Narcolepsy classification from polysomnography
Computational methods and software for identifying narcolepsy-related patterns in overnight polysomnogram recordings, including machine-learning approaches to sleep-stage scoring.
Selected Projects
Representative examples of research and engineering work since 2014. They include research software, algorithm development, prototypes, feasibility investigations and technical evaluations. Not every project produced a product or a publication, and several were carried out alongside academic or institutional collaborators whose research it supported.
Computational methods and software for identifying narcolepsy-related patterns in overnight polysomnogram recordings, including machine-learning approaches to sleep-stage scoring.
Signal processing and analysis supporting large-scale sleep research carried out by multiple research teams, including work associated with Jazz Pharmaceuticals.
Spectral and signal-processing investigations of EEG recordings, including investigations related to diabetes mellitus.
Leg-movement detection and research-data preparation associated with the University of Wisconsin.
A software toolbox for viewing and analyzing overnight sleep recordings.
Software for profiling physical-activity patterns from tri-axial accelerometer data gathered by wearable devices in population studies.
Software for determining optimal criteria for diagnostic tests.
Wavelet analysis of heart rate variability, derived from raw ECG or existing beat-to-beat data, investigated as a way of quantifying pain.
Signal analysis for a medical sensing device.
Computational methods for evaluating sucking and feeding behavior in premature infants, associated with nFant.
Experimental test and control software for instrumentation measuring seawater salinity, carbon dioxide-related conditions and ocean chemistry, supporting research associated with a Stanford laboratory.
Data extraction, recovery and integrity analysis for digital evidence, including technical support for private investigations and development of specialized forensic software.
Software for auditing timestamps and associated data records to help evaluate the consistency, chronology and integrity of video recordings used in legal proceedings.
Software for controlling and testing laboratory instruments and measurement systems.
User interfaces for simulation and planning software.
A next-generation sequencing data pipeline for T-cell receptor genetics.
Ongoing independent investigation of electronic transaction processing, payment network behavior, reconciliation and platform interoperability.