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My Projects
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MIND
Machine Learning for Intrusion Detection
I am a new member of the
Intelligent Data Analysis Group at the
Fraunhofer FIRST.
My current research focus is the analysis, design and
implementation of machine learning techniques in net-based
IDS as part of the MIND project. I am also a lucky doctoral student of Prof. Klaus-Robert
Müller.
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Machine Learning in IDS
How to learn the Good and fight the Bad
I have finished my diploma thesis (Diplomarbeit)
about machine learning algorithms in host-based
intrusion detection systems that approximate
or classify program behavior.
An
English
and a
German talk covering
parts of the thesis are available. There's also an
interesting document on anonymized
Linux audit.
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Neuronal Networks in IDS
What 1000 Neurons can do to Intrusion Detection
I have finished a study (Studienarbeit) about
artificial neural networks in intrusion detection systems that
are trained to detect anomalous program behavior.
As part of the study I developed a
Pseudonymizer for Solaris
BSM audit trails.
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Papillon
A Solaris Security Module
Papillon is a loadable kernel module designed for the Solaris
OE 8 and 9. It was inspired by the Openwall and
the HAP Linux kernel patch and includes a restricted proc,
chroot environment protections, secure STDIO file descriptors,
secured symlinks and more.
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XIIPM
XFree86 Input Driver for Numonics IPM Whiteboards
This package has been developed as part of the
Electronic Chalk Project.
It contains an XFree86 version 4.x input driver and tools for
integrating Numonics whiteboards into the X11 environment.
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Stan
Stream Analyzer
Stan is a small cryptographic console application that is able
to generate several statistical information from a stream or
given files. Supported information are: Mean, standard deviation,
entropy, serial correlation coefficient, chi-square value, bit
runs/ratios/... and a pattern analysis.
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Jitac
Image to ASCII Converter
Jitac is a Java application that converts images into ASCII art
by associating blocks of the image with ASCII characters. It
supports several image formats and is able to load BDF fonts
for different conversions.
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Brundle Fly
A good-natured Linux ELF Virus
Brundle Fly is a Linux virus that has been developed as the
final project of the course "Operating Systems" in 2001 by
Konrad Kretschmer and me. It is kernel- and library-independent
and is a direct relative of Silvio Cesare's
VIT virus.
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University Stuff
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Meine Tutorien
...am Studienzentrum der FeU Hagen an der FU Berlin
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Biology
My Secondary Subject
Beside my intense contact with the computer science, I study biology
as a secondary subject at the Free University of Berlin. Whenever possible I
enjoy looking at the real neuronal networks trained by real life instead of
my own poor RProp and QRProp implementations.
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