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。     

房屋结构检测数据回归分析

以回弹法检测混凝土抗压强度为研究背景,分析分别以河砂和山砂拌制的混凝土对检测结果的影响,利用概率统计方法求出贵州地区以山砂拌制的混凝土的抗压强度,然后用回归分析方法计算推定系数k0值。计算结果表明,计算出的k0明显比JGJ/T23-2001标准规定的k值偏小,如果按照现行的国家标准规定的k值计算贵州地区混凝土强度,最终会对检测结果的判断造成误差,使检测得到的混凝土强度偏离实际混凝土的强度。     

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。     

碱激发矿粉-膨润土竖向阻隔屏障在某风险阻控工程中的应用

以某在产农药厂污染场地风险阻控工程为依托,通过三级搅拌工艺制备屏障材料,并利用高压旋喷注浆法和深层搅拌法施工工艺建造周长659m、深度25m的活性氧化镁激发矿粉-膨润土系竖向阻隔屏障(MSB),实现了MSB材料在国内的工程应用.对施工后屏障进行取样,采用芯样表观特征分析、室内无侧限抗压强度和刚性壁渗透试验分析2种施工工艺、屏障深度和工后时间对屏障无侧限抗压强度qu和渗透系数k的影响.结果表明:2种施工工艺均实现了材料沿深度的均匀搅拌,屏障完整性较好;工后40～70d,qu可达1.6-2.6MPa,qu随工后时间增加呈增长趋势;自来水渗透作用下屏障k为4.5×10-8～9.0×10-8cm/s,k随深度变化不明显.     

音乐与语言的关系在认知神经科学研究的体现

随着认知神经科学研究技术在音乐领域的深入,音乐与语言的关系日益受到研究者的关注。文章回顾近年来音乐和语言的认知神经科学研究成果,对音乐与语言的关系进行梳理,主要从脑神经机制的重叠性和分离性以及两者的意义功能关系进行探讨。     

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。