.png){kind=icon}
返回
Detecting redirection spam using multilayer perceptron neural network
.png){kind=icon}
PRE
AI
DOI：10.1007/s00500-017-2531-9.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Quality information retrieval from Web is essential for every search engine. But the quality of information is being exploited by spammers who make heavy use of malicious redirections for the purpose of phishing, downloading malware or attaining high search engine ranking. Malicious redirections present the irrelevant content to search user, thereby affecting user satisfaction. It also leads to wastage of network bandwidth. In this paper, we propose a neural framework for detecting redirection spam. We incorporated the feed-forward multilayer perceptron network and used scaled conjugate gradient algorithm that is able to perform very fast classification of URLs leading to redirection spam. We investigated the network empirically to choose the number of hidden layers and observed that when network is trained with two hidden layers, it gives better accuracy. We validated our proposed approach against the dataset of 2383 URLs and were able to detect the spammed redirections with high accuracy. The results indicate that neural networks are very effective technique to model the redirection spam detection.
Keyword:
Redirection spam
Neural network
Feed-forward network
Backpropagation
Malicious redirection
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
2.5
论文数:
1.0W
被引数:
2.1W
机构
引用论文
Effects of Recombinant Human AMH on SCF Expression in Human Granulosa Cells重组人AMH对人类颗粒细胞中SCF表达的影响
PREAI
分享收藏分享收藏The origin of the Debye relaxation in liquid water and fitting the high frequency excess response
OAAI
OAAI分享收藏Embryonic development of fertilized rat oocytes induced to mature by an analogue of gonadotrophin-releasing hormone受精大鼠卵母细胞经促性腺激素释放激素类似物诱导成熟后的胚胎发育.png)
ReproductionOAAI
ReproductionIF0
OAAI分享收藏Artificial immune system inspired behavior-based anti-spam filter基于人工免疫系统的行为反垃圾邮件过滤器SOFT COMPUTING
SOFT COMPUTINGIF2.5
PREAI
分享收藏Luteinization and Steroidogenic Activity of Rat Ovarian Follicles Cultured in Vitro黄体化及体外培养的大鼠卵巢卵泡类固醇生成活性
PREAI
分享收藏A three-layer back-propagation neural network for spam detection using artificial immune concentrationSOFT COMPUTING
SOFT COMPUTINGIF2.5
PREAI
分享收藏
查看更多内容