首页 > 最新文献

2010 IEEE Youth Conference on Information, Computing and Telecommunications最新文献

英文 中文
Power control based on the Asynchronous Distributed Pricing Algorithm in cognitive radios 基于异步分布式定价算法的认知无线电功率控制
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713047
Xuexue Zhang, Junhui Zhao
Based on a Space-Time Block Coding Multi-Carrier Code Division Multiple Access (STBC MC-CDMA) system, a Asynchronous Distributed Pricing (ADP) Algorithm is studied in this paper, in which the cognitive radio(CR) users announces a price that reflect other users' compensation paid. The power control is implemented by updating pricing and power level. The ADP algorithm is a distributed power control scheme based on the supermodular game theory. Introduced in the STBC MC-CDMA system, it can improve the capacity and the utility of the system, and show faster convergence.
基于空时分组编码多载波码分多址(STBC MC-CDMA)系统,研究了一种异步分布式定价(ADP)算法,该算法中认知无线电(CR)用户宣布一个反映其他用户支付补偿的价格。功率控制是通过更新定价和功率水平实现的。ADP算法是一种基于超模博弈理论的分布式功率控制方案。将其引入到STBC MC-CDMA系统中,可以提高系统的容量和利用率,并具有较快的收敛速度。
{"title":"Power control based on the Asynchronous Distributed Pricing Algorithm in cognitive radios","authors":"Xuexue Zhang, Junhui Zhao","doi":"10.1109/YCICT.2010.5713047","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713047","url":null,"abstract":"Based on a Space-Time Block Coding Multi-Carrier Code Division Multiple Access (STBC MC-CDMA) system, a Asynchronous Distributed Pricing (ADP) Algorithm is studied in this paper, in which the cognitive radio(CR) users announces a price that reflect other users' compensation paid. The power control is implemented by updating pricing and power level. The ADP algorithm is a distributed power control scheme based on the supermodular game theory. Introduced in the STBC MC-CDMA system, it can improve the capacity and the utility of the system, and show faster convergence.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127311570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Optimization of water allocation based on the economic loss analysis under different drought scenarios 不同干旱情景下基于经济损失分析的水资源配置优化
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713137
Yanqi Zhao, Changming Liu, Yingfei Yang, Hongxing Zheng
Drought has become a great constraint in the process of sustainable development of human society and China is one of the countries frequently affected by severe droughts. Thus, along with research on the drought prediction and prevention, it is of key importance to study how to reasonably allocate the limited water resources during drought. When drought occurs, there is a struggle for water among various users. The main objective of this study is to define an appropriate proportion of water to be distributed between industry and agriculture in order to avoid heavy economic losses when suffering the emergency drought. So, we designed a simple algorithm to account for economic losses and on that basis to choose the optimum scheme of water allocation under different drought scenarios.
干旱已成为人类社会可持续发展过程中的重大制约因素,中国是严重干旱频发的国家之一。因此,在干旱预测和预防研究的同时,研究如何在干旱时期合理配置有限的水资源是至关重要的。当干旱发生时,不同的使用者之间就会争夺水。这项研究的主要目标是确定在工业和农业之间分配的适当比例的水,以避免在遭受紧急干旱时造成严重的经济损失。因此,我们设计了一个简单的算法来考虑经济损失,并在此基础上选择不同干旱情景下的最佳水资源分配方案。
{"title":"Optimization of water allocation based on the economic loss analysis under different drought scenarios","authors":"Yanqi Zhao, Changming Liu, Yingfei Yang, Hongxing Zheng","doi":"10.1109/YCICT.2010.5713137","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713137","url":null,"abstract":"Drought has become a great constraint in the process of sustainable development of human society and China is one of the countries frequently affected by severe droughts. Thus, along with research on the drought prediction and prevention, it is of key importance to study how to reasonably allocate the limited water resources during drought. When drought occurs, there is a struggle for water among various users. The main objective of this study is to define an appropriate proportion of water to be distributed between industry and agriculture in order to avoid heavy economic losses when suffering the emergency drought. So, we designed a simple algorithm to account for economic losses and on that basis to choose the optimum scheme of water allocation under different drought scenarios.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114520001","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cooperative spectrum sensing under LMMSE channel estimation LMMSE信道估计下的协同频谱感知
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713100
Liu Kai, Wu Xuan-li, Shen Qing-hua
In cooperative spectrum sensing, the detection performance is affected seriously by the error of channel estimation. Hence, the accurate channel estimation is very necessary. In this paper, the performance of cooperative spectrum sensing under the LMMSE channel estimation method with time-domain windowing technique is analyzed. Simulation results show that the probability of detection can reach high accuracy by this channel estimation method. Given the 1st hop Eb/N0 = 20dB and the 2nd hop Eb/N0 = 15dB in AF relay channel, the error of detection between the proposed estimation and the perfect estimation is 0.0059, and actual false alarm just deviates the system requirement 1.16%.
