Full Papers

Kirill Masychev, Claudio Ciprian, Maryam Ravan, James P. Reilly, and Duncan MacCrimmon,,"A Machine Learning Approach Using Effective Connectivity to Predict Response to Clozapinene Treatment" accepted in final form, IEEE Trans. Neural Systems and Rehabillitation Enginerring, Aug., 2020. Kirill Masychev, Claudio Ciprian, Maryam Ravan, James P. Reilly, and Duncan MacCrimmon, "Advanced Signal Processing Methods for Characterization of Schizophrenia", accepted in final form, IEEE Trans. Biomedical Engineering. Rober Boshra, Kyle Ruiter, John Connolly, Ranil Sonnadara, James Reilly, Kiret Dhindsa, "On the time-course of functional connectivity: Theory of a dynamic progression of concussion effects", accepted in final form April 24, 2020, Brain Communications. Boshra, R., Ruiter, K. I., DeMatteo, C., Reilly, J. P., & Connolly, J. F. "Neurophysiological correlates of concussion: Deep Learning for clinical Assessment." Scientific reports, Vol. 9 No. 1, 2019, pp.1-10. DOI:10.1038/s41598-019-53751-9 Rober Boshra, Kiret Dhindsa, Omar Boursalie, Kyle I. Ruiter, Ranil Sonnadara, Reza Samavi, Thomas E. Doyle, James P. Reilly, and John F. Connolly, "From Group-Level Statistics to Single-Subject Prediction: Machine Learning Detection of Concussion in Retired Athletes", IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol 27, No. 7, p. 1492-1501. July, 2019. DOI: 10.1109/TNSRE.2019.2922553 John F. Connolly, James P. Reilly, Alison Fox-Robichaud, Patrick Britz, Stefanie Blaine-Moraes, Ranil Sonnadara, Cindy Hamielec, Adianes Herrera-Diaz, Rober Boshra, "Development of a Point-of-Care System for Automated Coma Prognosis -- A Prospective Study Protocol", BMJ Open Vol 9 No. 7, July 2019, e029621. http://dx.doi.org/10.1136/bmjopen-2019-029621 Saurabh Shaw, Kiret Dhindsa, James Reilly, Suzanna Becker, "Capturing the forest but missing the trees: Microstates inadequate for characterizing shorter-scale EEG dynamics", Neural Computation, Vol 31, No. 11, pp. 2177-2211, Nov. 2019. Philip Chrapka, Hubert de Bruin, and Jim Reilly, "Estimating Neural Sources Using a Worst-Case Robust Adaptive Beamforming Approach", Biomedical Signal Processing and Control, (Elsevier), Vol 52, pp. 330-340. July, 2019. DOI 10.1016/j.bspc.2019.04.021 Philip Chrapka, Hubert de Bruin, Gary Hasey and Jim Reilly, "Wavelet-based Muscle Artifact Noise Reduction for Short Latency rTMS Evoked Potentials", IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol 27, No. 7, 2019, pp. 1449-1457, DOI 10.1109/TNSRE.2019.2908951 Narges Armanfard, Majid Komeili, James P. Reilly, John F. Connolly, "Automatic and Continuous Detection of Mismatch Negativity: Application to Coma Outcome Prediction", IEEE Journal of Biomedical and Health Informatics, Vol. 23, No. 4, April, 2019 pp. 1794 - 1804 DOI: 10.1109 JBHI.2018.2877738. Narges Armanfard, James P. Reilly, Majid Komeili, "Feature Selection and Classification Based on Local Modeling of the Sample Space", accepted by IEEE Trans. Neural Networks and Learning Systems, Feb. 2017. DOI: 10.1109/TNNLS.2017.2676101.
Amabilis Harrison, Michael Noseworthy, James Reilly, Weiguang Guan, John Connelly, "EEG and fMRI agree: mental arithmetic is the easiest form of imagery to detect", Consciousness and Cognition, Vol. 48, Feb. 2017 pp. 104-116.
