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Collaborative recommendation based on social community detection 基于社会社区检测的协同推荐
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60517-3
Xin LIU , Hai-hong E , Jun-jie TONG , Mei-na SONG

Collaborative filtering algorithms have become one of the most used approaches to provide personalized services for users to deal with abundance of information. The traditional algorithms just use the explicit user-item rating matrix to find similar users or items. To improve the accuracy of the ratings predicted by the collaborative filtering algorithms, social information is widely incorporated into the traditional ones. Different with the existed works focus on directly connected neighbors, we consider the community between the users. We design the algorithms in two aspects: one is that the members in the same community have similar tastes and preferences, the other is that the member's taste is affected by the other members. We simplify these two factors as community similarity and community affection. Community similarity is incorporated into modifying the model-based collaborative filtering algorithm as the social community-based regularization (SCR), which improves 6.2% in mean absolute error (MAE) and 6.1% in root mean square error (RMSE) compared to the existed social recommendation algorithm. Community affection is incorporated into modifying the neighborhood-based collaborative filtering algorithm as the neighbor-based collaborative filtering based on community detection (NCFC) which improve 14.8% in MAE and 8.1% in RMSE compared to user-based collaborative filtering (UCF).

协同过滤算法已成为为用户提供个性化服务以处理海量信息的常用方法之一。传统的算法只是使用显式的用户-物品评级矩阵来查找相似的用户或物品。为了提高协同过滤算法预测评分的准确性,在传统的协同过滤算法中广泛地加入了社会信息。不同于现有的作品关注直接连接的邻居,我们考虑用户之间的社区。我们从两个方面设计算法:一是同一社区的成员有相似的品味和偏好,二是成员的品味受到其他成员的影响。我们将这两个因素简化为社区相似性和社区情感。将社区相似度作为社会社区正则化(social Community -based regularization, SCR)加入到基于模型的协同过滤算法中,与现有的社会推荐算法相比,平均绝对误差(MAE)和均方根误差(RMSE)分别提高了6.2%和6.1%。将社区情感融入到基于邻居的协同过滤算法中,改进为基于社区检测的基于邻居的协同过滤算法(NCFC),与基于用户的协同过滤算法(UCF)相比,MAE和RMSE分别提高了14.8%和8.1%。
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引用次数: 7
An algorithm for friend-recommendation of social networking sites based on SimRank and ant colony optimization 基于simmrank和蚁群优化的社交网站好友推荐算法
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60508-2
Lian-ju NING, Hai-yan DUAN

We put forward an algorithm on friend-recommendation of social networking sites based on SimRank and ant colony optimization, which broadens the appliance of the algorithm in this academic question. The algorithm focuses on the existing relationships between the members as the initial measurement and constructs artificial ants’ completed routing graph. Finally, an ordered and limited list of personalized recommendations through recursive optimization is produced. In the end, we verify the algorithm's rationality and validity through simulation and the result shows that it can improve the precision of friend-recommendation.

我们提出了一种基于simmrank和蚁群优化的社交网站好友推荐算法,拓宽了算法在这一学术问题中的应用。该算法以蚁群成员之间存在的关系为初始度量,构建人工蚂蚁的完整路由图。最后,通过递归优化得到有序有限的个性化推荐列表。最后通过仿真验证了算法的合理性和有效性,结果表明该算法可以提高好友推荐的精度。
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引用次数: 3
Endpoint-agnostic address hopping communication — a network-based design by fully exploiting IPv6 huge space superiority 端点不可知地址跳变通信——一种充分利用IPv6巨大空间优势的基于网络的设计
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60513-6
Shen YAN , Pei ZHANG , Yan MA , Tian-le YANG

Network address hopping (NAH) proposed a mechanism to enhance data protection in communications across untrusted networks. It spread the data stream of a communication session across multiple channels, which tried to obstruct information interception in the first place by obscuring the fact that communication takes place between certain end-points. However, the time-stamped packets between two peers would provide a hint for correlating the intercepted packets in case the encryption of the counter got compromised. Furthermore, due to synchronization, the Internet Protocol version 6 (IPv6) addresses pair of the channel ends would appear and disappear strictly, which would perform time-relevance character. A Network-based hopping communication mechanism (NetHop) is proposed in this paper. The address hopping function is deployed on the network side instead of endpoint, which can support secure hopping communication function for universal endpoints without any restriction of Operating System or hardware. By using IPv6 to IPv6 network address translation (NAT), NetHop fully exploits the superiority of IPv6 huge address space. The hopping addresses are generated by hash function and the hopping addresses pair can be chosen randomly. Consequently, NetHop performs better on randomness and concealment than channel-rule NAH.

