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Time Series

431 directly classified papers

Papers per year

Papers

Ordinal Historical Dependence in Graphical Event Models with Tree Representations AAAI 2021
Time Series Domain Adaptation via Sparse Associative Structure Alignment AAAI 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NIPS 2021
ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification AAAI 2021
Learning Representations for Incomplete Time Series Clustering AAAI 2021
Generative Semi-supervised Learning for Multivariate Time Series Imputation AAAI 2021
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting AAAI 2021
Prediction of Landfall Intensity, Location, and Time of a Tropical Cyclone AAAI 2021
MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data NIPS 2021
Time-series Generation by Contrastive Imitation NIPS 2021
Linear Convergence of Gradient Methods for Estimating Structured Transition Matrices in High-dimensional Vector Autoregressive Models NIPS 2021
Differentiable Divergences Between Time Series AISTATS 2021
Fast and Light Bandwidth Testing for Internet Users NSDI 2021
Coupled Layer-wise Graph Convolution for Transportation Demand Prediction AAAI 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting ICML 2021
The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization ICML 2021
End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series ICML 2021
Segmenting Hybrid Trajectories using Latent ODEs ICML 2021
Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems AAAI 2021
The Multi-Temporal Urban Development SpaceNet Dataset CVPR 2021
Non-parametric Quantile Regression via the K-NN Fused Lasso JMLR 2021
Inductive Graph Neural Networks for Spatiotemporal Kriging AAAI 2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation NIPS 2021
Online false discovery rate control for anomaly detection in time series NIPS 2021
Attentive Neural Point Processes for Event Forecasting AAAI 2021