Methods

SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss AAAI 2022 Statistical Depth Functions for Ranking Distributions: Definitions, Statistical Learning and Applications AISTATS 2022 Summary Markov Models for Event Sequences IJCAI 2022 TACTiS: Transformer-Attentional Copulas for Time Series ICML 2022 The Correlation-assisted Missing Data Estimator JMLR 2022 The Importance of Being Correlated: Implications of Dependence in Joint Spectral Inference across Multiple Networks JMLR 2022 Theoretical Foundations of t-SNE for Visualizing High-Dimensional Clustered Data JMLR 2022 Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting NeurIPS 2022 Towards a Rigorous Evaluation of Time-Series Anomaly Detection AAAI 2022 Towards Better Evaluation for Dynamic Link Prediction NeurIPS 2022 Tracking COVID-19 protest events in the United States. Shared Task 2: Event Database Replication, CASE 2022 EMNLP 2022 Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting IJCAI 2022 TS2Vec: Towards Universal Representation of Time Series AAAI 2022 T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification IJCAI 2022 Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion ICML 2022 Using LARA to create image-based and phonetically annotated multimodal texts for endangered languages ACL 2022 Using time-series privileged information for provably efficient learning of prediction models AISTATS 2022 WASSA 2022 Shared Task: Predicting Empathy, Emotion and Personality in Reaction to News Stories ACL 2022 WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting NeurIPS 2022 When to Classify Events in Open Times Series? ACML 2022 A Bayesian nonparametric approach to count-min sketch under power-law data streams AISTATS 2021 Absolute Neighbour Difference based Correlation Test for Detecting Heteroscedastic Relationships NeurIPS 2021 Accounting for Confirmation Bias in Crowdsourced Label Aggregation IJCAI 2021 Adversarially Robust Change Point Detection NeurIPS 2021 Adversarial Spectral Kernel Matching for Unsupervised Time Series Domain Adaptation IJCAI 2021