Hu Xiao

Title(s)Associate Professor In-Residence, Neurosurgery
Phone(310) 498-6136
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    Integrate Dynamic System Model and Machine Learning for Calibration-Free Noninvasive ICP
    NIH/NINDS R01NS106905Aug 15, 2018 - Apr 30, 2023
    Role: Principal Investigator
    Develop&validate SuperAlarm to detect patient deterioration with few false alarms
    NIH/NHLBI R01HL128679Jul 20, 2015 - Apr 30, 2019
    Role: Principal Investigator
    ICP Elevation Alerting Based on a Predictive Model Hosting Platform
    NIH/NINDS R01NS076738May 15, 2012 - Jan 31, 2016
    Role: Principal Investigator
    Continuous-Signal Driven Predictive Models in Neurological Intensive Care Units
    NIH/NINDS R01NS066008May 15, 2009 - Apr 30, 2013
    Role: Principal Investigator
    Intracranial Pressure Latency as a Biomarker of Cerebral Vasculature Status
    NIH/NINDS R21NS059797Feb 15, 2008 - Jan 31, 2011
    Role: Principal Investigator
    Data Mining Based Noninvasive Intracranial Pressure Assessment
    NIH/NINDS R21NS055998Mar 1, 2007 - Feb 28, 2010
    Role: Principal Investigator
    A Data Fusion Method for Bedside Monitoring of Lumped Cerebral Arterial Radii
    NIH/NINDS R21NS055045Jan 15, 2007 - Dec 31, 2009
    Role: Principal Investigator

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    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help.
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    1. Hu X, Do D, Bai Y, Boyle NG. A case-control study of non-monitored ECG metrics preceding in-hospital bradyasystolic cardiac arrest: implication for predictive monitor alarms. J Electrocardiol. 2013 Nov-Dec; 46(6):608-15. PMID: 24034301.
      View in: PubMed
    2. Hu X, Gonzalez N, Bergsneider M. Steady-state indicators of the intracranial pressure dynamic system using geodesic distance of the ICP pulse waveform. Physiol Meas. 2012 Dec; 33(12):2017-31. PMID: 23151442; PMCID: PMC3547535.
    3. Hu X, Sapo M, Nenov V, Barry T, Kim S, Do DH, Boyle N, Martin N. Predictive combinations of monitor alarms preceding in-hospital code blue events. J Biomed Inform. 2012 Oct; 45(5):913-21. PMID: 22465785.
      View in: PubMed
    4. Hu X, Hamilton R, Baldwin K, Vespa PM, Bergsneider M. Automated extraction of decision rules for predicting lumbar drain outcome by analyzing overnight intracranial pressure. Acta Neurochir Suppl. 2012; 114:207-12. PMID: 22327694.
      View in: PubMed
    5. Hu X, Glenn T, Scalzo F, Bergsneider M, Sarkiss C, Martin N, Vespa P. Intracranial pressure pulse morphological features improved detection of decreased cerebral blood flow. Physiol Meas. 2010 May; 31(5):679-95. PMID: 20348611; PMCID: PMC2855777.
    6. Hu X, Xu P, Wu S, Asgari S, Bergsneider M. A data mining framework for time series estimation. J Biomed Inform. 2010 Apr; 43(2):190-9. PMID: 19900575; PMCID: PMC2839011.
    7. Hu X, Subudhi AW, Xu P, Asgari S, Roach RC, Bergsneider M. Inferring cerebrovascular changes from latencies of systemic and intracranial pulses: a model-based latency subtraction algorithm. J Cereb Blood Flow Metab. 2009 Apr; 29(4):688-97. PMID: 19142194.
      View in: PubMed
    8. Hu X, Miller C, Vespa P, Bergsneider M. Adaptive computation of approximate entropy and its application in integrative analysis of irregularity of heart rate variability and intracranial pressure signals. Med Eng Phys. 2008 Jun; 30(5):631-9. PMID: 17714974; PMCID: PMC2413186.
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