Paid HiWi Position: Graph Data Privacy and its applications
KASTEL, Lehrstuhl für Praktische IT-Sicherheit (PS)
Patricia Guerra-Balboa (Doktorandin, englischsprachig)
Der Lehrstuhl für Praktische IT-Sicherheit (Prof. Strufe, KASTEL) hat einen Hiwijob im Forschungsbereich Behavioral Privacy zu vergeben. BewerberInnen sollten sich für "Trajectory Data" interessieren und Programmierkenntnisse in Python (oder einer ähnlichen Sprache) mitbringen.
The value of and interest into trajectory data are increasingly apparent. Traffic management, urban planning, and routing advice are just a few of their many applications.Yet, it entails extensive privacy risk, as trajectory data is extremely privacyinvasive. Unfortunately, several conditions complicate the anonymization of trajectory data: They are sequential, high‐dimensional, bound to geophysical restrictions, and easily mapped to semantic POIs.
Differential Privacy has been considered as a great privacy metric due to its strong mathematical background and good properties. However, the aforementioned intrinsic properties of trajectories make the design of DP mechanisms a particularly difficult task in this setting. In this project, we aim to use the publicly available road network and its graph structure to improve the overall utility of our privacy mechanisms.
Tasks of the position
As part of a team of researchers, your task will consist of, but is not limited to extract the graph structure of a city map using OpenStreetMap (https://www.openstreetmap.org) and NetworkX python library (https://networkx.org).
Transform trajectory database into a graph database using NetworkX python library.
Implement trajectory anonymizing mechanism into code.
Implement evaluation and utility metrics. Run experiments with real‐worlddatabases.
Possible extension to Bachelor’s/Master’s Thesis
This project can be preparatory work for a potential thesis topic. The precisetopic is up for discussion based on the student’s preferences.
Application & Questions
If you are interested or have further questions, please contact:
Patricia Guerra‐Balboa (Ph.D. Student in Behavioral Privacy)
Room 255 Building 50.34
Chair of IT Security