Professor

613 533 6000 x 32931 korenber@queensu.ca Walter Light Hall, Room 426

## Biography

Michael Korenberg received the B.Sc., M.Sc. (Mathematics), and Ph.D. (Electrical Engineering) degrees from McGill University, Montreal, Quebec. He has been on Faculty at Queen's University since 1983, and is currently a Professor in the Department of Electrical and Computer Engineering.

## Research Interests

Dr. Korenberg's research interests include development of practical methods for representing/identifying nonlinear systems of unknown structure and for time-series analysis. Applications relate to communications, to modelling of physical and physiological processes, and to computational biology and bioinformatics. The latter applications include protein sequence classification, gene recognition, and interpretation of microarray data. For example, he has shown how nonlinear system identification techniques, such as parallel cascade identification, can be used to automatically classify protein sequences into structure or function families.

## Publications

- M.M.E. Moussa, A. Osman, M. Tamazin, M.J. Korenberg, A. Noureldin, 2016, "Enhanced GPS Narrowband Jamming Detection Using High Resolution Spectral Estimation”, GPS Solutions, April, DOI: 10.1007/s10291-016-0528-y
- M. Tamazin, A. Noureldin, M.J. Korenberg, A.M. Kamel, 2016, "A New High-Resolution GPS Multipath Mitigation Technique Using Fast Orthogonal Search", Journal of Navigation, 21 pages, Published online: 03 February 2016 DOI: http://dx.doi.org/10.1017/S0373463315001022
- M. Elhoushi, J. Georgy, A. Noureldin, M.J. Korenberg, 2015, “Online Motion Mode Recognition for Portable Navigation Using Low-Cost Sensors”, Navigation, December, DOI: 10.1002/navi.120
- M.J. Korenberg, “System and Method for Evaluating an Electrophysiological Signal”, Issued September 15, 2015, U.S. Patent Number 9,131,864.
- M. Tamazin, A. Noureldin, M.J. Korenberg, A. Massoud, 2015, “Robust fine acquisition algorithm for GPS receiver with limited resources”, GPS Solutions 06/2015; DOI:10.1007/s10291-015-0463-3.
- M. Elhoushi, J. Georgy, A. Noureldin, M.J. Korenberg, 2015, “Motion Mode Recognition for Indoor Pedestrian Navigation Using Portable Devices”, IEEE Transactions on Instrumentation and Measurement 10/2015; DOI:10.1109/TIM.2015.2477159.
- S. Lawal, M.J. Korenberg, N.M. Pittman, and M. Mates, 2014, “Predicting Neutropenia Risk in Breast Cancer Patients from Pre-Chemotherapy Characteristics”, The Open Bioinformatics Journal, Vol. 8, pp. 16-21.
- M. Tamazin, A. Noureldin, M.J. Korenberg, 2013, “Robust Modeling of Low-Cost MEMS Sensor Errors in Mobile Devices Using Fast Orthogonal Search”, J. Sensors, Article Number: 101820, DOI: 10.1155/2013/101820.
- M. Rakoczy, D.R. McGaughey, M.J. Korenberg, J. Levman, and A.L. Martel, 2013, “Feature Selection in Computer-Aided Breast Cancer Diagnosis via Dynamic Contrast-Enhanced Magnetic Resonance Images”, J. Digit Imaging, Vol. 26(2), pp. 198-208.
- M.M. Atia, A. Noureldin, M.J. Korenberg, 2013, “Dynamic Online-Calibrated Radio Maps for Indoor Positioning in Wireless Local Area Networks”, IEEE TRANSACTIONS ON MOBILE COMPUTING, Vol. 12(9), pp. 1774-1787.
- U. Iqbal, J. Georgy, W.F. Abdelfatah, M.J. Korenberg, A. Noureldin, 2013, “Pseudoranges Error Correction in Partial GPS Outages for a Nonlinear Tightly Coupled Integrated System”, IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, Vol. 14(3), pp. 1510-1525.
- U. Iqbal, J. Georgy, W.F. Abdelfatah, M.J. Korenberg, and A. Noureldin, 2012, “Enhancing Kalman Filtering Based Tightly-Coupled Navigation Solution through Remedial Estimates for Pseudorange Measurements Using Parallel Cascade Identification”, Instrumentation Science & Technology, Vol. 40(6), pp. 530-566.
- A. Noureldin, J. Armstrong, A. El-Shafie, T. Karamat, D. McGaughey, M.J. Korenberg, and A. Hussain, 2012, "Accuracy Enhancement of Inertial Sensors Utilizing High Resolution Spectral Analysis", Sensors, Vol 12, pp. 11638-11660.
- M.M. Atia, M.J. Korenberg, and A. Noureldin, 2012, "Particle-Filter-Based WiFi-Aided Reduced Inertial Sensors Navigation System for Indoor and GPS-Denied Environments", Int J. Navigation Observation Vol 2012, pp. 1-12.