Nasser Mourad, James P. Reilly, T. Kirubarajan, "Majorization--Minimization for Blind Source Separation of Sparse Sources", Signal Processing, Vol 131, Feb. 2017, pp. 120 " 133.
Narges Armanfard, James P. Reilly, Majid Komeili, "Local Feature Selection for Data Classification", IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 38, No. 6, June 2016, pp. 1217-1227.
Amabilis H. Harrison, Michael D. Noseworthy, James P. Reilly, John F. Connolly, "Ballistocardiogram Correction in Simultaneous EEG/ fMRI Recordings: A Comparison of Average Artifact Subtraction and Optimal Basis Set Methods Using Two Popular Software Tools", Critical Reviews in Biomedical Engineering, Vol. 42, No.2, 2014, pp.95 " 107
Siamak Salari Sharif, James P. Reilly, John F. MacGregor, "Constrained Kernelized Partial Least Squares in the Presence of Structured Noise", Chemometrics, Vol. 28, No. 10, Oct. 2014, pp.762-772.
Maryam Ravan, Duncan MacCrimmon, James P. Reilly, Gary Hasey, and Ahmad Khodayari-Rostamabad, "A Machine Learning Approach Using Brain Source Localization on P300 Responses to Investigate the Effect of Clozapine Therapy", Clinical Neurophysiology Vol. 126, Issue 4, April 2015, pp.721 " 730.
U. Gunturkan, James P. Reilly, Hubert de Bruin and T. Kirubarajan, "Recursive Hidden Input Estimation in Nonlinear Dynamic Systems with Varying Amounts of a priori Knowledge", to appear, Signal Processing, ISSN 0165-1684.
Maryam Ravan, James P. Reilly, and Gary Hasey, "Minimum Variance Brain Source Localization for Short Data Sequences", IEEE Trans. Biomed. Eng., Vol. 61 No. 2, Feb. 2014, pp. 535-546.
A. Khodayari-Rostamabad, J.P. Reilly, G.M. Hasey, H. de Bruin and D.J. MacCrimmon, A Machine Learning Approach Using EEG Data to Predict Response to SSRI Treatment for Major Depressive Disorder", Clinical Neurophysiology, Vol. 124, No. 10, Oct. 2013, pp. 1975 - 1985.
M. Ravan, J. Reilly, L. Trainor and A. Khodayari-Rostamabad, "A Machine Learning Approach for Distinguishing Age of Infants Using Auditory Evoked Potentials", Clinical Neurophysiology, Vol. 122, No. 11, Nov., 2011, pp. 2139-50.
S. Beheshti, M. Ravan, J. Reilly and L. Trainor, "Mean Square Error in Periodogram Approaches with Adaptive Windowing", IEEE Trans. Signal Processing, Vol. 59, No. 3, March, 2011, pp. 923-935.
Ahmad Khodayari-Rostamabad, Gary M. Hasey, Duncan J. MacCrimmon, James P. Reilly and Hubert de Bruin, "Machine Learning Methodologies Using Pre-Treatment Electroencephalography Can Predict The Symptomatic Response To Clozapine Therapy, Clinical Neurophysiology, Vol. 121, Issue 12, Dec. 2010, pp. 1998 " 2006.
N. Mourad and J. Reilly, "Minimizing Nonconvex Functions for Sparse Vector Reconstruction", IEEE Trans. Signal Processing, Vol. 58, No. 7, July 2010 pp. 3496- 3485.
Maryam Ravan, Reza K. Amineh, Slawomir Koziel, Natalia K. Nikolova, and James P. Reilly, "Sizing of 3-D arbitrary defects using magnetic flux leakage measurements," IEEE Trans. Magn, vol. 46, no. 4, April 2010, pp. 1024 - 1033, 2010.
M. Ravan, R.K. Amineh, S. Kozeil, N.K. Nikolova and J.P. Reilly, "Sizing of Multiple Cracks Using Magnetic Flux Leakage Measurements", IET Science, Measurement & Technology, vol. 4, no. 1, pp. 1"11, 2010.