网络地址跳变(Network address hopping, NAH)提出了一种增强非可信网络通信数据保护的机制。它将通信会话的数据流分散到多个通道上,这首先试图通过模糊通信发生在某些端点之间的事实来阻止信息拦截。但是,对等体之间带有时间戳的数据包可以在计数器加密被破坏的情况下提供关联截获数据包的提示。此外,由于同步,信道两端的IPv6地址对会严格地出现和消失,从而表现出时间相关性。提出了一种基于网络的跳通信机制(NetHop)。地址跳变功能部署在网络端而不是终端,可以在不受操作系统和硬件限制的情况下,支持通用终端的安全跳变通信功能。NetHop利用IPv6到IPv6的NAT (network address translation)技术,充分利用了IPv6巨大地址空间的优势。跳地址由哈希函数生成,跳地址对可以随机选择。因此,NetHop在随机性和隐蔽性方面优于通道规则的NAH。
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引用次数: 1
Study on hybrid pattern recognition algorithm for modulated signals 调制信号混合模式识别算法研究
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60504-5
Hong-da LIU , Hong-xin ZHANG , Peng-fei HE

A combined feature extraction and recognition method is proposed based on higher-order spectrum, cyclic spectrum and time-frequency characteristics. In the application of this method, α-dimensional features, quadratic spectral characteristics and Fourier transform spectral characteristics of the signal are used to extract three characteristic values including the envelope means (EM) of α plane, the recursive normalized frequency component detection value (RNFCDV) and the quadratic spectrum normalized frequency component detection value (QSNFCDV), which have the merits of less identification parameters, insensitive to noise, less computation, high recognition rate, and multi-species identification. With this method, simulation results show that the recognition rate is more the 98% with the signal to noise rate (SNR) not less than 6 dB. And the performance of this method is better than the common recognition algorithms. There are eight types of signal, such as amplitude modulation (AM), phase modulation (PM), amplitude shift keying (ASK), frequency shift keying (FSK), phase shift keying (PSK), minimum shift keying (MSK), quadrature amplitude modulation (QAM) and direct sequence spread spectrum (DSSS), have been used to validate the feasibility of the method.

提出了一种基于高阶谱、循环谱和时频特征的组合特征提取与识别方法。在该方法的应用中,利用信号的α维特征、二次谱特征和傅立叶变换谱特征提取α平面包络均值(EM)、递归归一化频率分量检测值(RNFCDV)和二次谱归一化频率分量检测值(QSNFCDV)三个特征值,具有识别参数少、对噪声不敏感、计算量少,识别率高,可多物种识别。仿真结果表明,该方法的识别率在98%以上,信噪比不小于6 dB。该方法的性能优于常用的识别算法。有八种类型的信号,如调幅(AM)、相位调制(PM)、移幅键控(ASK)、移频键控(FSK)、移相键控(PSK)、最小移键控(MSK)、正交调幅(QAM)和直接序列扩频(DSSS),已被用来验证该方法的可行性。
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引用次数: 2
Influences of finite gain bandwidth on dissipative solitons in passively mode-locked Er-doped fiber laser 有限增益带宽对被动锁模掺铒光纤激光器耗散孤子的影响
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60502-1
Bo GAO , Jia-yu HUO , Ge WU , Xiao-jian TIAN

Dissipative solitons in the passively mode-locked fiber lasers based on the gain medium of erbium-doped (Er-doped) fiber have attracted a lot of interest in recent years. In this paper, we study the influences of finite gain bandwidth on dissipative solitons in passively mode-locked Er-doped fiber laser. We investigate the influences of the finite gain bandwidth on pulse duration, pulse peak power and single pulse energy of dissipative solitons. The results show that gain bandwidth of the gain medium has influence on dissipative soliton characteristics in passively mode-locked Er-doped fiber laser. The research in this paper has important theoretical and practical significance.

