Johannes Haug

According to our database, Johannes Haug authored at least 11 papers between 2018 and 2022.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2022

Towards Reliable Machine Learning in Evolving Data Streams.

Johannes Haug

PhD thesis, 2022

Standardized Evaluation of Machine Learning Methods for Evolving Data Streams.

Johannes Haug, Effi Tramountani, Gjergji Kasneci

CoRR, 2022

Dynamic Model Tree for Interpretable Data Stream Learning.

Johannes Haug, Klaus Broelemann, Gjergji Kasneci

Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

Change Detection for Local Explainability in Evolving Data Streams.

Johannes Haug, Alexander Braun, Stefan Zürn, Gjergji Kasneci

Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

2021

Deep Neural Networks and Tabular Data: A Survey.

Vadim Borisov, Tobias Leemann, Kathrin Seßler, Johannes Haug, Martin Pawelczyk, Gjergji Kasneci

CoRR, 2021

On Baselines for Local Feature Attributions.

Johannes Haug, Stefan Zürn, Peter El-Jiz, Gjergji Kasneci

CoRR, 2021

2020

Leveraging Model Inherent Variable Importance for Stable Online Feature Selection.

Johannes Haug, Martin Pawelczyk, Klaus Broelemann, Gjergji Kasneci

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Learning Parameter Distributions to Detect Concept Drift in Data Streams.

Johannes Haug, Gjergji Kasneci

Proceedings of the 25th International Conference on Pattern Recognition, 2020

2019

Towards User Empowerment.

Martin Pawelczyk, Johannes Haug, Klaus Broelemann, Gjergji Kasneci

CoRR, 2019

CancelOut: A Layer for Feature Selection in Deep Neural Networks.

Vadim Borisov, Johannes Haug, Gjergji Kasneci

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2019: Deep Learning, 2019

2018

A Wearable Sensor System for Lameness Detection in Dairy Cattle.

Juan Haladjian, Johannes Haug, Stefan Nüske, Bernd Bruegge

Multimodal Technol. Interact., 2018