Under ultrasonic irradiation, nanoporous fcc-Co nanoparticles were produced successfully by chemically dealloying the Co-Al nanoparticles at room temperature, whereas, without ultrasonic irradiation CoAl phase could hardly react with sodium hydroxide solution. At 323 K the Co-Al nanoparticles could be dealloyed to fcc-Co and hcp-Co phases even without ultrasonic irradiation. The surface area of the dealloyed nanoparticles under ultrasonic irradiation was larger than that of the dealloyed sample without ultrasonic irradiation at the same temperature. It is believed that the microjet and shock-wave induced by ultrasonic irradiation give rise to particles size reduction, interparticle collision and surface cleaning, and accelerate the dealloying process and the phase transformation.     

Epithelial-cell-intrinsic IKK-beta expression regulates intestinal immune homeostasis

Intestinal epithelial cells (IECs) provide a primary physical barrier against commensal and pathogenic microorganisms in the gastrointestinal (GI) tract, but the influence of IECs on the development and regulation of immunity to infection is unknown. Here we show that IEC-intrinsic IkappaB kinase (IKK)-beta-dependent gene expression is a critical regulator of responses of dendritic cells and CD4+ T cells in the GI tract. Mice with an IEC-specific deletion of IKK-beta show a reduced expression of the epithelial-cell-restricted cytokine thymic stromal lymphopoietin in the intestine and, after infection with the gut-dwelling parasite Trichuris, fail to develop a pathogen-specific CD4+ T helper type 2 (T(H)2) response and are unable to eradicate infection. Further, these animals show exacerbated production of dendritic-cell-derived interleukin-12/23p40 and tumour necrosis factor-alpha, increased levels of CD4+ T-cell-derived interferon-gamma and interleukin-17, and develop severe intestinal inflammation. Blockade of proinflammatory cytokines during Trichuris infection ablates the requirement for IKK-beta in IECs to promote CD4+ T(H)2 cell-dependent immunity, identifying an essential function for IECs in tissue-specific conditioning of dendritic cells and limiting type 1 cytokine production in the GI tract. These results indicate that the balance of IKK-beta-dependent gene expression in the intestinal epithelium is crucial in intestinal immune homeostasis by promoting mucosal immunity and limiting chronic inflammation.     

退火温度对用PⅢ方法制备共掺杂p型ZnO薄膜结构和性能的影响

采用射频磁控共溅射的方法制备出ZnO:Al薄膜,以NO和O2为源气体(V(O2)/V(O2+NO)=75%),采用等离子体浸没离子注入(PⅢ)方法对薄膜进行注入得到ZnO:Al:N薄膜,注入剂量为2.23×1015 cm-2,并在N2氛围下对样品进行了不同温度的退火处理.通过XRD图谱、霍尔效应(Hall)测试结果、紫外-可见光透射光谱等对样品的结构和性能进行了分析,着重研究了退火温度对ZnO:Al:N薄膜性质的影响.结果表明,退火可以使注人产生的ZnO(N2)3团簇分解,并且使N以替位O的方式存在.当退火温度达到850℃时,ZnO薄膜实现了p型反转,实现p型反转的ZnO:AliN薄膜载流子浓度可达3.68×1012cm-3,电阻率为11.2 Ω·cm,霍耳迁移率为31.4 cm2·V-1·s-1.