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<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><span style="font-size:11pt">Frontiers in Big Data </span><span style="font-size:11pt">Cybersecurity and Privacy</span></span></p>
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<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><b>Special Issue on "Secure Privacy-preserving Machine Learning"</b></span><br>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">Machine learning algorithms, such as deep learning algorithms, have attracted attention as a breakthrough in
 computer vision, speech recognition, and other areas. However, machine learning algorithms require access to raw data which is often privacy sensitive. On the other hand, machine learning systems can be fragile and easily fooled by attacks that are effective
 across different architectures and applications. A novel combination of techniques is needed to enable secure privacy-preserving machine learning. Different approaches based on differential privacy-like techniques, homomorphic encryption where operations are
 performed on encrypted data, and techniques from the field of secure multi-party computation are being developed to deal with this problem.</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">The aim of this Article Collection is to bring together world-leading research on
 issues related to security and privacy of machine learning and data analytics and serve as a forum to unify different perspectives on this problem and explore the relative merits of each approach. </span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">We invite submissions of novel research from academic researchers, practitioners
 and industry, both theory and application-oriented, on secure privacy-preserving machine learning and data analytics. The topics include but not limited to:</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Secure multi-party computation techniques for machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Homomorphic encryption techniques for machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Differential privacy techniques for machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Machine learning on encrypted data</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Adversarial machine learning (attacks and defenses)</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Hardware-based approaches to privacy-preserving machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Hardware-based approaches to learning on encrypted data </span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Practical performance evaluations of different approaches to privacy-preserving
 machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Private multi-party machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Distributed privacy-preserving algorithms for private machine learning</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Decentralized protocols for learning on encrypted data</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Secure big data analytics</span><br style="font-family:MuseoSans,Helvetica,Arial,sans-serif; color:rgb(85,85,85); font-size:15px; outline:0px!important">
<span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont"></span><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"> Privacy-preserving big data analytics</span><br>
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<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><b style="font-family:Arial,Helvetica,sans-serif; font-size:14.6667px">IMPORTANT DATES</b></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><span style="font-size:14.6667px; text-align:justify"></span><span style="font-size:11pt; color:rgb(0,0,0)">- </span><span style="font-size:11pt; color:rgb(0,0,0)">Manuscript
 Due: </span><span style="font-size:11pt; text-align:justify; color:rgb(0,0,0)">February 4, 2019</span></span><br style="font-family:wf_segoe-ui_normal,"Segoe UI","Segoe WP",Tahoma,Arial,sans-serif,serif,EmojiFont; font-size:14.6667px">
<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><span style="font-size:11pt; color:rgb(0,0,0)">- </span><span style="font-size:11pt; color:rgb(0,0,0)">Preliminary Decisions</span><span style="font-size:11pt; color:rgb(0,0,0)">: </span><span style="font-size:11pt; color:rgb(0,0,0)">April
 1, 2019</span></span><br style="font-family:wf_segoe-ui_normal,"Segoe UI","Segoe WP",Tahoma,Arial,sans-serif,serif,EmojiFont; font-size:14.6667px">
<span style="color:rgb(0,0,0); font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">- Revised Manuscript: May 31, 2019</span><br style="font-family:wf_segoe-ui_normal,"Segoe UI","Segoe WP",Tahoma,Arial,sans-serif,serif,EmojiFont; font-size:14.6667px">
<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><span style="font-size:11pt; color:rgb(0,0,0)">- </span><span style="font-size:11pt; color:rgb(0,0,0)">Final Decisions</span><span style="font-size:11pt; color:rgb(0,0,0)">:
