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Time Series Analysis

832 papers

Papers per year

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Papers

Dynamical Systems Theory for Causal Inference with Application to Synthetic Control Methods AISTATS 2020
Monotonic Gaussian Process Flows AISTATS 2020
Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes AISTATS 2020
Oops! Predicting Unintentional Action in Video CVPR 2020
DuDoRNet: Learning a Dual-Domain Recurrent Network for Fast MRI Reconstruction With Deep T1 Prior CVPR 2020
Discovering Synchronized Subsets of Sequences: A Large Scale Solution CVPR 2020
Where Does It Exist: Spatio-Temporal Video Grounding for Multi-Form Sentences CVPR 2020
TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions EMNLP 2020
Annotating Temporal Dependency Graphs via Crowdsourcing EMNLP 2020
What time is it? Temporal Analysis of Novels EMNLP 2020
An efficient representation of chronological events in medical texts EMNLP 2020
I miss you babe: Analyzing Emotion Dynamics During COVID-19 Pandemic EMNLP 2020
Privately detecting changes in unknown distributions ICML 2020
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances ICML 2020
Influenza Forecasting Framework based on Gaussian Processes ICML 2020
Transformer Hawkes Process ICML 2020
A New Attention Mechanism to Classify Multivariate Time Series IJCAI 2020
Recurrent Dirichlet Belief Networks for interpretable Dynamic Relational Data Modelling IJCAI 2020
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution IJCAI 2020
A Quantum-inspired Entropic Kernel for Multiple Financial Time Series Analysis IJCAI 2020
Vector Autoregressive Weighting Reversion Strategy for Online Portfolio Selection IJCAI 2020
Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction IJCAI 2020
WATTNet: Learning to Trade FX via Hierarchical Spatio-Temporal Representation of Highly Multivariate Time Series IJCAI 2020
OptStream: Releasing Time Series Privately (Extended Abstract) IJCAI 2020
Spatio-Temporal Change Detection Using Granger Sequence Pattern IJCAI 2020