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An Interpretable and Sparse Neural Network Model for Nonlinear Granger Causality Discovery

Workshop paper
Alex Tank, Ian Covert, Nicholas Foti, Ali Shojaie, and Emily B. Fox
NIPS Time Series Workshop
Publication year: 2017

An Efficient ADMM Algorithm for Structural Break Detection in Multivariate Time Series

Workshop paper
Alex Tank, Emily B. Fox, and Ali Shojaie
NIPS Time Series Workshop
Publication year: 2017

Sparse plus low-rank graphical models of time series for functional connectivity in MEG

Workshop paper
Nicholas Foti, Rahul Nadkarni, Adrian KC Lee, & Emily B. Fox
SIGKDD Workshop on Mining and Learning from Time Series
Publication year: 2016

Scalable Clustering of Correlated Time Series using Expectation Propagation

Workshop paper
Christopher Aicher and Emily B. Fox
SIGKDD Workshop on Mining and Learning from Time Series
Publication year: 2016

Identifiability of Non-Gaussian Structural VAR Models for Subsampled and Mixed Frequency Time Series

Workshop paper
Alex Tank, Emily B. Fox, & Ali Shojaie
SIGKDD Workshop on Causal Discovery
Publication year: 2016

Granger Causality Networks for Categorical Time Series

Workshop paper
Alex Tank, Emily B. Fox, & Ali Shojaie
SIGKDD Workshop on Mining and Learning from Time Series
Publication year: 2016

A Unified Framework for Missing Data and Cold Start Prediction for Time Series Data

Workshop paper
Christopher Xie, Alex Tank, & Emily B. Fox
NIPS Time Series Workshop
Publication year: 2016

Streaming Variational Inference for Normalized Random Measure Mixture Models

Workshop paper
Alex Tank, Nicholas Foti, & Emily B. Fox
NIPS Workshop on Advances in Variational Inference
Publication year: 2014

Detecting and Classifying Anomalous Behavior in Spatiotemporal Network Data

Workshop paper
William C. Young, Joshua E. Blumenstock, Emily B. Fox, & Tyler H. McCormick
KDD Workshop on Learning about Emergencies from Social Information
Publication year: 2014

Nonparametric Learning of Switching Autoregressive Processes

Workshop paper
Emily B. Fox, Erik B. Sudderth, Michael I. Jordan & Alan S. Willsky
ICML Workshop on Nonparametric Bayes
Publication year: 2008