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2013 Ninth International Conference on Computational Intelligence and Security最新文献

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Efficient Genetic Algorithm for High-Dimensional Function Optimization 高维函数优化的高效遗传算法
Qifeng Lin, W. Liu, Hongxin Peng, Yuxing Chen
An Efficient Genetic Algorithm(EGA) proposed in this paper was aiming to high-dimensional function optimization. To generate multiple diverse solutions and to strengthen local search ability, the new subspace crossover and timely mutation operators improved by us will be used in EGA. The combination of the new operators allow the integration of randomization and elite solutions analysis to achieve a balance of stability and diversification to further improve the quality of solutions in the case of high-dimensional functions. Standard GA and PRPDPGA proposed already were compared in simulation. Computational studies of benchmark by testing optimization functions suggest that the proposed algorithm was able to quickly achieve good solutions while avoiding being trapped in premature convergence.
针对高维函数优化问题,提出了一种高效遗传算法(EGA)。为了生成多个不同的解并增强局部搜索能力,我们将在EGA中使用我们改进的新的子空间交叉和及时突变算子。新算子的结合使得随机化和精英解分析的整合达到了稳定性和多样化的平衡,进一步提高了高维函数情况下解的质量。在仿真中对标准遗传算法和PRPDPGA进行了比较。通过测试优化函数的基准计算研究表明,该算法能够快速得到较好的解,同时避免过早收敛。
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引用次数: 3
Polarity Identification of Sentiment Words Based on Emoticons 基于表情符号的情感词极性识别
Shuigui Huang, Wenwen Han, Xirong Que, Wendong Wang
The orientation of sentiment words plays an important role in the sentiment analysis, but existing methods have difficulty in classifying the orientation of Chinese words, especially for the newly emerged words in Internet. Most approaches are mining the association between sentiment words and seed words using the big corpora and manually labeled seed words with definite orientation. But less work has ever focused on the efficient seed words selection. As we observed, emoticons, which are widely used on social network because of the simplicity and visualization, are good indicators for sentiment orientation. Thus this paper proposes the sentiment word model based on emoticons, which built orientation model of sentiment words with the orientation of emoticons, and train the model with the SVM classifier. Meanwhile, this work proposes a high efficient way to automatically classify the orientation of emoticons. Experiments show the precision rate of emoticon classification could reach 93.6%, and that of sentiment words classification could be 81.5%.
情感词的倾向性在情感分析中起着重要的作用,但现有的方法难以对汉语词的倾向性进行分类,尤其是对网络中新出现的词语。大多数方法是使用大语料库挖掘情感词和种子词之间的关联,并手动标记具有明确方向的种子词。但对种子词的高效选择研究较少。正如我们所观察到的,表情符号因其简单和可视化而在社交网络上被广泛使用,是情感取向的良好指标。为此,本文提出了基于表情符号的情感词模型,利用表情符号的方向建立情感词的定向模型,并用SVM分类器对模型进行训练。同时,本文提出了一种高效的表情符号方向自动分类方法。实验表明,表情符号分类准确率可达93.6%,情感词分类准确率可达81.5%。
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引用次数: 16
Research and Realization of Coordinate Conversion in Radar Video Display 雷达视频显示中坐标转换的研究与实现
Liu Baiping, Liu Dan
Polar coordinates-orthogonal coordinates conversion needs to be solved in radar PPI signal displaying. Traditional coordinate conversion needs a large deal of calculation and high standard of computer main frequency and memory, and can not meet requirement of real-time processing of system. In this paper we propose a new look-up table increment method, to create a two-dimensional array whose indexes are azimuth and distance in polar coordinates and whose content is composed of corresponding rectangular coordinate points, which has not only high-speed calculation but also high display accuracy.
