Hierarchical classification in text mining for sentiment analysis of online news

Sentiment analysis in text mining is a challenging task. Sentiment is subtly reflected by the tone and affective content of a writer’s words. Conventional text mining techniques, which are based on keyword frequencies, usually run short of accurately detecting such subjective information implied in the text. In this paper, we evaluate several popular classification algorithms, along with three filtering schemes. The filtering schemes progressively shrink the original dataset with respect to the contextual polarity and frequent terms of a document. We call this approach “hierarchical classification”. The effects of the approach in different combination of classification algorithms and filtering schemes are discussed over three sets of controversial online news articles where binary and multi-class classifications are applied. Meanwhile we use two methods to test this hierarchical classification model, and also have a comparison of the two methods.     

基于Web的实时漆包线材生产设备监控平台设计

为了实现漆包机生产的远程监控,设计了一款基于Web的实时漆包机远程监控平台;该平台通过模块化,可扩展的设计方案,采用了Spring MVC的后台Web应用程序框架,基于Modbus协议的数据交互方式,Ajax方式的网络数据异步提交以及无刷新的图表显示技术;传统的监控平台局限于通过以太网在企业内部访问,而该平台接入互联网,可实现随时随地通过电脑及或者移动终端对生产设备各部分的温度点、电机风机转速、耗电量统计进行实时监视,对温度的上下限及电机转速进行远程控制,接收设备状态异常的实时报警,数据存储分析;实验测试表明,该平台的实时性和稳定性均能达到车间生产的要求.     

计算机信息传输技术在办公自动化的应用

在这个信息飞速发展的时代,我们的办公过程需要的是简练,高效率,从而才能为企业创造更大的价值.计算机信息技术的发展,为我们实现办公自动化提供了有力的保证.我们正在向这无纸化办公,智能化办公以及高效率及时性办公的过程迈进.     

全球电子政府发展的若干动向

本文介绍了今年6月14-15日在新加坡召开的iGOV2010全球论坛的主题和主旨报告,概述了社会协作网络对电子政府改革的深刻影响并对全球电子政府发展的若干动向作简要分析。     

高职院校“订单式”人才培养模式之跨国比较

"订单式"人才培养模式,楔合了高职院校和用人企业在人才供需方面的共同利益点,是高职院校人才培养模式的未来发展方向,是解决高职学生就业的有力措施。本文通过对国内国外高职"订单式"人才培养模式比较,借鉴发达国家的成功经验,提供国内高职院校参考,以探索、创新出一条有中国特色的"订单式"人才培养模式的新路。     

基于证据距离和矛盾因子的加权证据合成法

针对Dempster-shafer (DS)理论直接对高冲突证据合成时会有融合结果不合理的问题,本文提出了一种加权证据合成法.在多个证据融合时,该方法综合利用证据距离和矛盾因子表示证据冲突.并根据各证据与其它证据的冲突程度确定其权重系数,基于此又分别采用两种适用于不同情况的方法对证据基本置信指派函数修正,然后用DS规则合成.算例实验表明了本文方法对高冲突证据融合的有效性,并且其融合结果还具有良好的收敛性.     

刚体航天器姿态跟踪的高阶滑模控制器设计

针对存在参数不确定性和外加干扰的刚体航天器的姿态跟踪控制问题,提出一种基于高阶滑模的姿态跟踪控制方法．首先介绍高阶滑模控制的基本原理,并建立基于修正罗德里格参数描述的航天器数学模型;然后采用李雅普诺夫第２法推导出高阶滑模姿态控制律．理论分析和仿真结果均表明,该方法能够有效消除系统抖振,实现航天器姿态跟踪的精确定位,并且系统具有全局稳定性和鲁棒性．     

多径衰落信道环境中基于空时码构建的ST-OFDM系统

基于空时码发射分集技术,提出了一种ST-OFDM系统.对该系统的结构进行了简要的论述,并就空时码发射分集技术对系统性能的改善进行了分析.在此基础上,通过仿真证明了该系统的性能相对于传统的IEEE802.11a WLAN系统有了明显的提升,且新系统相对于传统系统在接收端不需要额外的付出,因此非常适合基于AP的移动无线网络环境.     

A Method for Performance Degradation Modeling Based upon the Accelerated Experiment

Performance degradation modeling plays an important role in prognostics and health management of mechanical system. Influenced by the complex structure of the hydraulic pump and the limited experiment standards, it is hard to establish an appropriate performance degradation model. To fulfill current requirements, a method for establishing the performance degradation model based on accelerated experiment is proposed. In order to describe the general trend of the degradation, the double-stress exponential model is firstly established as the theoretical degradation model. On this basement, combined with the characteristics of the experiment, the accelerating coefficient is settled; meanwhile, the procedures for assuring the model parameters are presented. Furthermore, based on the accelerated experiment of the hydraulic pump under various stresses, the performance degradation model is finally established. Result of the experimental analysis indicates that the proposed method is applicable and the presented model is effective to measure the performance degradation of pump.     

Polypyrrole Whelk‐Like Arrays toward Robust Controlling Manipulation of Organic Droplets Underwater

Whelk‐like polypyrrole (PPy) arrays film is successfully prepared by electropolymerization of pyrrole in the presence of low‐surface‐energy tetraethylammonium perfluorooctanesulfonate (TEAPFOS) as dopant. The underwater wettability of PPy whelk‐like arrays can be successfully tuned by electrical doping/dedoping of PFOS ions. Interestingly, CCl₄ droplets with microliter‐size as a representative sample are gathered together to form a larger droplet underwater at the potential of +0.8 V (vs Ag/AgCl), because PPy is in its PFOS‐doped states. Note that CCl₄ droplet can climb uphill successfully on the inclined whelk‐like arrays PPy film under the applied potential of ?1.0 V (vs Ag/AgCl), which may be attributed to wettability gradient derived from different oxidation states of PPy induced by electrochemical potential. These results may provide a simple strategy for on‐demand manipulation of organic droplets underwater at low voltage.