[e-privacy] [perry at piermont.com: Record a keyboard, reconstruct what was typed.]
putro
putro at autistici.org
Thu Sep 15 22:19:25 CEST 2005
c'e' anche un articolo in italiano su punto informatico
----- Forwarded message from "Perry E. Metzger" <perry at piermont.com> -----
To: cryptography at metzdowd.com
Subject: Record a keyboard, reconstruct what was typed.
From: "Perry E. Metzger" <perry at piermont.com>
Date: Thu, 15 Sep 2005 10:12:39 -0400
Interesting new paper:
http://www.cs.berkeley.edu/~tygar/papers/Keyboard_Acoustic_Emanations_Revisited/preprint.pdf
We examine the problem of keyboard acoustic emanations. We
present a novel attack taking as input a 10-minute sound recording
of a user typing English text using a keyboard, and then recovering
up to 96% of typed characters. There is no need for a labeled
training recording. Moreover the recognizer bootstrapped this way
can even recognize random text such as passwords: In our experiments,
90% of 5-character random passwords using only letters can
be generated in fewer than 20 attempts by an adversary; 80% of 10-
character passwords can be generated in fewer than 75 attempts.
Our attack uses the statistical constraints of the underlying content,
English language, to reconstruct text from sound recordings
without any labeled training data. The attack uses a combination
of standard machine learning and speech recognition techniques,
including cepstrum features, Hidden Markov Models, linear classi-
fication, and feedback-based incremental learning.
Perry
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.
ciao
GPG/PGP key available on keyservers
Tutti dicono che sono un bastardo ma io non ci credo. (Bukowski)
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