Coarsening smart meter load profile granularity produces two performance plateaus in socio-demographic inference (15 min–1 h and 1–7 days), enabling data minimization strategies that preserve some predictive utility.
2528295,http://dl.acm.org/citation.cfm?doid=2528282.2528295
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The Impact of Temporal Granularity on Socio-Demographic Inference from Household Load Profiles
Coarsening smart meter load profile granularity produces two performance plateaus in socio-demographic inference (15 min–1 h and 1–7 days), enabling data minimization strategies that preserve some predictive utility.