Several studies are reported in literature that use electronically recorded data for aiding decision support/reporting in the Neonatal Intensive Care Unit (NICU). In this PhD research I investigate techniques to automatically reconstruct clinical events that are not recorded directly but could be reconstructed from continuous physiological data and other discrete data.