Fast Kalman Filtering and Forward–Backward Smoothing via a Low-Rank Perturbative Approach

Optimal experimental design for sampling voltage on dendritic trees in the low-SNR regime

(2011) Jonathan Hunter Huggins et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

A data-driven framework for neural field modeling

(2011) D.R. Freestone et al.   NEUROIMAGE

Large Scale Bayesian Inference and Experimental Design for Sparse Linear Models

(2011) Matthias W. Seeger et al.   SIAM Journal on Imaging Sciences

Fixed Rank Filtering for Spatio-Temporal Data

(2010) Noel Cressie et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Fixed rank kriging for very large spatial data sets

(2010) Noel Cressie et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Operator norm consistent estimation of large-dimensional sparse covariance matrices

(2009) Noureddine El Karoui   ANNALS OF STATISTICS

Accuracy and run-time comparison for different potential approaches and iterative solvers in finite element method based EEG source analysis

(2009) S. Lew et al.   APPLIED NUMERICAL MATHEMATICS

Fast Kalman filtering on quasilinear dendritic trees

(2009) Liam Paninski   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

A new look at state-space models for neural data

(2009) Liam Paninski et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Covariance Tapering for Likelihood-Based Estimation in Large Spatial Data Sets

(2009) Cari G. Kaufman et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Regularized estimation of large covariance matrices

(2008) Peter J. Bickel et al.   ANNALS OF STATISTICS

A data-driven model of the generation of human EEG based on a spatially distributed stochastic wave equation

(2008) Andreas Galka et al.   Cognitive Neurodynamics

Distributing the Kalman Filter for Large-Scale Systems

(2008) U.A. Khan et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Analysis of Between-Trial and Within-Trial Neural Spiking Dynamics

(2008) Gabriela Czanner et al.   JOURNAL OF NEUROPHYSIOLOGY

The Bayesian Lasso

(2008) Trevor Park et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Gaussian predictive process models for large spatial data sets

(2008) Sudipto Banerjee et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Sequential Optimal Design of Neurophysiology Experiments

(2008) Jeremy Lewi et al.   NEURAL COMPUTATION