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Time Series Analysis

826 directly classified papers

Papers per year

Papers

Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting AAAI 2020
Sparse and low-rank multivariate Hawkes processes JMLR 2020
A New Attention Mechanism to Classify Multivariate Time Series IJCAI 2020
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution IJCAI 2020
Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction AAAI 2020
Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes AISTATS 2020
Monotonic Gaussian Process Flows AISTATS 2020
Dynamical Systems Theory for Causal Inference with Application to Synthetic Control Methods AISTATS 2020
CableMon: Improving the Reliability of Cable Broadband Networks via Proactive Network Maintenance NSDI 2020
Bayesian joint state and parameter tracking in autoregressive models L4DC 2020
Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series AAAI 2020
Deep Unsupervised Binary Coding Networks for Multivariate Time Series Retrieval AAAI 2020
Introducing Probabilistic Bézier Curves for N-Step Sequence Prediction AAAI 2020
Krylov Subspace Method for Nonlinear Dynamical Systems with Random Noise JMLR 2020
Adversarial Sparse Transformer for Time Series Forecasting NIPS 2020
High-recall causal discovery for autocorrelated time series with latent confounders NIPS 2020
Spatio-Temporal Change Detection Using Granger Sequence Pattern IJCAI 2020
Semi-parametric Learning of Structured Temporal Point Processes JMLR 2020
Can Eruptions Be Predicted? Short-Term Prediction of Volcanic Eruptions via Attention-Based Long Short-Term Memory AAAI 2020
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values AAAI 2020
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information AISTATS 2020
Day-Ahead Forecasting of Losses in the Distribution Network AAAI 2020
Neural Controlled Differential Equations for Irregular Time Series NIPS 2020
Spatio-temporal alignments: Optimal transport through space and time AISTATS 2020
Linear Dynamics: Clustering without identification AISTATS 2020