Amazon Echo Security: Machine Learning to Classify Encrypted Traffic

机译：Amazon Echo Security：机器学习分类加密流量

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As smart speakers like the Amazon Echo become more popular, they have given rise to rampant concerns regarding user privacy. This work investigates machine learning techniques to extract ostensibly private information from the TCP traffic moving between an Echo device and Amazon's servers, despite the fact that all such traffic is encrypted. Specifically, we investigate a supervised classification problem using six machine learning algorithms and three feature vectors. Our "request type classification" problem seeks to determine what type of user request is being answered by the Echo (again, even though the requests are encrypted). With six classes, we achieve 97% accuracy in this task using random forests.

机译：由于像亚马逊回声一样的智能扬声器变得更受欢迎，因此他们对用户隐私的兴趣造成了猖獗的担忧。尽管所有此类流量都是加密的事实，但这项工作调查了从回波设备和亚马逊服务器之间移动的TCP流量中提取了外翻的私人信息。具体而言，我们使用六种机器学习算法和三个特征向量调查监督分类问题。我们的“请求类型分类”问题旨在确定回声（再次）回答哪种类型的用户请求，即使请求是加密的）。有六级，我们使用随机森林在此任务中获得了97％的准确性。

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《International Conference on Computer Communication and Networks》|2018年|527p|共10页
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作者
Ryan Blake Jackson; Tracy Camp;
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原文格式 PDF
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中图分类 TN91-53;
关键词
Machine learning; Machine learning algorithms; Cryptography; Servers; Support vector machines; Forestry; Vegetation;

机译：机器学习;机器学习算法;加密;服务器;支持矢量机;林业;植被;

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专利

1. A Machine Learning-based Approach for Classifying Applications from Encrypted Traffic [J] . William GOUNOT, Akito NISHIZAWA, Yoshiaki SHIRAISHI, 電子情報通信学会技術研究報告. 技術と社会·倫理. Social Implications of Technology and Information Ethics . 2018,第152期

机译：基于机器学习的方法，用于将应用程序从加密流量进行分类
2. A Machine Learning-based Approach for Classifying Applications from Encrypted Traffic [J] . William GOUNOT, Akito NISHIZAWA, Yoshiaki SHIRAISHI, 電子情報通信学会技術研究報告. 情報セキュリティ. Information Security . 2018,第151期

机译：基于机器学习的方法，用于将应用程序从加密流量进行分类
3. A machine learning approach to classifying YouTube QoE based on encrypted network traffic [J] . Orsolic Irena, Pevec Dario, Suznjevic Mirko, Multimedia Tools and Applications . 2017,第21期

机译：一种基于加密网络流量对YouTube QoE进行分类的机器学习方法
4. Amazon Echo Security: Machine Learning to Classify Encrypted Traffic [C] . Ryan Blake Jackson, Tracy Camp International Conference on Computer Communication and Networks . 2018

机译：Amazon Echo安全性：机器学习对加密流量进行分类
5. Machine Learning for Encrypted Amazon Echo Traffic Classification [D] . Jackson, Ryan Blake. 2018

机译：加密亚马逊回声流量分类的机器学习
6. Retracted: Medical Dataset Classification: A Machine Learning Paradigm Integrating Particle Swarm Optimization with Extreme Learning Machine Classifier [O] . The Scientific World Journal 2016

机译：缩回：医学数据集分类：结合粒子群优化与极限学习机分类器的机器学习范例
7. A new classification method for encrypted internet traffic using machine learning [O] . 2021

机译：使用机器学习的加密互联网流量的新分类方法
8. Classification of Encrypted Web Traffic Using Machine Learning Algorithms. [R] . Barto, W. C. 2013

机译：使用机器学习算法分类加密Web流量。

Amazon Echo Security: Machine Learning to Classify Encrypted Traffic

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