Seminar: Everyday AI - Topics

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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

(PDF)

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)