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Time Series Analysis

826 directly classified papers

Papers per year

Papers

Multi-series Time-aware Sequence Partitioning for Disease Progression Modeling IJCAI 2021
Neural Temporal Point Processes: A Review IJCAI 2021
Time Series Data Augmentation for Deep Learning: A Survey IJCAI 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NIPS 2021
Neural Flows: Efficient Alternative to Neural ODEs NIPS 2021
Probabilistic Forecasting: A Level-Set Approach NIPS 2021
Independent Innovation Analysis for Nonlinear Vector Autoregressive Process AISTATS 2021
FinQA: A Dataset of Numerical Reasoning over Financial Data EMNLP 2021
Using Transposed Convolution for Articulatory-to-Acoustic Conversion from Real-Time MRI Data INTERSPEECH 2021
DeepCOVID: An Operational Deep Learning-driven Framework for Explainable Real-time COVID-19 Forecasting AAAI 2021
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting AAAI 2021
Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021
Generative Semi-supervised Learning for Multivariate Time Series Imputation AAAI 2021
ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification AAAI 2021
Learnable Dynamic Temporal Pooling for Time Series Classification AAAI 2021
A Multi-step-ahead Markov Conditional Forward Model with Cube Perturbations for Extreme Weather Forecasting AAAI 2021
Aligning Time Series on Incomparable Spaces AISTATS 2021
Comparison of Remote Experiments Using Crowdsourcing and Laboratory Experiments on Speech Intelligibility INTERSPEECH 2021
A Bayesian nonparametric approach to count-min sketch under power-law data streams AISTATS 2021
STELAR: Spatio-temporal Tensor Factorization with Latent Epidemiological Regularization AAAI 2021
Correlative Channel-Aware Fusion for Multi-View Time Series Classification AAAI 2021
Ordinal Historical Dependence in Graphical Event Models with Tree Representations AAAI 2021
Time Series Domain Adaptation via Sparse Associative Structure Alignment AAAI 2021
Meta-Learning Framework with Applications to Zero-Shot Time-Series Forecasting AAAI 2021
Time Series Anomaly Detection with Multiresolution Ensemble Decoding AAAI 2021