This invention provides methods and systems for the analysis of data returnedfrom monitoring multiple physiological parameters of a subject, especiallyfrom ambulatory multiple parameter monitoring. The methods and systems removemotion artifacts from signals and separate multiple components of singlesignals due to two or more physiological systems or processes. Each outputsignal is are preferably free from motion artifacts and reflects primarilyfunctioning of only a single physiological system or process.