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Seminar: Everyday AI - Topics
The topics are available only from within the university network. You must use a university computer or VPN. Eduroam does not work for this.Bereich A: Transportation
A1: Towards Fully Autonomous Driving
Betreuer:
Dr. Thorsten Engesser
- Junior: The Stanford Entry in the Urban Challenge (PDF)
- Towards Fully Autonomous Driving: Systems and Algorithms (PDF)
A2: Aviation Route Planning
Betreuer:
Dr. David Speck
- Robust Algorithm for Real-time Route Planning (PDF)
Bereich C: Healthcare
C2: Seizure Detection based on Random Forest Classification
Betreuer:
Dr. Robert Mattmüller
- Early Seizure Detection Algorithm Based on Intracranial EEG and Random Forest Classification (PDF)
- Russel and Norvig: Decision Trees
Bereich D: Education
D1: Educational Data Mining
Betreuer:
Dr. Benedict Wright
- On the Line - Chapter: Educational Data Mining (p. 37-53) (PDF)
- Workshop on Educational Data Mining (PDF)
D2: Automatic Answer Grading
Betreuer:
Dr. David Speck
- Deep Learning + Student Modeling + Clustering: a Recipe for Effective Automatic Short Answer Grading (PDF)
D3: Intelligent Tutoring Systems
Betreuer:
Dr. Tim Schulte
- Toward the extraction of production rules for solving logic proofs (PDF)
Bereich E: Safety and Security
E1: Protecting Elections
Betreuer:
Dr. Tim Schulte
- Optimally Protecting Elections (PDF)
E2: Penetration Testing
Betreuer:
Dr. Robert Mattmüller
- Simulated Penetration Testing: From “Dijkstra” to “Turing Test++” (PDF)
- Russel and Norvig: Classical Planning / MDPs
E4: Predicting Poaching for Wildlife Protection
Betreuer:
Dr. Tim Schulte
- Cloudy with a Chance of Poaching: Adversary Behavior Modeling and Forecasting with Real-World Poaching Data (PDF)
- PAWS: A Deployed Game-Theoretic Application to Combat Poaching (PDF)
Bereich F: Entertainment
F1: Learning to Win by Reading Manuals in a Monte-Carlo Framework
Betreuer:
Dr. Florian Geißer
F2: Heads-up No-limit Texas Hold'em
Betreuer:
Prof. Dr. Bernhard Nebel
- DeepStack: Expert-level artificial intelligence in heads-up no-limit poker (PDF)
- Deepstack.ai
Bereich G: Ethics
G1: The Stop Button Problem
Betreuer:
Dr. Benedict Wright
- Corrigibility (PDF)
G2: Responsible Autonomy
Betreuer:
Prof. Dr. Felix Lindner (Juniorprof.)
- Responsible Autonomy (PDF)
G3: Biases in Machine Learning
Betreuer:
Prof. Dr. Felix Lindner (Juniorprof.)
- Semantics derived automatically from language corpora contain human-like biases (PDF)
- Biased Bots in AI
Bereich H: Natural Language Processing
H1: Automatic Text Processing
Betreuer:
Dr. Thorsten Engesser
- Single-Document Keyword Extraction (PDF)
Bereich I: Segmentation
I2: Bildsegmentierung
Betreuer:
Jingwei Zhang
- Fully Convolutional Networks for Semantic Segmentation (PDF)