TAILIEUCHUNG - Web spam detection inspired by the immune system

In this paper, a novel method is presented to detect spam content on the web. It is based on classification and employs an idea from biology, namely, danger theory, to guide the use of different classifiers. The evaluation of content features of WEBSPAM-UK2007 data set using 10-fold cross-validation demonstrates that this method provides high evaluation criteria in detecting web spam. | International Journal of Computer Networks and Communications Security VOL. 3, NO. 4, APRIL 2015, 191–199 Available online at: E-ISSN 2308-9830 (Online) / ISSN 2410-0595 (Print) Web Spam Detection Inspired by the Immune System MAHDIEH DANANDEH OSKOUEI1 and SEYED NASER RAZAVI2 1 Department of Computer, Shabestar Branch, Islamic Azad University, Shabestar, Iran 2 Department of Electrical and Computer Engineering, University of Tabriz, Iran E-mail: 1r , 2 ABSTRACT Internet is a global information system, and search engines are currently the most common tools used to find information in web receiving query from the user, and present a list of the results related to user query. Web spam is an illegal way to increase web pages rank, and it tries to increase the rank of some web pages in the list of results by manipulating ranking algorithm of search engines. In this paper, a novel method is presented to detect spam content on the web. It is based on classification and employs an idea from biology, namely, danger theory, to guide the use of different classifiers. The evaluation of content features of WEBSPAM-UK2007 data set using 10-fold cross-validation demonstrates that this method provides high evaluation criteria in detecting web spam. Keywords: Artificial immune system, Web spam, Danger theory, Machine learning, Classification. 1 INTRODUCTION Artificial immune system is relatively a new science, and has been derived from the performance of body immune system when it encounters with pathogens. With regard to performance and complex defense mechanisms of natural immune system in living organisms against pathogens, researchers have designed artificial immune system by simulating this system, so that they can solve engineering problems. The research diversity created by using the method of artificial immune system indicates the ability to solve complex engineering problems thorough using .

• Quản trị Web
• International Journal of Computer Networks and Communications Security
• Web spam detection inspired by the immune system
• Web spam detection
• Detecting web spam
• WEBSPAM UK2007 data
• Securing the sip communications with XML security mechanisms
• VoIP application awareness
• Question of confidentiality and integrity
• Client authentication and data confidentiality
• Proposing minimum performance of proposed topology
• Plateau State University
• Computer networks and Communications Security
• Performance evaluation of manet protocols in communications
• Management of robots in simulation modelling
• Manet protocols in communications
• End To End Delay
• Show network optimization rate including PDR
• Deployment of voip communications in B&A spy agency
• Design and implementation
• Voip communications in B&A spy agency
• VoIP simulated in OPNET
• Proposed architecture and protocol stack for improving QoS
• Wide vehicular communications
• Vehicle to Vehicle
• An enhanced data security with compression for manets
• Enhanced data security
• Self organizing networks
• Wireless local area network security enhancement through penetration testing
• WLANs to achieve
• The frame security
• The standard network security
• Increasing the lifetime of wireless sensor networks
• Selforganizing map algorithm
• Wireless sensor networks
• Self organizing map neural networks
• Cloud computing architecture
• Wireless sensor networks for agricultural applications
• Wireless sensor actor networks
• Adaptive scheme for outliers detection in wireless sensor networks
• The Quality of Service
• Given sensor networks
• Infrared sensor and FBUS technology
• House security system based on mobile phone
• House security system
• Secure the place
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• Linear wireless sensor networks
• LWSN in various applications
• LWSN in network topology
• Time dependent finite state machine
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• Mobile ad hoc networks
• Malicious behavior in AODV
• Performance analysis of multimedia traffic
• MPLS communication networks with traffic engineering
• MPLS communication networks
• Conventional IP network
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• Inter cluster communication
• Carrying out efficient diffusion
• Cluster merging and cluster diffusion
• An optimized model for transition from Ipv4 to Ipv6 networks
• Cloud computing environment
• Ipv4 to Ipv6 networks
• Identical traffic and network loads
• The optical communications
• Simulating an optical high debit transmission chain
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• Comparison of optical windows
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• Multigateway wireless mesh networks
• Negative percent algorithms
• Wireless mesh networks
• Detection of service attack
• Defense against distributed denial of service attack
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• Wireless sensor network
• Medical information systems
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• A comprehensive approach to security requirements engineering
• Incorporating the strengths
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• Plug in in upon
• Flipora plug in
• Multi perspective analysis framework
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• Network security situational awareness
• Multi data analyzing researc
• Improving security and performance in the tor network
• The tor network
• IP hidden in the server