Estimation of third-order statistics relies on the availability a huge amount data records, which can pose severe challenges collecting hardware in terms considerable storage costs, overwhelming energy consumption, and unaffordably high sampling rate especially when dealing with high-dimensional such as wideband signals. To overcome these challenges, this paper focuses reconstruction cumulants ...