conftrace_

time series

435 papers

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Also known as

TS

Co-occurring keywords

time series analysis (175) representation learning (6206) gaussian process (1200) bayesian inference (1907) variational inference (2069) causal inference (1630) causal discovery (460) dynamical system (398) time series forecasting (364) recurrent neural network (1790)

Papers

Learning Low-Dimensional Temporal Representations ICML 2018
Forward-Backward Splitting for Time-Varying Graphical Models PGM 2018
Exact and Robust Conformal Inference Methods for Predictive Machine Learning with Dependent Data COLT 2018
Unsupervised Word Influencer Networks from News Streams ACL 2018
Deep Poisson gamma dynamical systems NIPS 2018
Bayesian Alignments of Warped Multi-Output Gaussian Processes NIPS 2018
Probabilistic Recurrent State-Space Models ICML 2018
Modeling "Presentness" of Electronic Health Record Data to Improve Patient State Estimation MLHC 2018
Bayesian Nonparametric Poisson-Process Allocation for Time-Sequence Modeling AISTATS 2018
NeuCast: Seasonal Neural Forecast of Power Grid Time Series IJCAI 2018
tick: a Python Library for Statistical Learning, with an emphasis on Hawkes Processes and Time-Dependent Models JMLR 2018
Multivariate Bayesian Structural Time Series Model JMLR 2018
Gaussian Process Prior Variational Autoencoders NIPS 2018
Spectral Filtering for General Linear Dynamical Systems NIPS 2018
Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization NIPS 2018
Random Projection Filter Bank for Time Series Data NIPS 2017
Non-Stationary Spectral Kernels NIPS 2017
Sparse convolutional coding for neuronal assembly detection NIPS 2017
Statistical and Computational Guarantees for the Baum-Welch Algorithm JMLR 2017
Dynamic Collaborative Filtering With Compound Poisson Factorization AISTATS 2017
Bayesian Learning and Inference in Recurrent Switching Linear Dynamical Systems AISTATS 2017
Early and Reliable Event Detection Using Proximity Space Representation ICML 2016
Poisson-Gamma dynamical systems NIPS 2016
A state-space model of cross-region dynamic connectivity in MEG/EEG NIPS 2016
Solving Temporal Puzzles CVPR 2016