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time series classification

131 papers

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Papers

Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification ICLR 2022 Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis AAAI 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 T-WaveNet: A Tree-Structured Wavelet Neural Network for Time Series Signal Analysis ICLR 2022 When to Classify Events in Open Times Series? ACML 2022 Correlative Channel-Aware Fusion for Multi-View Time Series Classification AAAI 2021 Differentiable Divergences Between Time Series AISTATS 2021 Differentiable Multiple Shooting Layers NeurIPS 2021 Joint-Label Learning by Dual Augmentation for Time Series Classification AAAI 2021 Learnable Dynamic Temporal Pooling for Time Series Classification AAAI 2021 Learning Discriminative Prototypes With Dynamic Time Warping CVPR 2021 ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification AAAI 2021 Time Series Data Augmentation for Deep Learning: A Survey IJCAI 2021 Uncertain Time Series Classification IJCAI 2021 Voice2Series: Reprogramming Acoustic Models for Time Series Classification ICML 2021 Adversarial Dynamic Shapelet Networks AAAI 2020 A New Attention Mechanism to Classify Multivariate Time Series IJCAI 2020 Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances ICML 2020 Combining Real-Time Segmentation and Classification of Rehabilitation Exercises with LSTM Networks and Pointwise Boosting AAAI 2020 Detection of Subclinical Mild Traumatic Brain Injury (mTBI) Through Speech and Gait Interspeech 2020 pyts: A Python Package for Time Series Classification JMLR 2020 Satellite Image Time Series Classification With Pixel-Set Encoders and Temporal Self-Attention CVPR 2020 Set Functions for Time Series ICML 2020 TapNet: Multivariate Time Series Classification with Attentional Prototypical Network AAAI 2020