Privacy concerns of implicit secondary factors for web - - PowerPoint PPT Presentation

privacy concerns of implicit secondary factors for web
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Privacy concerns of implicit secondary factors for web - - PowerPoint PPT Presentation

Privacy concerns of implicit secondary factors for web authentication Joseph Bonneau Stuart Schechter Edward Felten Microsoft Research Prateek Mittal Arvind Narayanan Princeton University WAY Workshop 2014 Passwords +... Behavioral/soft


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Privacy concerns of implicit secondary factors for web authentication

Stuart Schechter

Microsoft Research

Joseph Bonneau Edward Felten Prateek Mittal Arvind Narayanan

Princeton University

WAY Workshop 2014

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Passwords +... Behavioral/soft biometrics

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Passwords +... User agent information

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Passwords +... Usage patterns

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Three privacy(ish) effects

  • I. Data permanence
  • II. Inherent sensitivity
  • III. Legitimate secondary uses
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Data permanence

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Inherent sensitivity

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Legitimate uses

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Research challenges

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Signal extraction

➔ How fast can a game learn your typing/swiping/clicking style? ➔ Do we need more permissions?

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Privacy-preserving authentication

➔ Privacy-preserving machine learning exists already ➔ Can we adapt it for authentication? ➔ Data minimization?

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Returns to centralization

➔ Data already collected ➔ Data collected frequently ➔ Third party logins are a signal, too ➔ Are small services doomed?

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Thank you!

jbonneau@princeton.edu felten@cs.princeton.edu pmittal@princeton.edu arvindn@princeton.edu

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