network inference

Forward-Backward Splitting for Time-Varying Graphical Models PGM 2018 Inferring Networks From Random Walk-Based Node Similarities NeurIPS 2018 Variational Network Inference: Strong and Stable with Concrete Support ICML 2018 Estimating Diffusion Networks: Recovery Conditions, Sample Complexity and Soft-thresholding Algorithm JMLR 2016 Reconstructing Parameters of Spreading Models from Partial Observations NeurIPS 2016 HawkesTopic: A Joint Model for Network Inference and Topic Modeling from Text-Based Cascades ICML 2015 Learning Scale-Free Networks by Dynamic Node Specific Degree Prior ICML 2015 Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results COLT 2014 Estimating Diffusion Network Structures: Recovery Conditions, Sample Complexity & Soft-thresholding Algorithm ICML 2014 Open Problem: Finding Good Cascade Sampling Processes for the Network Inference Problem COLT 2014 Learning Social Infectivity in Sparse Low-rank Networks Using Multi-dimensional Hawkes Processes AISTATS 2013 Mixture of Mutually Exciting Processes for Viral Diffusion ICML 2013 Modeling Information Propagation with Survival Theory ICML 2013 Uncover Topic-Sensitive Information Diffusion Networks AISTATS 2013 Learning Networks of Heterogeneous Influence NeurIPS 2012 Nonparanormal Belief Propagation (NPNBP) NeurIPS 2012 Discussion of “Learning Scale Free Networks by Reweighted ℓ_1 regularization” AISTATS 2011 Inferring Interaction Networks using the IBP applied to microRNA Target Prediction NeurIPS 2011 Learning Scale Free Networks by Reweighted ℓ_1 regularization AISTATS 2011 Inference of Sparse Networks with Unobserved Variables. Application to Gene Regulatory Networks AISTATS 2010 Learning Networks of Stochastic Differential Equations NeurIPS 2010 On the Convexity of Latent Social Network Inference NeurIPS 2010 A Robust Procedure For Gaussian Graphical Model Search From Microarray Data With p Larger Than n JMLR 2006 Inferring Network Structure from Co-Occurrences NeurIPS 2006