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Stefan Born
Publication Activity (10 Years)
Years Active: 2015-2024
Publications (10 Years): 12
Top Topics
Deep Learning
Financial Time Series
Projective Transformations
Arma Model
Top Venues
CoRR
ECML/PKDD (6)
Discret. Comput. Geom.
AAAI
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Publications
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Vijaya Krishna Yalavarthi
,
Kiran Madhusudhanan
,
Randolf Scholz
,
Nourhan Ahmed
,
Johannes Burchert
,
Shayan Jawed
,
Stefan Born
,
Lars Schmidt-Thieme
GraFITi: Graphs for Forecasting Irregularly Sampled Time Series.
AAAI
(2024)
Vijaya Krishna Yalavarthi
,
Randolf Scholz
,
Stefan Born
,
Lars Schmidt-Thieme
Probabilistic Forecasting of Irregular Time Series via Conditional Flows.
CoRR
(2024)
Vijaya Krishna Yalavarthi
,
Randolf Scholz
,
Kiran Madhusudhanan
,
Stefan Born
,
Lars Schmidt-Thieme
Marginalization Consistent Mixture of Separable Flows for Probabilistic Irregular Time Series Forecasting.
CoRR
(2024)
Maxim Borisyak
,
Stefan Born
,
Peter Neubauer
,
Mariano Nicolás Cruz Bournazou
Deep Learning for Fast Inference of Mechanistic Models' Parameters.
CoRR
(2023)
Vijaya Krishna Yalavarthi
,
Kiran Madusudanan
,
Randolf Scholz
,
Nourhan Ahmed
,
Johannes Burchert
,
Shayan Jawed
,
Stefan Born
,
Lars Schmidt-Thieme
Forecasting Irregularly Sampled Time Series using Graphs.
CoRR
(2023)
Maxim Borisyak
,
Stefan Born
,
Peter Neubauer
,
Mariano Nicolás Cruz Bournazou
Deep Set Neural Networks for forecasting asynchronous bioprocess timeseries.
CoRR
(2023)
Kiran Madhusudhanan
,
Johannes Burchert
,
Nghia Duong-Trung
,
Stefan Born
,
Lars Schmidt-Thieme
U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting.
ECML/PKDD (6)
(2022)
Nghia Duong-Trung
,
Stefan Born
,
Jong Woo Kim
,
Marie-Therese Schermeyer
,
Katharina Paulick
,
Maxim Borisyak
,
Ernesto Martinez
,
Mariano Nicolás Cruz Bournazou
,
Thorben Werner
,
Randolf Scholz
,
Lars Schmidt-Thieme
,
Peter Neubauer
When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess Development.
CoRR
(2022)
Nghia Duong-Trung
,
Stefan Born
,
Kiran Madhusudhanan
,
Randolf Scholz
,
Johannes Burchert
,
Danh Le Phuoc
,
Lars Schmidt-Thieme
Put Attention to Temporal Saliency Patterns of Multi-Horizon Time Series.
CoRR
(2022)
Judit Aizpuru
,
Annina Karolin Kemmer
,
Jong Woo Kim
,
Stefan Born
,
Peter Neubauer
,
Mariano Nicolás Cruz Bournazou
,
Tilman Barz
Fitting nonlinear models to continuous oxygen data with oscillatory signal variations via a loss based on DynamicTime Warping.
CoRR
(2021)
Kiran Madhusudhanan
,
Johannes Burchert
,
Nghia Duong-Trung
,
Stefan Born
,
Lars Schmidt-Thieme
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting.
CoRR
(2021)
Stefan Born
,
Ulrike Bücking
,
Boris Springborn
Quasiconformal Dilatation of Projective Transformations and Discrete Conformal Maps.
Discret. Comput. Geom.
57 (2) (2017)
Stefan Born
,
Ulrike Bücking
,
Boris Springborn
Quasiconformal distortion of projective transformations and discrete conformal maps.
CoRR
(2015)