Investigating Sindy As a Tool For Causal Discovery In Time Series Signals

no code implementations • 29 Dec 2022 • Andrew O'Brien, Rosina Weber, Edward Kim

The SINDy algorithm has been successfully used to identify the governing equations of dynamical systems from time series data.

Causal Discovery Time Series +1

Knowledge-based XAI through CBR: There is more to explanations than models can tell

no code implementations • 23 Aug 2021 • Rosina Weber, Manil Shrestha, Adam J Johs

Knowledge-based explainable artificial intelligence extends the data in this formulation by adding features aligned with domain knowledge that can increase accuracy when selecting explanation categories.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)