<ul><li>Electricity suppliers are utilizing smart meters to collect consumption data and help consumers reduce their electricity usage.</li><li>Understanding and deriving usage patterns for different appliances from the collected data is a challenge for non-expert users.</li><li>DeviceScope is an interactive tool introduced to detect and localize individual appliance patterns within a specific time period.</li><li>DeviceScope is based on a weakly supervised approach called CamAL, which can localize appliances with minimal training data.</li></ul>

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series

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