1. 中国科学院信息工程研究所,北京,100093
2. 北京邮电大学计算机学院,北京,100876
3. 国家计算机网络应急技术处理协调中心,北京,100029
4. 中国科学院信息工程研究所,北京,100093
5. 北京邮电大学计算机学院,北京,100876
6. 国家计算机网络应急技术处理协调中心,北京,100029
网络出版:2016-11-25,
纸质出版:2016
移动端阅览
刘礼才, 李锐光, 殷丽华, 等. 面向移动智能设备的多特征融合隐式鉴别机制研究[J]. 电子学报, 2016,44(11):2713-2719.
LIU Li-cai, LI Rui-guang, YIN Li-hua, et al. Research on Multi-feature Fusion Impact Authentication for Intelligent Mobile Device[J]. Acta Electronica Sinica, 2016, 44(11): 2713-2719.
刘礼才, 李锐光, 殷丽华, 等. 面向移动智能设备的多特征融合隐式鉴别机制研究[J]. 电子学报, 2016,44(11):2713-2719. DOI: 10.3969/j.issn.0372-2112.2016.11.021.
LIU Li-cai, LI Rui-guang, YIN Li-hua, et al. Research on Multi-feature Fusion Impact Authentication for Intelligent Mobile Device[J]. Acta Electronica Sinica, 2016, 44(11): 2713-2719. DOI: 10.3969/j.issn.0372-2112.2016.11.021.
隐式鉴别机制在解决移动智能设备的安全性与易用性冲突方面具有重要而独特的作用.然而,已有工作通常基于单一特征或动作进行隐式鉴别,仅适合于特定动作、场景和范围.为了解决此问题,本文利用用户使用设备时存在位置、环境、状态、生物和行为特征,提出了一种基于多特征融合的隐式鉴别方案.该方案采集设备内置传感器、生物和行为数据,通过支持向量机方法训练和提取特征,设计多特征融合模型和构建隐式鉴别框架,计算用户身份信任水平,设计差异化安全策略并持续透明地鉴别用户身份.实验验证了该方案的有效性,并且能够平衡安全性与易用性和资源消耗.
Implicit authentication mechanism plays an important and unique role in addressing the collision between security and usability on intelligent mobile device.However
most of current studies are usually built on a single feature or action
while suitable for a particular action and scenes.To solve this problem
we proposed a multi-feature fusion based on implicit authentication scheme
which uses the unique feature
such as the location
environment
posture
gait
biometric and behavioral
during use device.In the scheme
the data
such as sensors
biological and behavioral data
are collected
multi-features are trained and extracted by using the support vector machine.Then
the multi-feature fusion model is designed
and the framework of implicit authentication is constructed for calculating the user confidence level.At last
personalized security policy is designed
and the scheme authenticates user continuously and transparently.Experimental results validate the effectiveness of the proposed scheme and balance the security and usability and energy consumption.
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