- M.M. Atia, A. Noureldin, and M.J. Korenberg, 2012, "Dynamic Propagation Modeling for Mobile Users' Position and Heading Estimation in Wireless Local Area Networks", IEEE Wireless Communications Letters, Vol. 1(2), pp. 101-104.
- M.M. Atia, M.J. Korenberg, and A. Noureldin, 2011, "Fast features reduction of radio maps for real-time fingerprint-based wireless positioning systems", Electron Lett, Vol 47(20), pp. 1151-1153.
- U. Iqbal, J. Georgy, M.J. Korenberg, and A. Noureldin, 2011, "Filling in the Gaps - Improving Navigation Continuity Using Parallel Cascade Identification", GPS World, Innovation Column, October, pp 42-50.
- E.A. Shirdel, M.J. Korenberg, and Y. Madarnas, 2011, "Neutropenia Prediction Based on First-Cycle Blood Counts Using a FOS-3NN Classifier", Advances in Bioinformatics, Vol. 2011, pp. 1-8.
- M.M. Atia, A. Noureldin, J. Georgy, and M. Korenberg, 2011, "Bayesian Filtering Based WiFi/INS Integrated Navigation Solution for GPS-denied Environments," NAVIGATION, Vol. 58, No. 2, Summer issue, pp. 111-125.
- M.M. Atia, A. Noureldin and M. Korenberg, 2011, "Gaussian process regression approach for bridging GPS outages in integrated navigation systems", Electron Lett, Vol 47(1), pp. 52-53.
- Z. Shen, J. Georgy, M.J. Korenberg, and A. Noureldin, 2011, "Low cost two dimension navigation using an augmented Kalman filter/Fast Orthogonal Search module for the integration of reduced inertial sensor system and Global Positioning System", Transportation Research Part C: Emerging Technologies , Vol. 19(6), pp. 1111-1132.
- A.G. Perry, M.J. Korenberg, G.G. Hall, K.M. Moore, 2011, "Modeling and Syndromic Surveillance for Estimating Weather-Induced Heat-Related Illness", J. Environ Public Health , Vol. 2011, pp. 1-10.
- J. Georgy, A. Noureldin, M. Korenberg, and M. Bayoumi, 2010, "Low-Cost Three-Dimensional Navigation Solution for RISS/GPS Integration Using Mixture Particle Filter", IEEE Transactions on Vehicular Technology, Vol 59(2), pp. 599-615.
- J. Georgy, A. Noureldin, M.J. Korenberg, and M.M. Bayoumi, 2010, "Modeling the stochastic drift of a MEMS-based gyroscope in gyro/odometer/GPS integrated navigation", IEEE Trans Intelligent Transport Sys, Vol 11(4), pp. 856-872.
- D.R. McGaughey, J.K. Stamplecoskie, M. Korenberg, J.A. Theriault, 2010, "Compression of Cuvier's beaked whale (Ziphius cavirostris) vocalizations using fast orthogonal search", Applied Acoustics, Vol 71, pp. 683-689.
- Z. Shen, J. Georgy, M.J. Korenberg, and A. Noureldin, 2010, "FOS-based modelling of reduced inertial sensor system errors for 2D vehicular navigation", Electron Lett, Vol 46(4), pp. 298-299.
- D.R. McGaughey, P.R. Underhill, R. Wood, and M.J. Korenberg, 2010, "Estimates of closely spaced signals using adaptive FOS", Electron. Lett., 46(12): 869-871.
- U. Iqbal, J. Georgy, M.J. Korenberg, and A. Noureldin, 2010, "Nonlinear modeling of azimuth error for 2D car navigation using parallel cascade identification augmented with Kalman filtering", Int J. Navigation Observation Vol 2010, pp. 1-13.
- M.M. Atia, J. Georgy, M.J. Korenberg and A. Noureldin, 2010, "Real-time implementation of mixture particle filter for 3D RISS/GPS integrated navigation solution", Electron Lett, Vol 46(15), pp. 1083-1084.
- A.G. Perry, K.M. Moore, L.E. Levesque, W.L. Pickett, and M.J. Korenberg, 2010, "A comparison of methods for forecasting emergency department visits for respiratory illness using Telehealth Ontario calls", Canadian J Public Health, Vol 101(6), pp. 464-469.
- J.R. Green, M.J. Korenberg, and M.O. Aboul-Magd, 2009, "PCI-SS: MISO Dynamic Nonlinear Protein Secondary Structure Prediction", BMC Bioinformatics, 10:222 doi: 10.1186/1471-2105-10-222.
- M.J. Korenberg, B.J. Dicken, S. Damaraju, K. Graham, and C.E. Cass, 2009, "Predicting Node Positivity in Gastric Cancer from Gene Expression Profiles", Biotechnol. Lett., Vol. 31, pp. 1381-1388.
- I. Minz and M.J. Korenberg, 2008, "Modeling Cooperative Gene Regulation using Fast Orthogonal Search", The Open Bioinformatics J., Vol. 2, pp. 80-89.