在协同频谱感知中,信道估计误差严重影响检测性能。因此,准确的信道估计是非常必要的。本文分析了时域加窗LMMSE信道估计方法下的协同频谱感知性能。仿真结果表明,该信道估计方法能够达到较高的检测概率精度。假设AF中继通道中第一跳Eb/N0 = 20dB,第二跳Eb/N0 = 15dB,所提估计与完美估计的检测误差为0.0059,实际虚警刚好偏离系统要求1.16%。
{"title":"Cooperative spectrum sensing under LMMSE channel estimation","authors":"Liu Kai, Wu Xuan-li, Shen Qing-hua","doi":"10.1109/YCICT.2010.5713100","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713100","url":null,"abstract":"In cooperative spectrum sensing, the detection performance is affected seriously by the error of channel estimation. Hence, the accurate channel estimation is very necessary. In this paper, the performance of cooperative spectrum sensing under the LMMSE channel estimation method with time-domain windowing technique is analyzed. Simulation results show that the probability of detection can reach high accuracy by this channel estimation method. Given the 1st hop Eb/N0 = 20dB and the 2nd hop Eb/N0 = 15dB in AF relay channel, the error of detection between the proposed estimation and the perfect estimation is 0.0059, and actual false alarm just deviates the system requirement 1.16%.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116963221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A semi-fragile watermarking distinguishing JPEG compression and gray-scale-transformation from malicious manipulation 区分JPEG压缩和灰度变换与恶意操作的半脆弱水印
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713080
Jun Xiao, Zhiqiang Ma, Bai Lin, Jiaorao Su, Ying Wang
Semi-fragile watermarking which is robust to given operations and fragile to conscious operations, is a useful authentication technique for digital media. In this paper, a novel semi-fragile image watermarking algorithm that accepts JPEG compression and gray-scale-transformation is proposed. In the proposed algorithm, the properties of JPEG compression, DCT coefficients and gray-scale-transformation are analyzed and used to optimize the embedding parameters especially the quantization step, which can make sure of the robustness and frangibility of the algorithm to given processes and attacks. The robustness and frangibility of the proposed algorithm to given image processes are analyzed, and the results show that the proposed algorithm is very robust to JPEG compression, gray-scale-transformation, and the combination of JPEG compression and gray-scale-transformation, while it is very fragile to malicious attacks, such as cropping, adding signature and median filtering. Namely, the proposed algorithm can distinguish JPEG compression and gray-scale-transformation from other attacks accurately.
半脆弱水印对给定操作具有鲁棒性,对有意识操作具有脆弱性,是一种有用的数字媒体认证技术。提出了一种接受JPEG压缩和灰度变换的半脆弱图像水印算法。该算法分析了JPEG压缩、DCT系数和灰度变换的特性,对嵌入参数特别是量化步骤进行了优化,保证了算法对给定过程和攻击的鲁棒性和脆弱性。分析了所提出算法对给定图像处理的鲁棒性和脆弱性,结果表明,所提出算法对JPEG压缩、灰度变换以及JPEG压缩与灰度变换相结合具有很强的鲁棒性,而对裁剪、添加签名和中值滤波等恶意攻击则非常脆弱。即,该算法能够准确区分JPEG压缩和灰度变换与其他攻击。
{"title":"A semi-fragile watermarking distinguishing JPEG compression and gray-scale-transformation from malicious manipulation","authors":"Jun Xiao, Zhiqiang Ma, Bai Lin, Jiaorao Su, Ying Wang","doi":"10.1109/YCICT.2010.5713080","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713080","url":null,"abstract":"Semi-fragile watermarking which is robust to given operations and fragile to conscious operations, is a useful authentication technique for digital media. In this paper, a novel semi-fragile image watermarking algorithm that accepts JPEG compression and gray-scale-transformation is proposed. In the proposed algorithm, the properties of JPEG compression, DCT coefficients and gray-scale-transformation are analyzed and used to optimize the embedding parameters especially the quantization step, which can make sure of the robustness and frangibility of the algorithm to given processes and attacks. The robustness and frangibility of the proposed algorithm to given image processes are analyzed, and the results show that the proposed algorithm is very robust to JPEG compression, gray-scale-transformation, and the combination of JPEG compression and gray-scale-transformation, while it is very fragile to malicious attacks, such as cropping, adding signature and median filtering. Namely, the proposed algorithm can distinguish JPEG compression and gray-scale-transformation from other attacks accurately.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122096726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
A new hybrid genetic algorithm based on clan competition 一种基于宗族竞争的混合遗传算法
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713153
Weihong Zhou, Shun-Qing Xiong, L. Ying
It is difficult for basic genetic algorithm and evolutionary programming algorithm to converge at global optimal solution of real-continual function in practice, although both of the algorithms have the ability for getting the global optimal solution with convergent probabilities 1 in theory. In this paper, a new hybrid genetic algorithm based on clan competition is proposed, and it is proved that the probability of the new algorithm convegent to the global optimal solution is 1, Numerical experiments results illustrate that, compared with the former two algorithms, the new algorithm is the robustest among the three algorithms, what's more, it has the highest precision with the equal parameters.