雷达PPI信号显示需要解决极坐标与正交坐标的转换问题。传统的坐标转换需要大量的计算量,对计算机主频和内存的要求也很高,不能满足系统实时处理的要求。本文提出了一种新的查找表增量法,以极坐标下的方位角和距离为索引,内容由对应的直角坐标点组成的二维数组,不仅计算速度快,而且显示精度高。
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引用次数: 5
Enhancing Trust Evaluation Using Intrusion Sensitivity in Collaborative Intrusion Detection Networks: Feasibility and Challenges 协同入侵检测网络中利用入侵敏感性增强信任评估:可行性与挑战
Wenjuan Li, Yuxin Meng, Lam-for Kwok
Intrusion detection systems (IDSs) have been widely deployed in computers and networks to identify a variety of attacks. But network intrusions are now becoming more and more sophisticated to detect, thus, collaborative intrusion detection networks (CIDNs) have been proposed which enables an IDS to collect information and learn experience from other IDS nodes. By maintaining interactions among a set of IDS nodes, a CIDN is expected to be more powerful in detecting some complicated attacks such as denial-of-service (DoS) than a single IDS. In real deployment, we identify that each IDS may have different levels of sensitivity in detecting different types of intrusions (i.e., based on their own signatures and settings). In this paper, we therefore define a notion of intrusion sensitivity and investigate the feasibility of using it to evaluate the trustworthiness of an IDS node. In addition, we describe several challenges when using this notion in practice. In the evaluation, the experimental results indicate that the use of intrusion sensitivity is feasible and encouraging to enhance the accuracy of detecting malicious nodes.
入侵检测系统(ids)已广泛应用于计算机和网络中,用于识别各种攻击。但是网络入侵的检测越来越复杂,因此,协作入侵检测网络(cidn)被提出,它可以使一个入侵检测节点从其他入侵检测节点收集信息并学习经验。通过维护一组IDS节点之间的交互,在检测某些复杂的攻击(如拒绝服务(DoS))方面,预计一个CIDN将比单个IDS更强大。在实际部署中,我们确定每个IDS在检测不同类型的入侵时可能具有不同的灵敏度级别(即,基于它们自己的签名和设置)。因此,在本文中,我们定义了入侵敏感性的概念,并研究了用它来评估IDS节点可信度的可行性。此外,我们描述了在实践中使用此概念时的几个挑战。在评估中,实验结果表明,使用入侵灵敏度对提高恶意节点检测的准确性是可行的。
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引用次数: 52
A Fusion Algorithm Based on Position Difference Filtering and Least Squares Estimate for Dynamic Scene Matching 基于位置差分滤波和最小二乘估计的动态场景匹配融合算法
Zhaohui Xia, Jianyong Wang, Xiaogang Yang
For scene matching navigation system, a new fusion algorithm based on Position Difference Filtering (PDF) and Least Squares Estimate (LSE) for dynamic scene matching is proposed to enhance the reliability and matching precision. After the matching results fusion problems for aircraft dynamic scene matching navigation system being analyzed, PDF method is presented to filter the mismatching points and LSE method is adopted to optimum parameter estimation according to the error characteristic of matching position point sequence, then the mismatching points are estimated and the matching position are predicted. It can be seen from the simulation experimental results that the proposed algorithm is feasible and available to eliminate random matching disturbance and the mismatching points for dynamic scene matching navigation system.
针对场景匹配导航系统,提出了一种基于位置差分滤波(PDF)和最小二乘估计(LSE)的动态场景匹配融合算法,提高了匹配的可靠性和精度。在分析了飞机动态场景匹配导航系统匹配结果融合问题的基础上,根据匹配位置点序列的误差特性,提出了PDF方法对不匹配点进行滤波,采用LSE方法对参数进行最优估计,对不匹配点进行估计,并对匹配位置进行预测。仿真实验结果表明,本文提出的算法对于消除动态场景匹配导航系统中的随机匹配干扰和失配点是可行和有效的。
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引用次数: 0
Feature Emphasized OLIC for 2D Flow Visualization 功能强调的二维流可视化的OLIC
Beichen Liu, Wenyao Zhang, Y. Wang, Yuezhu Pei
In order to emphasize features in flow textures while preserving the orientation of flows in 2D fields, a new method to generate flow textures with non-uniform streamlets is proposed in this paper. In the method, a control grid is built and divided into different regions that reflect the complexity of the underlying flow field. The resulting regions are then used to control to the distribution of droplets and the corresponding calculation of streamlets involved in OLIC. By this means, streamlets are dense around salient flow features, while in other areas they are sparse. The disparity of streamlets highlights features in flow fields. Test results show that our method can achieve pleasing visual effect. It is flexible and superior to the original OLIC.
