Christopher Hagedorn

PhD thesis, 2023

A KNN-Based Non-Parametric Conditional Independence Test for Mixed Data and Application in Causal Discovery.

[BibT_eX]

[DOI]

Rainer Schlosser

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023

2022

Understanding unforeseen production downtimes in manufacturing processes using log data-driven causal reasoning.

[BibT_eX]

[DOI]

Rainer Schlosser

J. Intell. Manuf., 2022

GPU Acceleration for Information-theoretic Constraint-based Causal Discovery.

[BibT_eX]

[DOI]

Proceedings of the KDD'22 Workshop on Causal Discovery, 15 August 2022, Washington DC, USA, 2022

GPUCSL: GPU-Based Library for Causal Structure Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining Workshops, 2022

2021

Unterstützte Fehlerbehebung durch kausales Strukturwissen in Überwachungssystemen der Automobilfertigung.

[BibT_eX]

[DOI]

Proceedings of the Software Engineering 2021 Satellite Events, Braunschweig/Virtual, Germany, February 22, 2021

GPU-Accelerated Constraint-Based Causal Structure Learning for Discrete Data.

[BibT_eX]

[DOI]

Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

Constraint-Based Causal Structure Learning in Multi-GPU Environments.

[BibT_eX]

[DOI]

Proceedings of the LWDA 2021 Workshops: FGWM, 2021

MPCSL - A Modular Pipeline for Causal Structure Learning.

[BibT_eX]

[DOI]

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

2020

How Causal Structural Knowledge Adds Decision-Support in Monitoring of Automotive Body Shop Assembly Lines.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

2019

Load-Balanced Parallel Constraint-Based Causal Structure Learning on Multi-Core Systems for High-Dimensional Data.

[BibT_eX]

[DOI]

Proceedings of the 2019 ACM SIGKDD Workshop on Causal Discovery, 2019

Out-of-Core GPU-Accelerated Causal Structure Learning.

[BibT_eX]

[DOI]

Proceedings of the Algorithms and Architectures for Parallel Processing, 2019

Workload-Driven Data Placement for GPU-Accelerated Database Management Systems.

[BibT_eX]

[DOI]

Christopher Schmidt

Proceedings of the Datenbanksysteme für Business, 2019

2018

Order-independent constraint-based causal structure learning for gaussian distribution models using GPUs.

[BibT_eX]

[DOI]

Christopher Schmidt