On Metrics to Assess the Transferability of Machine Learning Models in Non-Intrusive Load Monitoring

Christoph Klemenjak, Anthony Faustine, Stephen Makonin +1

To assess the performance of load disaggregation algorithms it is common practise to train a candidate algorithm on data from one or multiple households and subsequently apply cros…