Ahmad Khodayari-Rostamabad, James P. Reilly, and Natalia K. Nikolova, J.R. Hare and S. Pasha, "Machine Learning Techniques for the Analysis of Magnetic Flux Leakage Images in Pipeline Inspection", IEEE. Trans. Magnetics, Vol. 45, No. 8, Aug. 2009, pp. 3073-3084.
R. K. Amineh , S. Koziel , N. K. Nikolova , J. W. Bandler , and J. P. Reilly, "A Space Mapping Methodology for Defect Characterization from Magnetic Flux Leakage Measurements", IEEE Trans. Magnetics, Vol. 44, No. 8, Aug. 2008, pp. 2058-2067.
Derek Yee, James P. Reilly, and T. Kirubarajan, "Approximate Conditional Mean Particle Filtering for Linear/Nonlinear Dynamic State Space Models", IEEE Trans. Signal Processing, Vol. 58, No. 12, Dec. 2008, pp.5790-5803.
Reza Khalaj Amineh, Natalia K. Nikolova, James P. Reilly, and James R. Hare, "Characterization of Surface Breaking Cracks Using One Tangential Component of Magnetic Leakage Field" IEEE Trans. Magnetics, Vol. 44, No.4, Apr, 2008, pp. 516-524.
Amin Zia, Thia Kirubarajan, James P. Reilly, D. Yee, K. Punithikumar, and S. Shirani, "An EM algorithm for nonlinear state estimation with model uncertainties", IEEE Trans. Signal Processing, Vol. 56, No. 3, March, 2008, pp. 921-936.
Amin Zia, James P. Reilly, Jonathan Manton, "An Information Geometric Approach to ML Estimation With Incomplete Data: Application to Semi-Blind MIMO Channel Identification", IEEE Trans. Signal Processing, Vol. 55, No. 8, Aug. 2007, pp. 3975 " 3986.
Derek Yee, James P. Reilly, Thia Kirubarajan, "A blind sequential Monte Carlo receiver for OFDM systems in the presence of phase noise, multipath fading and channel order uncertainty, IEEE Trans. Signal Processing, Vol. 55, No. 9, Sept. 2007, pp. 4581-4598.
K. Rahbar and J.P.Reilly, "A Frequency Domain Method for Blind Source Separation of Convolutive Audio Mixtures", IEEE. Trans on Speech and Audio Processing, Vol. 13, No. 5, Sept., 2005, pp. 832-844.
William Ng, J.P. Reilly, T. Kirubarajan and J-R. Larocque, "Wideband array signalprocessing using MCMC methods", IEEE Trans. Signal Processing, Volume 53, No. 2, Feb. 2005, pp. 411 - 426
M.R. Wilbur, T.N. Davidson, and J.P. Reilly, "Efficient design of oversampled NPR GDFT filterbanks", IEEE Trans. Signal Processing, Vol. 52, No. 7, July, 2004, pp. 1947 - 1963.
K. Rahbar, J.P. Reilly, and J.H. Manton, "Blind identification of MIMO FIR systems driven by quasi-stationary sources using second order statistics: A frequency domain approach", IEEE Transactions on Signal Processing, Vol. 52, No. 2, Feb. 2004, pp. 406- 417.
J.-R. Larocque, J.P. Reilly and William Ng, Particle Filters for Tracking an Unknown Number of Sources, IEEE Transactions on Signal Processing, Vol. 50, No.12, Dec. 2002, pp. 2926-2937.
J.P. Reilly, Matt Wilbur, Mike Seibert and Nima Ahmadvand "The Single-Sided Subband Decomposition: Application to the Decimation of Large Problems", IEEE Transactions on Signal Processing, Vol 50, No. 11, Nov., 2002, pp. 2730-2744.
J.-R. Larocque and J.P. Reilly, "Reversible Jump MCMC for Joint Detection and Estimation of Directions of Arrival in Coloured Noise", IEEE Transactions on Signal Processing,Vol. 50, No 2. Feb., 2002 (special issue on Monte-Carlo techniques), pp. 231-240.
