PAA-based Piecewise Linear Representation Algorithm

PAA-based piecewise linear representation algorithm: Segments time series using equal-width windows and represents the time series within each window using the window's mean value, resulting in a piecewise linear representation of the time series. The algorithm's input parameter is the number of segments, denoted as K. Code implementation typically involves calculating window boundaries and computing statistical averages for data aggregation.