A radio node in a radio network includes signal processing hardware. The radio node includes radio frequency (RF) transceiver hardware. The radio node also includes a spectrum sensor configured to detect potential spectrum policy violations. Further, the radio node includes a non-cooperation discriminator used to determine the non-cooperative character of a monitored radio node.