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Time Series

431 papers

Papers per year

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4
46
57
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Papers

Nonstationary multi-output Gaussian processes via harmonizable spectral mixtures AISTATS 2022
LIMESegment: Meaningful, Realistic Time Series Explanations AISTATS 2022
Privacy Amplification by Subsampling in Time Domain AISTATS 2022
Using time-series privileged information for provably efficient learning of prediction models AISTATS 2022
TACTiS: Transformer-Attentional Copulas for Time Series ICML 2022
A deep convolutional neural network that is invariant to time rescaling ICML 2022
A Random Matrix Analysis of Data Stream Clustering: Coping With Limited Memory Resources ICML 2022
Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022
FITNESS: (Fine Tune on New and Similar Samples) to detect anomalies in streams with drift and outliers ICML 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion ICML 2022
Adaptive Conformal Predictions for Time Series ICML 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting ICML 2022
Mutual Distillation Learning Network for Trajectory-User Linking IJCAI 2022
Neural Contextual Anomaly Detection for Time Series IJCAI 2022
Memory Augmented State Space Model for Time Series Forecasting IJCAI 2022
Summary Markov Models for Event Sequences IJCAI 2022
LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data JMLR 2022
The Importance of Being Correlated: Implications of Dependence in Joint Spectral Inference across Multiple Networks JMLR 2022
Multi-Task Dynamical Systems JMLR 2022
Multivariate Boosted Trees and Applications to Forecasting and Control JMLR 2022
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models JMLR 2022
Interpretable Classification of Categorical Time Series Using the Spectral Envelope and Optimal Scalings JMLR 2022
Interval-censored Hawkes processes JMLR 2022
Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts NAACL 2022
Continuous-time edge modelling using non-parametric point processes NIPS 2021