Time Series

A deep convolutional neural network that is invariant to time rescaling ICML 2022 Aligned Multi-Task Gaussian Process AISTATS 2022 A Random Matrix Analysis of Data Stream Clustering: Coping With Limited Memory Resources ICML 2022 Balanced Spatial-Temporal Graph Structure Learning for Multivariate Time Series Forecasting: A Trade-off between Efficiency and Flexibility ACML 2022 C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting NeurIPS 2022 CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting AAAI 2022 Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022 Conditional Loss and Deep Euler Scheme for Time Series Generation AAAI 2022 Efficient learning of nonlinear prediction models with time-series privileged information NeurIPS 2022 FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting ICML 2022 FITNESS: (Fine Tune on New and Similar Samples) to detect anomalies in streams with drift and outliers ICML 2022 Forecasting Asset Dependencies to Reduce Portfolio Risk AAAI 2022 Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts NAACL 2022 Generating multivariate time series with COmmon Source CoordInated GAN (COSCI-GAN) NeurIPS 2022 GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks NeurIPS 2022 HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting AAAI 2022 Innovations Autoencoder and its Application in One-class Anomalous Sequence Detection JMLR 2022 Interpretable Classification of Categorical Time Series Using the Spectral Envelope and Optimal Scalings JMLR 2022 Interval-censored Hawkes processes JMLR 2022 I-SEA: Importance Sampling and Expected Alignment-Based Deep Distance Metric Learning for Time Series Analysis and Embedding AAAI 2022 Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration AAAI 2022 Learning Temporal Point Processes for Efficient Retrieval of Continuous Time Event Sequences AAAI 2022 LIMESegment: Meaningful, Realistic Time Series Explanations AISTATS 2022 LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data JMLR 2022 Memory Augmented State Space Model for Time Series Forecasting IJCAI 2022