基本遗传算法和进化规划算法在实践中难以收敛于实连续函数的全局最优解,尽管这两种算法在理论上都具有收敛概率为1的全局最优解能力。本文提出了一种新的基于族竞争的混合遗传算法,并证明了新算法收敛到全局最优解的概率为1,数值实验结果表明,与前两种算法相比,新算法是三种算法中最鲁棒的,并且在等参数下具有最高的精度。
{"title":"A new hybrid genetic algorithm based on clan competition","authors":"Weihong Zhou, Shun-Qing Xiong, L. Ying","doi":"10.1109/YCICT.2010.5713153","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713153","url":null,"abstract":"It is difficult for basic genetic algorithm and evolutionary programming algorithm to converge at global optimal solution of real-continual function in practice, although both of the algorithms have the ability for getting the global optimal solution with convergent probabilities 1 in theory. In this paper, a new hybrid genetic algorithm based on clan competition is proposed, and it is proved that the probability of the new algorithm convegent to the global optimal solution is 1, Numerical experiments results illustrate that, compared with the former two algorithms, the new algorithm is the robustest among the three algorithms, what's more, it has the highest precision with the equal parameters.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117248383","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A high-speed vision processor based on pixel-parallel PE array and its applications 基于像素并行PE阵列的高速视觉处理器及其应用
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713151
Cong Shi, N. Wu, Zhihua Wang
This paper proposes a novel high-speed vision processor based on pixel-parallel PE array. The processor consists of a pixel-parallel PE array, an embedded RISC core, an AHB bus, some SRAM blocks and other logical controllers. PE array performs the low- and mid-level vision processing, and RISC core carries out the high-level vision processing in succession. The vision processor can process vision information at a speed higher than 1000fps. Many application algorithms can be implemented by software programming on the vision processor. The processor prototype is implemented on a FPGA board with a 64×64 PE array and the clock frequency is 100MHz. It can realize moving detection in 128×128 image data at a rate of 4500fps, and 104fps in complicated face detection task for 160×120 video frame sequence. The results demonstrated that the vision processor outperforms the general serial CPUs for more than 60 times.