 June 30, 2019</span></span><br style="font-family:wf_segoe-ui_normal,"Segoe UI","Segoe WP",Tahoma,Arial,sans-serif,serif,EmojiFont; font-size:14.6667px">
<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><span style="font-size:11pt; color:rgb(0,0,0)">- </span><span style="font-size:11pt; color:rgb(0,0,0)">Final Versions</span><span style="font-size:11pt; color:rgb(0,0,0)">:
 July 15, 2019</span></span><br style="font-family:wf_segoe-ui_normal,"Segoe UI","Segoe WP",Tahoma,Arial,sans-serif,serif,EmojiFont; font-size:14.6667px">
<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"><span style="font-size:11pt; color:rgb(0,0,0)">- </span><span style="font-size:11pt; color:rgb(0,0,0)">Publication Date</span><span style="font-size:11pt; color:rgb(0,0,0)">:
 July 31, 2019</span></span></span></span></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-family:wf_segoe-ui_normal,"Segoe UI","Segoe WP",Tahoma,Arial,sans-serif,serif,EmojiFont; font-size:14.6667px"></span></span></span></span></p>
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<b style="font-family:Arial,Helvetica,sans-serif; font-size:11pt">SUBMISSION GUIDELINES</b></p>
<p style="margin:0in 0in 0.0001pt; text-align:justify; vertical-align:baseline"><a href="https://www.frontiersin.org/research-topics/8734/secure-privacy-preserving-machine-learning" target="_blank" rel="noopener noreferrer" class="x_OWAAutoLink" id="LPlnk776299" previewremoved="true" style="color: rgb(0, 0, 0); font-family: Arial, Helvetica, sans-serif, serif, EmojiFont; font-size: 11pt;"><span style="font-size:11pt">https://www.frontiersin.org/research-topics/8734/secure-privacy-preserving-machine-learning</span></a><br>
<font face="Arial, Helvetica, sans-serif, serif, EmojiFont"><span style="font-size: 11pt;">To help us with the review
</span><span style="font-size: 14.6667px;">assignments</span><span style="font-size: 11pt;">, </span></font><b style="color: rgb(0, 0, 0); font-family: Arial, Helvetica, sans-serif, serif, EmojiFont; font-size: 11pt;">please submit an </b><font face="Arial, Helvetica, sans-serif, serif, EmojiFont"><span style="font-size:14.6667px"><b>abstract
 if you plan to submit a paper.</b></span></font></p>
<b><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt"></span><span style="font-family:Calibri,Helvetica,sans-serif,Helvetica,EmojiFont,"Apple Color Emoji","Segoe UI Emoji",NotoColorEmoji,"Segoe UI Symbol","Android Emoji",EmojiSymbols; font-size:16px"></span></b>
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<b style="font-family:Arial,Helvetica,sans-serif; font-size:11pt"></b><b style="font-size:11pt; font-family:Arial,Helvetica,sans-serif">EDITORS</b></p>
<p style="color:rgb(0,0,0); font-family:Calibri,Helvetica,sans-serif,Helvetica,EmojiFont,"Apple Color Emoji","Segoe UI Emoji",NotoColorEmoji,"Segoe UI Symbol","Android Emoji",EmojiSymbols; font-size:16px; margin:0in 0in 0.0001pt; text-align:justify; vertical-align:baseline">
<b style="font-size:11pt; font-family:Arial,Helvetica,sans-serif"></b><span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">Hassan Takabi </span></p>
<p style="color:rgb(0,0,0); font-family:Calibri,Helvetica,sans-serif,Helvetica,EmojiFont,"Apple Color Emoji","Segoe UI Emoji",NotoColorEmoji,"Segoe UI Symbol","Android Emoji",EmojiSymbols; font-size:16px; margin:0in 0in 0.0001pt; text-align:justify; vertical-align:baseline">
<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">University of North Texas </span></p>
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<span style="font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; font-size:11pt">Denton, TX, USA</span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)">takabi@unt.edu</span></span></span></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)"><br>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)">Ran
 Gilad-Bachrach </span></span></span></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)">Microsoft
 Research </span><br>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)">rang@microsoft.com</span></span></span></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)"><br>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)">Ebrahim
 Songhori</span></span></span></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)">Google </span><br>
</span></span></span></p>
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<span style="font-family:Tahoma,serif,EmojiFont; font-size:10pt"><span style="color:rgb(85,85,85); font-family:MuseoSans,Helvetica,Arial,sans-serif,serif,EmojiFont; font-size:15px"><span style="color:rgb(33,33,33); font-family:garamond,serif,serif,EmojiFont"><span style="font-size:11pt; font-family:Arial,Helvetica,sans-serif,serif,EmojiFont; color:rgb(0,0,0)"><span style="font-size:14.6667px">esonghori@google.com</span></span></span></span></span></p>
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