近年来,以掺铒光纤为增益介质的被动锁模光纤激光器中的耗散孤子引起了人们的广泛关注。本文研究了有限增益带宽对被动锁模掺铒光纤激光器耗散孤子的影响。研究了有限增益带宽对耗散孤子脉冲持续时间、脉冲峰值功率和单脉冲能量的影响。结果表明,增益介质的增益带宽对被动锁模掺铒光纤激光器的耗散孤子特性有影响。本文的研究具有重要的理论和现实意义。
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引用次数: 0
CPK-based login authentication for electricity operation information system 基于cpp的电力运营信息系统登录认证
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60507-0
Xiao-jia ZOU, Xiang-dong YOU, Hao PAN, Zhi-yuan ZHANG, Xiao-lei WANG

Login authentication security is indispensable to applications of client/server (C/S) structure. Although some security technology in login authentication is relatively mature after years of development, it cannot meet high security requirements for the system in the case of limited resources. To deal with it, this paper proposes a new login authentication solution and applies it in electricity operation information system (EOIS), an application aiming at electrical equipment overhaul and report. The authors firstly discuss the reason why combined public key (CPK) is adopted as the key technology instead of the common one public key infrastructure (PKI). Secondly, they expatiate on CPK generation mechanism and the realizing process of login authentication, including local authentication using CPK-based digital signature and remote authentication using web service. Then, some results from three encryption methods (message-digest algorithm 5(MD5), secure hash algorithm (SHA-1) and CPK-based digital signature) to test EOIS are given, which show that the new solution builds its security on Hash function chosen and protection of combined private key. Finally, the security analysis reveals that CPK-based login authentication is safer to ensure the certainty of user identity, the integrality and non-repudiation of messages, and the confidentiality of transmission.

登录认证安全性是客户端/服务器(C/S)结构应用程序不可缺少的一部分。登录认证中的一些安全技术虽然经过多年的发展已经比较成熟,但在资源有限的情况下,还不能满足系统对安全性的高要求。针对这一问题,本文提出了一种新的登录认证方案,并将其应用于电力运行信息系统(EOIS)中。首先讨论了采用组合公钥(CPK)代替通用公钥基础设施(PKI)作为密钥技术的原因。其次,阐述了CPK的生成机制和登录认证的实现过程,包括基于CPK的数字签名的本地认证和基于web服务的远程认证。在此基础上,利用消息摘要算法5(MD5)、安全哈希算法(SHA-1)和基于cpp的数字签名三种加密方法对EOIS进行了测试,结果表明,新方案的安全性建立在哈希函数选择和组合私钥保护的基础上。最后,安全性分析表明,基于cpp的登录认证更安全,可以保证用户身份的确定性、消息的完整性和不可否认性以及传输的机密性。
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引用次数: 0
Research on concurrency control algorithm for real-time collaborative editing systems 实时协同编辑系统的并发控制算法研究
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60519-7
Jun-hui LIU , Geng-yu WEI , Cong WANG

Real-time collaborative editing systems are important groupware tools in the computer supported cooperative work (CSCW) field. They support geographically dispersed users to edit shared files, graphics, etc. simultaneously. Currently popular real-time collaborative editing systems mostly use plain text data for edit and synchronization, and the corresponding operations are deleting, adding or modifying characters. The data acquisition system's metadata in this article is the module, such as deleting, adding or modifying a certain question. On the basis of differential synchronization algorithms and generic operation transformation (GOT) algorithm, this paper proposes a new concurrency control algorithm differential synchronization and generic operation transformation control algorithm (DSGOT).

实时协同编辑系统是计算机支持协同工作(CSCW)领域中重要的群件工具。它们支持地理位置分散的用户同时编辑共享文件、图形等。目前流行的实时协同编辑系统大多使用纯文本数据进行编辑和同步,相应的操作是删除、添加或修改字符。本文中数据采集系统的元数据为模块,如对某个问题进行删除、添加或修改。在差分同步算法和通用操作转换(GOT)算法的基础上,提出了一种新的并行控制算法差分同步和通用操作转换控制算法(DSGOT)。
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引用次数: 1
Dissipative Solitons characteristics in passively mode-locked Yb-doped fiber laser under limitation of gain saturation energy 增益饱和能量限制下被动锁模掺镱光纤激光器的耗散孤子特性
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60503-3
Ge WU, Yue-ming WU, Xiao-jian TIAN

This paper is devoted to research the characteristics of the dissipative solitons formed in a passively mode-locked Yb-doped fiber (YDF) laser under limitation of the gain saturation energy. The parabolic shape dissipative solitons with linear chirps are observed in the fiber laser. The influences of the gain saturation energy on pulse duration, peak power and single pulse energy of the dissipative solitons are investigated in-depth.

