Inflationary segment approach to temporal data partitioning for optimized model scoring
Abstract:
A method for segmenting a data series, including the steps of: receiving a data series comprising a plurality of change points; analyzing, by a processor, the received data series sequentially, comprising the steps of: (i) identifying a first change point in the data series; (ii) automatically assigning the identified first change point as a starting point for a first data segment; (iii) identifying, using only the data in the first data segment, a second change point in the data series; and (iv) automatically assigning the identified second change point as a starting point for a second data segment; and storing, in a database, the first and second identified change points, and the first and second data segments.
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