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time series analysis

174 papers

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Also known as

TSA

Co-occurring keywords

time series (434) anomaly detection (740) causal inference (1619) bayesian inference (1904) representation learning (6174) time series forecasting (360) multimodal learning (4622) large language model (12755) sentiment analysis (2079) gaussian process (1198)

Papers

Sparse Graphical Linear Dynamical Systems JMLR 2024
Large Language Models for Time Series: A Survey IJCAI 2024
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction NIPS 2024
Nonparametric Density Estimation under Distribution Drift ICML 2023
One Fits All: Power General Time Series Analysis by Pretrained LM NIPS 2023
Neural Stochastic Differential Games for Time-series Analysis ICML 2023
eCDANs: Efficient Temporal Causal Discovery from Autocorrelated and Non-stationary Data (Student Abstract) AAAI 2023
Computationally Assisted Quality Control for Public Health Data Streams IJCAI 2023
Time Series Kernels based on Nonlinear Vector AutoRegressive Delay Embeddings NIPS 2023
ViTs for SITS: Vision Transformers for Satellite Image Time Series CVPR 2023
Utterance Emotion Dynamics in Children’s Poems: Emotional Changes Across Age ACL 2023
Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications EMNLP 2023
Attentive Transfer Entropy to Exploit Transient Emergence of Coupling Effect NIPS 2023
Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops AISTATS 2023
Regions of Reliability in the Evaluation of Multivariate Probabilistic Forecasts ICML 2023
A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data AISTATS 2023
Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysis EMNLP 2023
Harnessing LLMs for Temporal Data - A Study on Explainable Financial Time Series Forecasting EMNLP 2023
PEN: Prediction-Explanation Network to Forecast Stock Price Movement with Better Explainability AAAI 2023
Online Change-Point Detection in High-Dimensional Covariance Structure with Application to Dynamic Networks JMLR 2023
DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting ICML 2022
Incorporating Stock Market Signals for Twitter Stance Detection ACL 2022
StrokeRehab: A Benchmark Dataset for Sub-second Action Identification NIPS 2022
AnomalyKiTS: Anomaly Detection Toolkit for Time Series AAAI 2022
Towards a Rigorous Evaluation of Time-Series Anomaly Detection AAAI 2022