Hardware and software for use with diagnostic instrumentation to detect the presence and concentration of a chemical compound or analyte in an in vivo or an in vitro sample; hardware and software for use in non-invasive, minimally invasive and invasive medical devices, systems and controllers; hardware and software for detecting, characterizing, monitoring and predicting events of interest in electromagnetic, acoustic, magnetic, mechanical, vibration, text, video and gravitational data acquir...