Time Series

Relaxed Clustered Hawkes Process for Student Procrastination Modeling in MOOCs AAAI 2021 Segmenting Hybrid Trajectories using Latent ODEs ICML 2021 ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification AAAI 2021 Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems AAAI 2021 Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances AAAI 2021 TE-ESN: Time Encoding Echo State Network for Prediction Based on Irregularly Sampled Time Series Data IJCAI 2021 Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting AAAI 2021 The Multi-Temporal Urban Development SpaceNet Dataset CVPR 2021 The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization ICML 2021 Time Series Domain Adaptation via Sparse Associative Structure Alignment AAAI 2021 Time-series Generation by Contrastive Imitation NeurIPS 2021 Two Birds with One Stone: Series Saliency for Accurate and Interpretable Multivariate Time Series Forecasting IJCAI 2021 Variance Reduced Training with Stratified Sampling for Forecasting Models ICML 2021 Weakly Supervised Temporal Anomaly Segmentation With Dynamic Time Warping ICCV 2021 Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting ICML 2021 Adversarial Attacks on Probabilistic Autoregressive Forecasting Models ICML 2020 Adversarial Sparse Transformer for Time Series Forecasting NeurIPS 2020 A Multi-Channel Neural Graphical Event Model with Negative Evidence AAAI 2020 A New Attention Mechanism to Classify Multivariate Time Series IJCAI 2020 Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting AAAI 2020 Causal Modeling for Fairness In Dynamical Systems ICML 2020 CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation NeurIPS 2020 Combining Real-Time Segmentation and Classification of Rehabilitation Exercises with LSTM Networks and Pointwise Boosting AAAI 2020 D2D-LSTM: LSTM-Based Path Prediction of Content Diffusion Tree in Device-to-Device Social Networks AAAI 2020 DATA-GRU: Dual-Attention Time-Aware Gated Recurrent Unit for Irregular Multivariate Time Series AAAI 2020