提出了一种基于像素并行PE阵列的高速视觉处理器。该处理器由像素并行PE阵列、嵌入式RISC核心、AHB总线、一些SRAM块和其他逻辑控制器组成。PE阵列进行低级和中级视觉处理,RISC内核依次进行高级视觉处理。视觉处理器可以以高于1000fps的速度处理视觉信息。许多应用算法都可以在视觉处理器上通过软件编程实现。该处理器原型采用64×64 PE阵列在FPGA板上实现,时钟频率为100MHz。它能以4500fps的速度对128×128图像数据进行运动检测,对160×120视频帧序列进行104fps的复杂人脸检测。结果表明,该视觉处理器的性能优于普通串行cpu 60倍以上。
{"title":"A high-speed vision processor based on pixel-parallel PE array and its applications","authors":"Cong Shi, N. Wu, Zhihua Wang","doi":"10.1109/YCICT.2010.5713151","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713151","url":null,"abstract":"This paper proposes a novel high-speed vision processor based on pixel-parallel PE array. The processor consists of a pixel-parallel PE array, an embedded RISC core, an AHB bus, some SRAM blocks and other logical controllers. PE array performs the low- and mid-level vision processing, and RISC core carries out the high-level vision processing in succession. The vision processor can process vision information at a speed higher than 1000fps. Many application algorithms can be implemented by software programming on the vision processor. The processor prototype is implemented on a FPGA board with a 64×64 PE array and the clock frequency is 100MHz. It can realize moving detection in 128×128 image data at a rate of 4500fps, and 104fps in complicated face detection task for 160×120 video frame sequence. The results demonstrated that the vision processor outperforms the general serial CPUs for more than 60 times.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126161279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A research on modeling feedback-based data scheduling in P2P streaming system 基于反馈的P2P流系统数据调度建模研究
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713112
Hao Ren, Jinlin Wang, Jiali You
In order to evaluate the influence of neighbors' quality to P2P streaming system's performance during scheduling, this paper establishes a markov chain based differential function model to analyze the relationship between peer's average startup delay and probability neighbors have wanted data as well as neighbors' available upload bandwidth. This paper also proposes a scheduling feedback algorithm, which learns real-time information of neighbors' data ownership as well as service capacity during data transferring and feeds back to overlay to help its optimization. The algorithm could help overlay discover possible better Qos neighbors when scheduling. Numerical analysis and experiment shows better quality neighbors can improve system's average startup delay significantly during scheduling.
为了评估调度过程中邻居质量对P2P流系统性能的影响,本文建立了基于马尔可夫链的差分函数模型,分析了P2P流系统中邻居的平均启动延迟与邻居获取数据的概率以及邻居的可用上传带宽之间的关系。本文还提出了一种调度反馈算法,该算法在数据传输过程中实时学习邻居的数据所有权信息和服务能力信息,并反馈给叠加层,帮助其优化。该算法可以帮助叠加层在调度时发现可能更好的Qos邻居。数值分析和实验表明,在调度过程中,较好的邻域可以显著改善系统的平均启动延迟。
{"title":"A research on modeling feedback-based data scheduling in P2P streaming system","authors":"Hao Ren, Jinlin Wang, Jiali You","doi":"10.1109/YCICT.2010.5713112","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713112","url":null,"abstract":"In order to evaluate the influence of neighbors' quality to P2P streaming system's performance during scheduling, this paper establishes a markov chain based differential function model to analyze the relationship between peer's average startup delay and probability neighbors have wanted data as well as neighbors' available upload bandwidth. This paper also proposes a scheduling feedback algorithm, which learns real-time information of neighbors' data ownership as well as service capacity during data transferring and feeds back to overlay to help its optimization. The algorithm could help overlay discover possible better Qos neighbors when scheduling. Numerical analysis and experiment shows better quality neighbors can improve system's average startup delay significantly during scheduling.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130778644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Featurerank: A non-linear listwise approach with clustering and boosting Featurerank:一种具有聚类和提升的非线性列表方法
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713050
Yongqing Wang, W. Mao
Listwise is an important approach in learning to rank. Most of the existing lisewise methods use a linear ranking function which can only achieve a limited performance being applied to complex ranking problem. This paper proposes a non-linear listwise algorithm inspired by boosting and clustering. Different from the previous listwise approaches, our algorithm constructs weak rankers through directly discovering hidden order in single feature, and then combines these weak rankers using a boosting procedure. To discover the hidden order, we utilize (KNN) method. In our preliminary experiment, we compare our approach with other listwise algorithms and show the effectiveness of our proposed algorithm.
