Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security

Multimedia applications in smart electronic commerce (e-commerce), such as online trading and Internet marketing, always face security in storage and transmission of digital images and videos. This study addresses the problem of security in e-commerce and proposes a unified framework to analyze the...

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Main Authors: Lirong Qiu, Jie Li
Format: Article
Language:English
Published: Wiley 2017-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2017/6254842
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author Lirong Qiu
Jie Li
author_facet Lirong Qiu
Jie Li
author_sort Lirong Qiu
collection DOAJ
description Multimedia applications in smart electronic commerce (e-commerce), such as online trading and Internet marketing, always face security in storage and transmission of digital images and videos. This study addresses the problem of security in e-commerce and proposes a unified framework to analyze the security data. First, to allocate the definite security resources optimally, we build our e-commerce monitoring model as an undirected network, where a monitored node is a vertex of the graph and a connection between vertices is an undirected edge. Moreover, we aim to find a minimal cover for the monitoring network as the optimal solution of resource allocation, which is defined as the network monitoring minimization problem (NMM). This problem is proved to be NP-hard. Second, by analyzing the latent threats, we design a novel and trusted monitoring system that can integrate incident monitoring, data analysis, risk assessment, and security warnings. This system does not touch users’ privacy data. Third, we propose a sequential model-based risk assessment method, which can predict the risk according to the text semantics. Our experimental results on web scale data demonstrate that our system is flexible enough when monitoring, which also verify the effectiveness and efficiency of our system.
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institution Kabale University
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spelling doaj-art-341f48ca02b846ecbcd3ac46e99012d12025-08-20T03:55:12ZengWileyComplexity1076-27871099-05262017-01-01201710.1155/2017/62548426254842Covering the Monitoring Network: A Unified Framework to Protect E-Commerce SecurityLirong Qiu0Jie Li1School of Information Engineering, Minzu University of China, Beijing, ChinaSchool of Information Engineering, Minzu University of China, Beijing, ChinaMultimedia applications in smart electronic commerce (e-commerce), such as online trading and Internet marketing, always face security in storage and transmission of digital images and videos. This study addresses the problem of security in e-commerce and proposes a unified framework to analyze the security data. First, to allocate the definite security resources optimally, we build our e-commerce monitoring model as an undirected network, where a monitored node is a vertex of the graph and a connection between vertices is an undirected edge. Moreover, we aim to find a minimal cover for the monitoring network as the optimal solution of resource allocation, which is defined as the network monitoring minimization problem (NMM). This problem is proved to be NP-hard. Second, by analyzing the latent threats, we design a novel and trusted monitoring system that can integrate incident monitoring, data analysis, risk assessment, and security warnings. This system does not touch users’ privacy data. Third, we propose a sequential model-based risk assessment method, which can predict the risk according to the text semantics. Our experimental results on web scale data demonstrate that our system is flexible enough when monitoring, which also verify the effectiveness and efficiency of our system.http://dx.doi.org/10.1155/2017/6254842
spellingShingle Lirong Qiu
Jie Li
Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security
Complexity
title Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security
title_full Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security
title_fullStr Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security
title_full_unstemmed Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security
title_short Covering the Monitoring Network: A Unified Framework to Protect E-Commerce Security
title_sort covering the monitoring network a unified framework to protect e commerce security
url http://dx.doi.org/10.1155/2017/6254842
work_keys_str_mv AT lirongqiu coveringthemonitoringnetworkaunifiedframeworktoprotectecommercesecurity
AT jieli coveringthemonitoringnetworkaunifiedframeworktoprotectecommercesecurity