W.G. Chen, J.P. Reilly, and K.M. Wong, "Detection of the number of signals in the presence of noise with banded covariance matrices", IEE Proc., Radar, Sonar and Navigation, Vol. 143, No. 5, Oct. 1996, pp. 289-294.
J. Reilly and T. Jelonek, "Real-time, analog, global optimization with constraints: Application to the direction of arrival estimation problem", IEEE Trans. CAS-II, Vol. 42, No. 4. Apr. 1995, pp. 233-244.
S. Haykin, J.P. Reilly, V. Kezys and E. Vertatschitsch, "Some aspects of array signal processing", Proc. IEE, Pt. F., Feb. 1992 (Special issue on radar techniques.), Vol. 139, No. 1, pp. 1-26.
J.P. Reilly and K.M. Wong, "Estimation of the directions of signals in unknown correlated noise: Part II - Asymptotic behaviour and performance of the MAP approach", IEEE Trans. Signal Processing, Vol. 40, No. 8, Aug, 1992, pp. 2018-2028.
K.M. Wong, J.P. Reilly, S. Qiao and Q. Wu, "Estimation of the directions of signals in unknown correlated noise: Part I - The MAP approach and its implementation", IEEE Trans. Signal Processing, Vol. 40, No. 8, Aug, 1992, pp. 2007-2017.
W.G. Chen, K.M. Wong and J.P. Reilly, "Detection of the number of signals: A predicted eigen-threshold approach", IEEE Trans. Signal Processing, May 1991, pp. 1088-1098.
K.M. Wong, Q.T. Zhang, J.P. Reilly and P.C. Yip, "On information theoretic criteria for the determination of the number of signals in high-resolution array processing", IEEE Trans. ASSP, Nov. 1990, pp. 1959-1971.
Q.T. Zhang, K.M. Wong, P.C. Yip and J.P. Reilly, "Statistical analysis of the performanceof information theoretic criteria in the detection of number of signals in array processing", IEEE Trans. Acoust. Speech and Signal Proc. (ASSP), Vol. 37, No. 10, Oct. 1989, pp. 1557-1567.
J.P. Reilly and M.K. Law, "A fast, high-performance array processing technique for angleof-arrival estimation and detection of the number of incident signals", Can J. Elect. and Comp. Eng., Vol. 14, No. 2, 1989, pp.38-45.
J.P. Reilly, X.P. Huang and K.M. Wong, "Threshold extension of the modified FBLP algorithm", Can. J. Elect. and Comp. Eng., Vol. 14, No. 2, 1989, pp. 46-54.
J.P. Reilly, J. Litva and P. Bauman, "A new angle-of-arrival estimator: Its comparative evaluation applied to the low-angle tracking radar problem", IEE Proc., Vol. 135, Pt. F, No. 5, Oct. 1988, pp. 408-420.
J.P. Reilly and S. Haykin, "Maximum-likelihood receiver for low-angle tracking radar, part II - The nonsymmetric case", IEE Proc., Vol. 129, Pt. F, No. 5, Oct. 1982, pp. 331-340.
S. Haykin and J.P. Reilly, "Maximum-likelihood receiver for low-angle tracking radar, part I - The symmetric case", IEE Proc., Vol. 129, Pt. F, No. 4, Aug. 1982, pp. 261-272.
M.S. Suthers, C.K. Campbell and J.P. Reilly, "SAW bandpass filter design using Hermitian function techniques", IEEE Trans. on Sonics and Ultrasonics, Vol. SU-27, No. 2, March 1980, pp. 90-93.
J.P. Reilly, C.K. Campbell and M.S. Suthers, "The design of SAW bandpass filters exhibiting arbitrary phase and amplitude response characteristics", IEEE Trans. on Sonics and Ultra-Sonics, Vol. SU-24, No. 5, Sept. 1977, pp. 301-305.