66 citations · 71 across the 10 of their papers we have counts for
11 papers
AI/ML for 5G and Beyond Cybersecurity
Sandeep Pirbhulal, Habtamu Abie, Martin Jullum +2
The advancements in communication technology (5G and beyond) and global connectivity Internet of Things (IoT) also come with new security problems that will need to be addressed in…
Some recent trends in embeddings of time series and dynamic networks
Dag Tjøstheim, Martin Jullum, Anders Løland
We give a review of some recent developments in embeddings of time series and dynamic networks. We start out with traditional principal components and then look at extensions to dy…
MCCE: Monte Carlo sampling of realistic counterfactual explanations
Annabelle Redelmeier, Martin Jullum, Kjersti Aas +1
We introduce MCCE: Monte Carlo sampling of valid and realistic Counterfactual Explanations for tabular data, a novel counterfactual explanation method that generates on-manifold, a…
Statistical embedding: Beyond principal components
Dag Tjøstheim, Martin Jullum, Anders Løland
There has been an intense recent activity in embedding of very high dimensional and nonlinear data structures, much of it in the data science and machine learning literature. We su…
Explaining predictive models using Shapley values and non-parametric vine copulas
Kjersti Aas, Thomas Nagler, Martin Jullum +1
The original development of Shapley values for prediction explanation relied on the assumption that the features being described were independent. If the features in reality are de…
Probabilistic Forecasting of Temporal Trajectories of Regional Power Production - Part 2: Photovoltaic Solar
Thordis Thorarinsdottir, Anders Løland, Alex Lenkoski
We propose a fully probabilistic prediction model for spatially aggregated solar photovoltaic (PV) power production at an hourly time scale with lead times up to several days using…