13 citations · 17 across the 10 of their papers we have counts for
3 papers · 1 filter
seqKAN: Sequence processing with Kolmogorov-Arnold Networks
Tatiana Boura, Stasinos Konstantopoulos
Kolmogorov-Arnold Networks (KANs) have been recently proposed as a machine learning framework that is more interpretable and controllable than the multi-layer perceptron. Various n…
Comparing Prior and Learned Time Representations in Transformer Models of Timeseries
Natalia Koliou, Tatiana Boura, Stasinos Konstantopoulos +2
What sets timeseries analysis apart from other machine learning exercises is that time representation becomes a primary aspect of the experiment setup, as it must adequately repres…
Predicting Solar Heat Production to Optimize Renewable Energy Usage
Tatiana Boura, Natalia Koliou, George Meramveliotakis +2
Utilizing solar energy to meet space heating and domestic hot water demand is very efficient (in terms of environmental footprint as well as cost), but in order to ensure that user…