Bioinformatics

Sparse Space-Time Deconvolution for Calcium Image Analysis NeurIPS 2014 Understanding Protein Dynamics with L1-Regularized Reversible Hidden Markov Models ICML 2014 A memory frontier for complex synapses NeurIPS 2013 Bayesian Inference and Online Experimental Design for Mapping Neural Microcircuits NeurIPS 2013 Contrastive Learning Using Spectral Methods NeurIPS 2013 Drosophila Embryo Stage Annotation Using Label Propagation ICCV 2013 Extracting regions of interest from biological images with convolutional sparse block coding NeurIPS 2013 Mapping paradigm ontologies to and from the brain NeurIPS 2013 Matrix factorization with binary components NeurIPS 2013 Message Passing Inference with Chemical Reaction Networks NeurIPS 2013 Multiscale Dictionary Learning for Estimating Conditional Distributions NeurIPS 2013 PDM-ENLOR: Learning Ensemble of Local PDM-Based Regressions CVPR 2013 Reconstructing ecological networks with hierarchical Bayesian regression and Mondrian processes AISTATS 2013 Sparse nonnegative deconvolution for compressive calcium imaging: algorithms and phase transitions NeurIPS 2013 Speeding up Permutation Testing in Neuroimaging NeurIPS 2013 A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation NeurIPS 2012 A Two-Graph Guided Multi-task Lasso Approach for eQTL Mapping AISTATS 2012 Bayesian Pedigree Analysis using Measure Factorization NeurIPS 2012 Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters AISTATS 2012 Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction NeurIPS 2012 Graphical Models via Generalized Linear Models NeurIPS 2012 High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer's Disease Progression Prediction NeurIPS 2012 Identification of Recurrent Patterns in the Activation of Brain Networks NeurIPS 2012 Kernel Hyperalignment NeurIPS 2012 Learning Invariant Representations of Molecules for Atomization Energy Prediction NeurIPS 2012