为了突出流纹理的特征,同时在二维场中保持流的方向,提出了一种非均匀流纹理的生成方法。在该方法中,建立控制网格并将其划分为反映下伏流场复杂性的不同区域。然后利用得到的区域来控制液滴的分布和相应的流的计算。通过这种方式,溪流在突出的水流特征周围密集,而在其他区域则稀疏。溪流的差异突出了流场的特征。实验结果表明,该方法能达到较好的视觉效果。它是灵活的,优于原来的OLIC。
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引用次数: 1
Analysis of Success Rate of Attacking Knapsacks from JUNA Cryptosystem by LLL Lattice Basis Reduction 基于LLL格基约简的JUNA密码系统背包攻击成功率分析
Tong Li, Shenghui Su
The JUNA cryptosystem is a new kind of multivariable public-key cryptosystem, which is evolved from REESSE1+. The security of a JUNA or REESSE1+ plaintext is based on the anomalous subset product problem (ASPP). An ASPP can be transformed to a special subset sum problem (SSP), and such a SSP is an anomalous subset sum problem (ASSP). An ASSP from REESSE1+ is of low-density, and one from JUNA is of high-density. The LLL lattice basis reduction algorithm can solve low-density SSPs in polynomial time, and also it probably solves low-density ASSPs. However, the density of a knapsack deriving from a high-density ASSP can be larger than 1, and LLL lattice reduction could hardly break such a knapsack. In this paper, on the basis of our previous work, we design and conduct experiments of attacking ASSP knapsacks by LLL lattice basis reduction, and then analyze the experimental data. Our experiments show that the success rate varies with the density and length of a knapsack, and it is almost 0 when the density is larger than 1. Hence we can conclude that the JUNA cryptosystem can resist LLL lattice basis reduction. Our experimental data in the paper provides the factual basis for our further research on the security of JUNA.
JUNA密码系统是由REESSE1+演化而来的一种新型多变量公钥密码系统。JUNA或REESSE1+明文的安全性基于异常子集积问题(ASPP)。一个特殊子集和问题可以转化为一个特殊子集和问题,这个特殊子集和问题就是一个异常子集和问题。来自REESSE1+的ASSP为低密度,来自JUNA的ASSP为高密度。LLL晶格基约简算法可以在多项式时间内求解低密度的assp,也可能求解低密度assp。然而,由高密度ASSP导出的背包的密度可以大于1,并且LLL晶格约简很难打破这样的背包。本文在前人工作的基础上,设计并进行了LLL格基约简攻击ASSP背包的实验,并对实验数据进行了分析。我们的实验表明,成功率随背包的密度和长度而变化,当密度大于1时,成功率几乎为0。因此,我们可以得出结论,JUNA密码系统可以抵抗LLL格基约简。本文的实验数据为我们进一步研究JUNA的安全性提供了事实依据。
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引用次数: 8
Differential-Algebraic Equations Model for Quadratic Programming 二次规划的微分-代数方程模型
Ya-juan Yang, Quan-ju Zhang
A differential-algebraic equations (DAEs) model for solving convex quadratic programming (CQP) is studied in this paper. By using Frisch's logarithmic barrier function, the DAEs model is established and the corresponding relationships of the solutions to the proposed DAEs with the CQP problems is analyzed in details here. All the results shows that this new model is different from traditional optimization algorithms which tries to find optimal solutions by the classical discrete iterated sequence points as well as different from neural network method based on the ODEs which tries to find the optimal solutions by tracking trajectories of a set of ordinary differential equation systems. It is well-known that different numerical schemes to DAEs algorithm can lead to new algorithms or some classical iterated algorithms, for instance, the path-following interior point algorithm could be conducted by a scheme of the proposed DAEs algorithm. So, in this aspect, the conventional interior point method can be viewed as a special case of the new DAEs method. Hence, this DAEs model provides a promising alternative approach for solving convex quadratic programming problems.
