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Time Series Analysis

826 directly classified papers

Papers per year

Papers

Memory-Gated Recurrent Networks AAAI 2021
Fairness in Forecasting and Learning Linear Dynamical Systems AAAI 2021
Outlier Impact Characterization for Time Series Data AAAI 2021
Predictive Agent-Based Modeling of Natural Disasters Using Machine Learning AAAI 2021
TODS: An Automated Time Series Outlier Detection System AAAI 2021
Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association IJCAI 2021
Single and Multiple Change-Point Detection with Differential Privacy JMLR 2021
Spectral embedding for dynamic networks with stability guarantees NIPS 2021
Fast PCA in 1-D Wasserstein Spaces via B-splines Representation and Metric Projection AAAI 2021
Joint-Label Learning by Dual Augmentation for Time Series Classification AAAI 2021
Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting AAAI 2021
Attentive Neural Point Processes for Event Forecasting AAAI 2021
Steering a Historical Disease Forecasting Model Under a Pandemic: Case of Flu and COVID-19 AAAI 2021
Complete Closed Time Intervals-Related Patterns Mining AAAI 2021
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series AAAI 2021
Fully Exploiting Cascade Graphs for Real-time Forwarding Prediction AAAI 2021
Offline detection of change-points in the mean for stationary graph signals. AISTATS 2021
Statistically and Computationally Efficient Change Point Localization in Regression Settings JMLR 2021
Context-dependent Networks in Multivariate Time Series: Models, Methods, and Risk Bounds in High Dimensions JMLR 2021
Size-Invariant Detection of Marine Vessels From Visual Time Series WACV 2021
Whittle Networks: A Deep Likelihood Model for Time Series ICML 2021
GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting AAAI 2021
Explaining Time Series Predictions with Dynamic Masks ICML 2021
From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction JMLR 2021
Cooperative Joint Attentive Network for Patient Outcome Prediction on Irregular Multi-Rate Multivariate Health Data IJCAI 2021