Polynomial-Time Solvability of the Multi-Dimensional Slope Change Problem

Slope change detection seeks to identify changes in the trends of time-ordered signals. We study the problem of fitting a multidimensional time series by continuous piecewise-linear functions with a common, continuously varying breakpoint and unrestricted slopes. We consider both the dense setting, in which every dimension may change slope, and the sparse setting, in which … Read more