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Time Series Analysis

826 directly classified papers

Papers per year

Papers

Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023
SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series ICML 2023
Long-term Wind Power Forecasting with Hierarchical Spatial-Temporal Transformer IJCAI 2023
PEN: Prediction-Explanation Network to Forecast Stock Price Movement with Better Explainability AAAI 2023
PrimeNet: Pre-training for Irregular Multivariate Time Series AAAI 2023
News Signals: An NLP Library for Text and Time Series EMNLP 2023
Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications EMNLP 2023
Overview of the RadSum23 Shared Task on Multi-modal and Multi-anatomical Radiology Report Summarization ACL 2023
Speech Breathing Behavior During Pauses in Children INTERSPEECH 2023
WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting NIPS 2023
SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification AAAI 2023
Scalable Spatiotemporal Graph Neural Networks AAAI 2023
On the Constrained Time-Series Generation Problem NIPS 2023
NU HLT at CMCL 2022 Shared Task: Multilingual and Crosslingual Prediction of Human Reading Behavior in Universal Language Space ACL 2022
AnomalyKiTS: Anomaly Detection Toolkit for Time Series AAAI 2022
Towards a Rigorous Evaluation of Time-Series Anomaly Detection AAAI 2022
Nystrom Regularization for Time Series Forecasting JMLR 2022
TS2Vec: Towards Universal Representation of Time Series AAAI 2022
PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model AAAI 2022
I-SEA: Importance Sampling and Expected Alignment-Based Deep Distance Metric Learning for Time Series Analysis and Embedding AAAI 2022
Mitigating Low Agricultural Productivity of Smallholder Farms in Africa: Time-Series Forecasting for Environmental Stressors AAAI 2022
Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts NAACL 2022
Interval-censored Hawkes processes JMLR 2022
Change point localization in dependent dynamic nonparametric random dot product graphs JMLR 2022
SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss AAAI 2022