171 citations · 828 across the 23 of their papers we have counts for
3 papers · 2 filters
An Explorative Approach for Inspecting Kepler Data
S. D. Kügler, N. Gianniotis, K. L. Polsterer
The Kepler survey has provided a wealth of astrophysical knowledge by continuously monitoring over 150,000 stars. The resulting database contains thousands of examples of known var…
Featureless Classification of Light Curves
Sven Dennis Kügler, Nikos Gianniotis, Kai Lars Polsterer
In the era of rapidly increasing amounts of time series data, classification of variable objects has become the main objective of time-domain astronomy. Classification of irregular…
Autoencoding Time Series for Visualisation
Nikolaos Gianniotis, Dennis Kügler, Peter Tino +2
We present an algorithm for the visualisation of time series. To that end we employ echo state networks to convert time series into a suitable vector representation which is capabl…