In household trained - isolated - typical household devices - only one device per class - isolated measurment (without any other appliance) - x-fold crossvalidation - WHITED, PLAID In household trained - isolated, sparse - typical household devices - only one device per class - only 2 training measurements per class - rest as testing - WHITED, PLAID In household trained - realworld - typical household devices - only one device per class - real measurment from UK-Dale - x-fold crossvalidation - UKDALE, REDD generally trained - isolated - typical devices - multiple devices per class - isolated measurements from WHITED - leave one appliance out evaluation - WHITED, PLAID