20 citations · 39 across the 6 of their papers we have counts for
6 papers
Time Series Representation Models
Robert Leppich, Vanessa Borst, Veronika Lesch +1
Time series analysis remains a major challenge due to its sparse characteristics, high dimensionality, and inconsistent data quality. Recent advancements in transformer-based techn…
Comprehensive Exploration of Synthetic Data Generation: A Survey
André Bauer, Simon Trapp, Michael Stenger +5
Recent years have witnessed a surge in the popularity of Machine Learning (ML), applied across diverse domains. However, progress is impeded by the scarcity of training data due to…
Telescope: An Automated Hybrid Forecasting Approach on a Level-Playing Field
André Bauer, Mark Leznik, Michael Stenger +4
In many areas of decision-making, forecasting is an essential pillar. Consequently, many different forecasting methods have been proposed. From our experience, recently presented f…
A Case Study on Optimization of Warehouses
Veronika Lesch, Patrick B. M. Müller, Moritz Krämer +2
In warehouses, order picking is known to be the most labor-intensive and costly task in which the employees account for a large part of the warehouse performance. Hence, many appro…
A Case Study on Optimization of Platooning Coordination
Veronika Lesch, Marius Hadry, Samuel Kounev +1
In today's world, circumstances, processes, and requirements for software systems are becoming increasingly complex. In order to operate properly in such dynamic environments, soft…
A Case Study of Vehicle Route Optimization
Veronika Lesch, Maximilian König, Samuel Kounev +2
In the last decades, the classical Vehicle Routing Problem (VRP), i.e., assigning a set of orders to vehicles and planning their routes has been intensively researched. As only the…