Whole Time Series Data Streams Clustering: Dynamic Profiling of the Electricity Consumption

Data from smart grids are challenging to analyze due to their very large size, high dimensionality, skewness, sparsity, and number of seasonal fluctuations, including daily and weekly effects. With the data arriving in a sequential form the underlying distribution is subject to changes over the time...

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Bibliographic Details
Main Authors: Krzysztof Gajowniczek, Marcin Bator, Tomasz Ząbkowski
Format: Article
Language:English
Published: MDPI AG 2020-12-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/22/12/1414