Research

A Reduced-Dimension fMRI Shared Response Model NeurIPS 2015 Autonomy Infused Teleoperation with Application to BCI Manipulation RSS 2015 Building Proteins in a Day: Efficient 3D Molecular Reconstruction CVPR 2015 Efficient Classifier Training to Minimize False Merges in Electron Microscopy Segmentation ICCV 2015 Efficient Learning of Continuous-Time Hidden Markov Models for Disease Progression NeurIPS 2015 GP Kernels for Cross-Spectrum Analysis NeurIPS 2015 High-dimensional neural spike train analysis with generalized count linear dynamical systems NeurIPS 2015 JUMP-Means: Small-Variance Asymptotics for Markov Jump Processes ICML 2015 On Linearly Constrained Minimum Variance Beamforming JMLR 2015 PeakSeg: constrained optimal segmentation and supervised penalty learning for peak detection in count data ICML 2015 Recognizing retinal ganglion cells in the dark NeurIPS 2015 Robust Heart Rate Measurement From Video Using Select Random Patches ICCV 2015 A Bayesian model for identifying hierarchically organised states in neural population activity NeurIPS 2014 Analysis of Brain States from Multi-Region LFP Time-Series NeurIPS 2014 Biclustering Using Message Passing NeurIPS 2014 Distance-Based Network Recovery under Feature Correlation NeurIPS 2014 Efficient Dimensionality Reduction for High-Dimensional Network Estimation ICML 2014 Inferring synaptic conductances from spike trains with a biophysically inspired point process model NeurIPS 2014 Learning convolution filters for inverse covariance estimation of neural network connectivity NeurIPS 2014 Learning Modular Structures from Network Data and Node Variables ICML 2014 Localized Data Fusion for Kernel k-Means Clustering with Application to Cancer Biology NeurIPS 2014 On Prior Distributions and Approximate Inference for Structured Variables NeurIPS 2014 On Sparse Gaussian Chain Graph Models NeurIPS 2014 On the relations of LFPs & Neural Spike Trains NeurIPS 2014 Poisson Process Jumping between an Unknown Number of Rates: Application to Neural Spike Data NeurIPS 2014