本文研究了受增益饱和能量限制的被动锁模掺镱光纤激光器中形成的耗散孤子的特性。在光纤激光器中观察到具有线性啁啾的抛物型耗散孤子。深入研究了增益饱和能量对耗散孤子脉冲持续时间、峰值功率和单脉冲能量的影响。
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引用次数: 0
Flexible user-centric service selection algorithm for Internet of Things services 灵活的以用户为中心的物联网服务选择算法
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60510-0
Nwe Htay Win NWE , Jian-min BAO , Gang CUI

In Internet of Things (IoT), the similar functional services are evolving in different quality of services (QoS) due to the widespread deployment of spatially distributed things on dynamic networks through the web. Therefore, the user involvement in service selection systems becomes a vital role to enhance the system performance by taking into account of subjective factors. This paper proposes a flexible QoS-based service selection algorithm (FQSA) which mainly targets to the users to be able to give their subjective preferences in an easy and friendly manner. The FQSA algorithm selects the services based on subjective information provided by the service consumers and objective information supported by the service providers. It adopts artificial neural network backpropagation algorithm to find the objective factors and applies similarity aggregation method to evaluate the creditability of the user subjective factors which have already been evaluated by ontological reasoning with the help of proposed QoS ontology. The comparative study and experimental results show that our FQSA algorithm is superior to other service selection approaches.

在物联网(Internet of Things, IoT)中,由于空间分布的事物通过web在动态网络上的广泛部署,功能相似的服务正在以不同的服务质量(QoS)演进。因此,考虑到用户主观因素,用户参与服务选择系统对提高系统性能起着至关重要的作用。本文提出了一种灵活的基于qos的服务选择算法(FQSA),其主要目标是使用户能够以简单友好的方式给出他们的主观偏好。FQSA算法根据服务消费者提供的主观信息和服务提供者支持的客观信息来选择服务。采用人工神经网络反向传播算法寻找客观因素,并利用所提出的QoS本体对已经通过本体推理评估过的用户主观因素采用相似度聚合方法进行可信度评估。对比研究和实验结果表明,FQSA算法优于其他服务选择方法。
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引用次数: 12
Study on parameter optimization in a passively mode-locked Erbium-doped fiber laser 被动锁模掺铒光纤激光器参数优化研究
Q4 Computer Science Pub Date : 2014-07-01 DOI: 10.1016/S1005-8885(14)60500-8
Bo GAO , Ge WU , Jia-yu HUO , Xiao-jian TIAN

Optical soliton communication is the frontier research topic of optical fiber communication. In this paper, we study optical solitons generated by passively mode-locked Erbium-doped (Er-doped) fiber (EDF) laser. We analyze the variation of nonlinear equilibrium point parameter N of the passively mode-locked EDF laser in the role of group-velocity dispersion (GVD) and small-signal gain, and adjusting system parameter N is as close as to possible to 1. The ground state first-order optical soliton which generated through system parameter optimization of the passively mode-locked EDF laser will improve the efficiency and stability of optical soliton communication system. The research of this paper will have provided the theoretical foundation of parameter optimization in a passively mode-locked EDF laser. And it will be possible for the passively mode-locked fiber laser in optical fiber communication system to be applied from the laboratory stage to the practical application.

光孤子通信是光纤通信的前沿研究课题。本文研究了被动锁模掺铒光纤(EDF)激光器产生的光孤子。分析了被动锁模EDF激光器非线性平衡点参数N在群速度色散(GVD)和小信号增益作用下的变化规律,调整系统参数N尽可能接近于1。通过对被动锁模EDF激光器系统参数优化产生的基态一阶光孤子将提高光孤子通信系统的效率和稳定性。本文的研究将为被动锁模EDF激光器的参数优化提供理论依据。从而为光纤通信系统中被动锁模光纤激光器从实验室阶段走向实际应用提供了可能。
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引用次数: 0
期刊
Journal of China Universities of Posts and Telecommunications
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