- J.M. Eklund, M.J. Korenberg, and P.J. McLellan, 2007, "Nonlinear System Identification and Control of Chemical Processes using Fast Orthogonal Search", J. Process Control, Vol. 17, pp. 742-754.
- M.J. Korenberg and J.H. Lawson, 2006, "The Future of Medicine - Art or Science", Pharma, Vol. 1, pp. 42-49.
- J.R. Green and M.J. Korenberg, 2006, "On the Advantages of Multi-Input Single-Output Parallel Cascade Classifiers", Ann. Biomed. Eng., Vol. 34(4), pp. 709-716.
- M.J. Korenberg, 2004, "On Predicting Medulloblastoma Metastasis by Gene Expression Profiling ", J. Proteome Research, Vol. 3(1), pp. 91-96.
- M.J. Korenberg, 2003, "Gene Expression Monitoring Accurately Predicts Medulloblastoma Positive and Negative Clinical Outcomes", FEBS Letters, Vol. 533, pp. 110-114.
- M.J. Korenberg, 2002, "Prediction of Treatment Response Using Gene Expression Profiles", J. Proteome Res., Vol. 1, pp. 55-61.
- M.J. Korenberg, R. David, I.W. Hunter, and J.E. Solomon, 2001, "Parallel Cascade Identification and its Application to Protein Family Prediction", J. Biotechnology, Vol. 91, pp. 35-47.
- M.J. Korenberg, R. David, I.W. Hunter, and J.E. Solomon, 2000, "Automatic Classification of Protein Sequences into Structure/Function Groups via Parallel Cascade Identification: A Feasibility Study", Ann. Biomed. Eng., Vol. 28, pp. 803-811.
- K.M. Adeney and M.J. Korenberg, 2000, "Iterative Fast Orthogonal Search Algorithm for MDL-Based Training of Generalized Single-Layer Networks", Neural Networks, Vol. 13, pp. 787-799.
- M.J. Korenberg, J.E. Solomon, and M.E. Regelson, 2000, "Parallel Cascade Identification as a Means for Automatically Classifying Protein Sequences into Structure/Function Groups ", Biol. Cybern., Vol. 82, pp. 15-21.
- M.J. Korenberg and K.M. Adeney, 1998, "Iterative Fast Orthogonal Search for Modeling by a Sum of Exponentials or Sinusoids", Ann. Biomed. Eng., Vol. 26, pp. 315-327.
- M.J. Korenberg, M. Juusola, and A.S. French, 1998, "Two methods for Calculating the Responses of Photoreceptors to Moving Objects", Ann. Biomed. Eng., Vol. 26, pp. 308-314.
- M.J. Korenberg, H.M. Sakai, and K.-I. Naka, 1997, "Complexity and Frequency Hierarchies in the Catfish Retina", Frontiers Med. Biol. Eng., Vol. 8, pp. 87-107.
- M.J. Korenberg, C.J.H. Brenan, and I.W. Hunter, 1997, "Raman Spectral Estimation via Fast Orthogonal Search", The Analyst, Vol. 122, pp. 879-882.
- K.H. Chon, M.J. Korenberg, and N.H. Holstein-Rathlou, 1997, "Application of Fast Orthogonal Search to Linear and Nonlinear Stochastic Systems", Ann. Biomed. Eng., Vol. 25, pp. 793-801.
- H.M. Sakai, H. Machuca, M.J. Korenberg, and K.-I. Naka, 1997, "Processing of Color- and Noncolor-Coded Signals in the Gourami Retina", J. Neurophysiol., Vol. 78, pp. 2034-2047.
- M.J. Korenberg and E.L. Morin, 1997, "Automatic Discrimination of Myoelectric Signals Via Parallel Cascade Identification", Ann. Biomed. Eng., Vol. 25, pp. 708-712.
- M.J. Korenberg and I.W. Hunter, 1996, "The Identification of Nonlinear Biological Systems: Volterra Kernel Approaches," Ann. Biomed. Eng., Vol. 24, pp. 250-268.
- M.J. Korenberg, D. McGaughey, and G.J.M. Aitken, 1996, "Parallel Cascade Prediction of Turbulence Induced Wavefront Tilt", Electron. Lett., Vol. 32, pp. 1315-1316.
- M.J. Korenberg and P.W. Doherty, 1996, "Rapid DTMF Signal Classification via Parallel Cascade Identification", Electron. Lett., Vol. 32, pp. 1862-1863.
- M. Juusola, M. Weckstrom, R.O. Uusitalo, M.J. Korenberg, and A.S. French, 1995, "Nonlinear Models of the First Synapse in the Light-Adapted Fly Retina", J. Neurophysiol., Vol. 74, pp. 2538-2547.
- K.M. Adeney and M.J. Korenberg, 1994, "Fast Orthogonal Search for Array Processing and Spectrum Estimation", IEE Proc. - Vis. Image Signal Process., Vol. 141, pp. 13-18.
- A.S. French, M.J. Korenberg, M. Jarvilehto, E. Kouvalainen, M. Juusola, and M. Weckstrom, 1993, "The Dynamic Nonlinear Behaviour of Fly Photoreceptors Evoked by a Wide Range of Light Intensities", Biophys. J., Vol. 65, pp. 832-839.

## Teaching

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