Listwise是学习排名的重要方法。现有的线性排序方法大多采用线性排序函数,在处理复杂的排序问题时,只能达到有限的性能。本文提出了一种基于增强和聚类的非线性列表算法。与以往的列表方法不同,我们的算法通过直接发现单个特征的隐藏顺序来构建弱排名,然后使用提升过程将这些弱排名组合起来。为了发现隐藏的阶数,我们使用了KNN方法。在我们的初步实验中,我们将我们的方法与其他列表算法进行了比较,并证明了我们提出的算法的有效性。
{"title":"Featurerank: A non-linear listwise approach with clustering and boosting","authors":"Yongqing Wang, W. Mao","doi":"10.1109/YCICT.2010.5713050","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713050","url":null,"abstract":"Listwise is an important approach in learning to rank. Most of the existing lisewise methods use a linear ranking function which can only achieve a limited performance being applied to complex ranking problem. This paper proposes a non-linear listwise algorithm inspired by boosting and clustering. Different from the previous listwise approaches, our algorithm constructs weak rankers through directly discovering hidden order in single feature, and then combines these weak rankers using a boosting procedure. To discover the hidden order, we utilize (KNN) method. In our preliminary experiment, we compare our approach with other listwise algorithms and show the effectiveness of our proposed algorithm.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129235386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A novel term weighting scheme with distributional coefficient for text categorization with support vector machine 一种新的基于分布系数的支持向量机文本分类术语加权方案
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713075
Yuan Ping, Yajian Zhou, Yixian Yang, Weiping Peng
In text categorization, vectorizing a document by probability distribution is an effective dimension reduction way to save training time. However, the data sets that share many common keywords between categories affect the classification performance seriously. To address that problem, firstly, we conduct an effective term weighting scheme consisting of posterior probability and relevance frequency to improve the performance of the traditional hybrid classification model. To get a better representation of the information contained in a document, as well as the introduction of an advanced hybrid classification model, we also propose a novel term weighting scheme with distributional coefficient so as to obtain further accuracy enhancement. The experimental results show that these proposed schemes are significantly better than the traditional method.
在文本分类中,利用概率分布对文本进行矢量化是节省训练时间的有效降维方法。然而,如果数据集在类别之间共享了许多共同的关键字,则会严重影响分类性能。为了解决这一问题,首先,我们提出了一种有效的后验概率和相关频率加权方案,以提高传统混合分类模型的性能。为了更好地表示文档中包含的信息,在引入先进的混合分类模型的同时,我们还提出了一种新的带有分布系数的术语加权方案,以进一步提高准确率。实验结果表明,所提方案明显优于传统方法。
{"title":"A novel term weighting scheme with distributional coefficient for text categorization with support vector machine","authors":"Yuan Ping, Yajian Zhou, Yixian Yang, Weiping Peng","doi":"10.1109/YCICT.2010.5713075","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713075","url":null,"abstract":"In text categorization, vectorizing a document by probability distribution is an effective dimension reduction way to save training time. However, the data sets that share many common keywords between categories affect the classification performance seriously. To address that problem, firstly, we conduct an effective term weighting scheme consisting of posterior probability and relevance frequency to improve the performance of the traditional hybrid classification model. To get a better representation of the information contained in a document, as well as the introduction of an advanced hybrid classification model, we also propose a novel term weighting scheme with distributional coefficient so as to obtain further accuracy enhancement. The experimental results show that these proposed schemes are significantly better than the traditional method.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125704807","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
A distributed coding protocol for wireless relay networks 无线中继网络的分布式编码协议
Pub Date : 2010-11-01 DOI: 10.1109/YCICT.2010.5713111
Jing An, Yongsheng Jia, Hao Wu
Cooperative diversity is a transmission technique, where multiple users pool their resources to form a virtual antenna array that obtain spatial diversity. We evaluate the performance of coded cooperation with multiple relays in Reyleigh fading channels. The closed-form expressions with multiple relays are derived in this work. Our numerical results show that the new coded cooperation method can achieve a noticeable gain over non-cooperative networks. Moreover, the analytical upper bounds are validated with simulation results.
合作分集是一种多用户集中资源组成虚拟天线阵获得空间分集的传输技术。对瑞利衰落信道中多中继的编码合作性能进行了评价。本文推导了多个继电器的封闭表达式。数值结果表明,这种编码合作方法在非合作网络中可以获得明显的增益。通过仿真结果验证了解析上界的正确性。
{"title":"A distributed coding protocol for wireless relay networks","authors":"Jing An, Yongsheng Jia, Hao Wu","doi":"10.1109/YCICT.2010.5713111","DOIUrl":"https://doi.org/10.1109/YCICT.2010.5713111","url":null,"abstract":"Cooperative diversity is a transmission technique, where multiple users pool their resources to form a virtual antenna array that obtain spatial diversity. We evaluate the performance of coded cooperation with multiple relays in Reyleigh fading channels. The closed-form expressions with multiple relays are derived in this work. Our numerical results show that the new coded cooperation method can achieve a noticeable gain over non-cooperative networks. Moreover, the analytical upper bounds are validated with simulation results.","PeriodicalId":179847,"journal":{"name":"2010 IEEE Youth Conference on Information, Computing and Telecommunications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114112037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2010 IEEE Youth Conference on Information, Computing and Telecommunications
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1