Georgios Koutroulis

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 9

Top Topics

Granger Causality

Visual Exploration

Defect Classification

Top Venues

Eng. Appl. Artif. Intell.

IEEE Computer Graphics and Applications

Publications

Matej Vukovic, Georgios Koutroulis, Belgin Mutlu, Petra Krahwinkler, Stefan Thalmann
Local machine learning model-based multi-objective optimization for managing system interdependencies in production: A case study from the ironmaking industry. Eng. Appl. Artif. Intell. 133 (2024)
Georgios Koutroulis, Belgin Mutlu, Roman Kern
A Causality-Inspired Approach for Anomaly Detection in a Water Treatment Testbed. Sensors 23 (1) (2023)
Milot Gashi, Leo Botler, Georgios Koutroulis, Konrad Diwold
Poster Abstract: Accurate and Efficient Hybrid Indoor Localization using ML Methods. IPSN (2022)
Georgios Koutroulis, Belgin Mutlu, Roman Kern
Constructing robust health indicators from complex engineered systems via anticausal learning. Eng. Appl. Artif. Intell. 113 (2022)
Joscha Eirich, Georgios Koutroulis, Belgin Mutlu, Dominik Jäckle, Roman Kern, Tobias Schreck, Jürgen Bernard
ManEx: The Visual Analysis of Measurements for the Assessment of Errors in Electrical Engines. IEEE Computer Graphics and Applications 42 (2) (2022)
Josef Suschnigg, Belgin Mutlu, Georgios Koutroulis, Vedran Sabol, Stefan Thalmann, Tobias Schreck
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations. Big Data Res. 26 (2021)
Georgios Koutroulis, Leo Botler, Belgin Mutlu, Konrad Diwold, Kay Römer, Roman Kern
KOMPOS: Connecting Causal Knots in Large Nonlinear Time Series with Non-Parametric Regression Splines. ACM Trans. Intell. Syst. Technol. 12 (5) (2021)
Georgios Koutroulis, Tiago Santos, Michael Wiedemann, Christian Faistauer, Roman Kern, Stefan Thalmann
Enhanced Active Learning of Convolutional Neural Networks: A Case Study for Defect Classification in the Semiconductor Industry. KDIR (2020)
Georgios Koutroulis, Stefan Thalmann
Challenges from Data-Driven Predictive Maintenance in Brownfield Industrial Settings. BIS (Workshops) (2018)