csUf and UCI


Statistical & Computational research

in

Neuroscience

 
 
 

2015


  1. •Vandenberg-Rodes, A. and Shahbaba, B. (2015), Dependent Matérn Processes for Multivariate Time Series, , arXiv:1502.03466.

  2. •Quinlan, E.B., Dodakian, L., See, J., McKenzie, A., Le, V., Wojnowicz, M., Shahbaba, B., Cramer, S.C. (2015), Neural function, injury, and stroke subtype predict treatment gains after stroke, Annals of Neurology, 77(1), 132-45.


2014


  1. BulletRemezan, R. Marriot, P., and Chenouri, S. (2014), Multiscale Analysis of Neural Spike Trains, Statistics in Medicine, 33(2), 238-256.

  2. BulletLan, S., Zhou, B., and Shahbaba, B. Spherical Hamiltonian Monte Carlo for Constrained Target Distributions, ICML 2014: pdf.

  3. BulletShahbaba, B., Lan, S., Streets, J., Comment on “Geodesic Monte Carlo on Embedded Manifolds,” Scandinavian Journal of Statistics (to appear).

  4. BulletLan, S., Streets, J., and Shahbaba, B. Wormhole Hamiltonian Monte Carlo, AAAI 2014: arXiv:1306.0063.

  5. BulletShahbaba, B., Zhou, B., Lan, S., Ombao, H., Moorman, D., and Behseta, S., A Semiparametric Bayesian Model for Detecting Synchrony Among Multiple Neurons, Neural Computation (to appear): arXiv:1306.6103.

  6. BulletLan, S., Stathopoulos, V., Shahbaba, B., and Girolami, M. (2012), Lagrangian dynamical Monte Carlo: Journal of Computational and Graphical Statistics (to appear): arXiv:1211.3759.


2013


  1. BulletShahbaba, B., Lan, S., Johnson, W.O. , Neal, R.M.,  Split Hamiltonian Monte Carlo, Statistics and Computing (to appear): arXiv:1106.5941.

  2. BulletPearson-Fuhrhop, K.M., Minton, B., Acevedo, D., Shahbaba, B., and Cramer, S.C., Genetic variation in the human brain dopamine system influences motor learning and its modulation by L-Dopa, PLOS ONE (to appear).

  3. BulletFiecas M, Ombao H, van Lunen D, Baumgartner R, Coimbra A and Feng D (2013). Quantifying Temporal Correlations: A Test-Retest Evaluation of Functional Connectivity in Resting-State fMRI. NeuroImage, in press.

  4. BulletOlhede S and Ombao H. (2013). Covariance of Replicated Modulated Cyclical Time Series. IEEE Transactions on Signal Processing, in press.

  5. BulletKoestler D, Ombao H and Bender J. (2013).  Ensemble-based Methods for Forecasting in Hospital Units. BMC Bioinformatics, tentatively accepted for publication.


2012


  1. BulletZhou, B., Tieu, K.H., Konstorum, A., Duong, T., Wells, WM, Brown, G.G., Stern, H., and Shahbaba, B. (corresponding author), A hierarchical modeling approach to data analysis and study design in a multi-site experimental fMRI study, Psychometika, (to appear).

  2. BulletKottas T., Behseta S., Moorman D.E., Poynor V., and Olson, C.R. (2012), Bayesian Nonparametric Analysis of Neuronal Intensity Rates, Journal of Neuroscience Methods, 203, pp. 241-253

  3. BulletGorrostieta C, Ombao H, Rrado R, Patel S and Eskandar E. (2012). Exploring Dependence Between Brain Signals in a Monkey During Learning. Journal of Time Series Analysis.

  4. BulletMotta, G. and Ombao, H. (2012). Evolutionary Factor Analysis of Replicated Time Series. Biometrics.

  5. BulletStoffer D and Ombao H. (2012). Editorial: Special Issue on Time Series Analysis in the Biological Sciences. Journal of Time Series Analysis.

  6. BulletOmbao H. (2012). Time Series Analysis of multivariate non-stationary time series using the localised Fourier Library. Handbook of Statistics: Time Series, Elsevier.

  7. BulletKang H, Ombao H, Linkletter C, Long N and Badre D. (2012). Spatio-Spectral Mixed Effects Model for Functional Magnetic Resonance Imaging Data. Journal of the American Statistical Association.

  8. BulletZhu T, Cohen R, Harezlak J, Ombao H, Navia B and Schiffito G. (2012). Patterns of CNS injury in HIV infection after partial immune reconstitution: A DTI tract-based spatial statistics study. Human Brain Mapping.

  9. BulletBender J, Koestler D, Ombao H, McCourt M, Alskinis B, Rubin L and Padbury J. (2012). Neonatal Intensive Care Unit: Predictive Models for Length of Stay. The Journal of Perinatology.

  10. BulletGorrostieta C, Ombao H, Bedard P and Sanes J.N. (2012). Investigating Stimulus-Induced Changes in Connectivity Using Mixed Effects Vector Autoregressive Models. NeuroImage, 59, 3347-3355.

  11. BulletOmbao H. (2012). Discussion: Time Threshold Maps: Using information from wavelet reconstructions with all threshold values simultaneously. Journal of the Korean Statistical Society, 41, 171-172.

 

Recent Publications