研究了求解凸二次规划问题的微分-代数方程模型。利用Frisch的对数势垒函数,建立了DAEs模型,并详细分析了DAEs解与CQP问题的对应关系。结果表明,该模型既不同于传统的利用经典离散迭代序列点寻找最优解的优化算法,也不同于基于ode的神经网络方法通过跟踪一组常微分方程系统的轨迹来寻找最优解。众所周知,不同的DAEs算法的数值方案可以产生新的算法或一些经典的迭代算法,例如,路径跟随内点算法可以通过所提出的DAEs算法的一种方案进行。因此,在这方面,传统的内点法可以看作是新的DAEs方法的一个特例。因此,该DAEs模型为求解凸二次规划问题提供了一种有前途的替代方法。
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引用次数: 0
A Petri Net Approach to Reliable Execution for Web Service Composition Web服务组合可靠执行的Petri网方法
Liping Chen, Guojun Zhang
With development of SOA, the complex problem can be solved by combining available individual services and ordering them to best suit user's requirements. Web services composition is widely used to business environment. With the features of inherent autonomy and heterogeneity for component Web services it is difficult to predict the behaviors of the overall composite service. Therefore, transactional properties and non-functional quality of service (QoS) properties are crucial for selecting the web services to take part in the composition. Transactional properties ensure reliability of composite Web service, and QoS properties can identify the best candidate web services from a set of functionally-equivalent services. In this paper we define a Colored Petri Net (CPN) model which involves transactional properties of Web services in the composition process. To ensure reliable and correct execution, unfolding processes of the CPN are followed. The execution of transactional composition Web service (TCWS) is formalized by CPN properties.
随着SOA的发展,可以通过组合可用的单个服务并对它们进行排序以最适合用户的需求来解决复杂的问题。Web服务组合广泛应用于业务环境。由于组件Web服务具有固有的自主性和异构性,因此很难预测整个组合服务的行为。因此,事务性属性和非功能性服务质量(QoS)属性对于选择参与组合的web服务至关重要。事务属性确保组合Web服务的可靠性,QoS属性可以从一组功能等效的服务中识别最佳候选Web服务。本文定义了一个涉及组合过程中Web服务的事务属性的彩色Petri网(CPN)模型。为了确保可靠和正确的执行,CPN的展开过程被遵循。事务性组合Web服务(TCWS)的执行由CPN属性形式化。
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引用次数: 4
Analyzing of Dynamic Friction Model for the Tire and the Runway 轮胎与跑道动态摩擦模型分析
Lizhuo Liu, Lili Xie, Chenglong Hao, Xinhua Zheng, Bing Sun
A dynamic friction model which can be used in the aircraft anti-skid braking system is introduced. On one hand, this model has similiar steady-state characteristics compared with the static friction model, on the other hand, it captures transient characteristics of the tire and the runway in emergency braking control. Dynamics and characteristics of the tire and the runway are analyzed, the PID+PBM control law is designed in the aircraft braking system. Simulation results show that this dynamic model is feasible and effective, and the proposed model is accurate for description of the tire and the runway. It is a theoretical basis for the study and design of high performance aircraft anti-skid braking system.
介绍了一种适用于飞机防滑制动系统的动态摩擦模型。该模型一方面具有与静摩擦模型相似的稳态特性,另一方面捕捉了紧急制动控制中轮胎和跑道的瞬态特性。分析了轮胎和跑道的动力学特性,设计了飞机制动系统的PID+PBM控制律。仿真结果表明,该动力学模型是可行和有效的,该模型对轮胎和跑道的描述是准确的。为高性能飞机防滑制动系统的研究和设计提供了理论依据。
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引用次数: 1
期刊
2013 Ninth International Conference on Computational Intelligence and Security
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