Stephan Vogt

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 12

Top Topics

Transfer Learning

Quantile Regression

Top Venues

Publications

René Heinrich, Christoph Scholz, Stephan Vogt, Malte Lehna
Targeted adversarial attacks on wind power forecasts. Mach. Learn. 113 (2) (2024)
René Heinrich, Christoph Scholz, Stephan Vogt, Malte Lehna
Targeted Adversarial Attacks on Wind Power Forecasts. CoRR (2023)
Chandana Priya Nivarthi, Stephan Vogt, Bernhard Sick
Multi-Task Representation Learning for Renewable-Power Forecasting: A Comparative Analysis of Unified Autoencoder Variants and Task-Embedding Dimensions. Mach. Learn. Knowl. Extr. 5 (3) (2023)
Marek Herde, Zhixin Huang, Denis Huseljic, Daniel Kottke, Stephan Vogt, Bernhard Sick
Fast Bayesian Updates for Deep Learning with a Use Case in Active Learning. CoRR (2022)
Jens Schreiber, Stephan Vogt, Bernhard Sick
Task Embedding Temporal Convolution Networks for Transfer Learning Problems in Renewable Power Time-Series Forecast. CoRR (2022)
Chandana Priya Nivarthi, Stephan Vogt, Bernhard Sick
Unified Autoencoder with Task Embeddings for Multi-Task Learning in Renewable Power Forecasting. ICMLA (2022)
Stephan Vogt, Jens Schreiber, Bernhard Sick
Synthetic Photovoltaic and Wind Power Forecasting Data. CoRR (2022)
Christian Gruhl, Abdul Hannan, Zhixin Huang, Chandana Nivarthi, Stephan Vogt
The Problem with Real-World Novelty Detection - Issues in Multivariate Probabilistic Models. ACSOS-C (2021)
Zhixin Huang, Yujiang He, Stephan Vogt, Bernhard Sick
Uncertainty and Utility Sampling with Pre-Clustering. IAL@PKDD/ECML (2021)
Jens Schreiber, Stephan Vogt, Bernhard Sick
Task Embedding Temporal Convolution Networks for Transfer Learning Problems in Renewable Power Time Series Forecast. ECML/PKDD (4) (2021)
Maarten Bieshaar, Jens Schreiber, Stephan Vogt, André Gensler, Bernhard Sick
Quantile Surfaces - Generalizing Quantile Regression to Multivariate Targets. CoRR (2020)
Andre Gensler, Bernhard Sick, Stephan Vogt
A review of deterministic error scores and normalization techniques for power forecasting algorithms. SSCI (2016)