一種基于結(jié)構(gòu)與內(nèi)容的網(wǎng)絡(luò)水軍檢測(cè)模型
發(fā)布時(shí)間:2018-05-18 18:19
本文選題:社交網(wǎng)絡(luò) + 網(wǎng)絡(luò)水軍 ; 參考:《微電子學(xué)與計(jì)算機(jī)》2017年12期
【摘要】:隨著網(wǎng)絡(luò)水軍團(tuán)體行為破壞性越來(lái)越強(qiáng),如何有效檢測(cè)網(wǎng)絡(luò)水軍成為一個(gè)迫切問(wèn)題.針對(duì)這一問(wèn)題,提出了一種基于結(jié)構(gòu)與內(nèi)容的網(wǎng)絡(luò)謠言水軍檢測(cè)模型MSD,該模型認(rèn)為重疊結(jié)構(gòu)中多次傳播謠言的節(jié)點(diǎn)為網(wǎng)絡(luò)謠言水軍.MSD首先從單位時(shí)間內(nèi)發(fā)送信息的節(jié)點(diǎn)中,挖掘傳播能力強(qiáng)的節(jié)點(diǎn)(重疊結(jié)構(gòu));然后根據(jù)已知的謠言與重疊結(jié)構(gòu)中的節(jié)點(diǎn)傳播內(nèi)容進(jìn)行相似度檢測(cè),檢測(cè)出嫌疑網(wǎng)絡(luò)水軍;最后根據(jù)疑似網(wǎng)絡(luò)水軍傳播謠言的頻率確定網(wǎng)絡(luò)水軍.實(shí)驗(yàn)表明,MSD模型較相關(guān)其他模型,在檢測(cè)網(wǎng)絡(luò)謠言水軍方面具有更高的準(zhǔn)確率.
[Abstract]:With the increasingly destructive behavior of network navy groups, it becomes an urgent problem how to effectively detect the network naval forces. In order to solve this problem, a network rumour detection model based on structure and content, MSD-based, is proposed. The model considers that the node with multiple spreading rumors in overlapping structure is the node of network rumour army. MSD first sends information from the node per unit time. Mining the nodes with strong communication ability (overlapping structure), and then detecting the similarity between the known rumors and the content of the nodes spread in the overlapping structure to detect the suspected network navy; Finally, according to the suspected network water army spread rumors frequency to determine the network water army. The experimental results show that the MSD model is more accurate than other models in detecting network rumors.
【作者單位】: 中國(guó)電信南京分公司網(wǎng)絡(luò)運(yùn)維部;
【基金】:國(guó)家自家科學(xué)基金(61300054)
【分類號(hào)】:TP393.0
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1 鄭淑榮;;整治網(wǎng)絡(luò)謠言亟待組合拳[J];保密科學(xué)技術(shù);2014年04期
,本文編號(hào):1906704
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