HARNet: A Convolutional Neural Network for Realized Volatility Forecasting May 16, 2022 Time Series Analysis
Code Code Available 5 ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting Dec 5, 2021 Load Forecasting Time Series
Code Code Available 5 Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Aug 2, 2023 Anomaly Detection Deep Learning
Code Code Available 5 SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series Jun 25, 2024 Kolmogorov-Arnold Networks Time Series
Code Code Available 5 Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Feb 13, 2023 Time Series Time Series Analysis
Code Code Available 5 Sig-Wasserstein GANs for Time Series Generation Nov 1, 2021 Time Series Time Series Analysis
Code Code Available 5 Epicasting: An Ensemble Wavelet Neural Network (EWNet) for Forecasting Epidemics Jun 21, 2022 Scheduling Time Series
Code Code Available 5 Simulation platform for pattern recognition based on reservoir computing with memristor networks Dec 1, 2021 Time Series Time Series Analysis
Code Code Available 5 hctsa: A Computational Framework for Automated Time-Series Phenotyping Using Massive Feature Extraction Nov 1, 2017 Time Series Time Series Analysis
Code Code Available 5 A Time-dependent SIR model for COVID-19 with Undetectable Infected Persons Feb 28, 2020 Time Series Analysis
Code Code Available 5 Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Feb 17, 2022 Conformal Prediction Prediction Intervals
Code Code Available 5 Skeleton-Based Action Segmentation with Multi-Stage Spatial-Temporal Graph Convolutional Neural Networks Feb 3, 2022 Action Segmentation Skeleton Based Action Segmentation
Code Code Available 5 Slow Momentum with Fast Reversion: A Trading Strategy Using Deep Learning and Changepoint Detection May 28, 2021 Change Point Detection Position
Code Code Available 5 Ensembles of Localised Models for Time Series Forecasting Dec 30, 2020 Clustering Time Series
Code Code Available 5 Convolution-enhanced Evolving Attention Networks Dec 16, 2022 image-classification Image Classification
Code Code Available 5 Causal Forecasting:Generalization Bounds for Autoregressive Models Nov 18, 2021 Learning Theory Time Series
Code Code Available 5 Solving high-dimensional parameter inference: marginal posterior densities & Moment Networks Nov 11, 2020 Density Estimation Time Series
Code Code Available 5 SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series May 31, 2022 Contrastive Learning Dimensionality Reduction
Code Code Available 5 Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available 5 High-Dimensional Granger Causality Tests with an Application to VIX and News Dec 13, 2019 regression Time Series
Code Code Available 5 Spacecraft Anomaly Detection with Attention Temporal Convolution Network Mar 13, 2023 Anomaly Detection Graph Attention
Code Code Available 5 Heteroscedastic Temporal Variational Autoencoder For Irregular Time Series Jul 23, 2021 Deep Learning Irregular Time Series
Code Code Available 5 ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Aug 17, 2024 Anomaly Detection EEG
Code Code Available 5 Euler State Networks: Non-dissipative Reservoir Computing Mar 17, 2022 Memorization Time Series
Code Code Available 5 Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting Sep 4, 2021 Irregular Time Series Representation Learning
Code Code Available 5 Spatial-Temporal Synchronous Graph Transformer network (STSGT) for COVID-19 forecasting Oct 31, 2022 Time Series Time Series Analysis
Code Code Available 5 Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Sep 14, 2017 Time Series Time Series Analysis
Code Code Available 5 Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis Mar 24, 2020 Functional Connectivity Time Series
Code Code Available 5 Evaluating Real-time Anomaly Detection Algorithms - the Numenta Anomaly Benchmark Oct 12, 2015 Anomaly Detection Time Series
Code Code Available 5 Spatio-Temporal Momentum: Jointly Learning Time-Series and Cross-Sectional Strategies Feb 20, 2023 Time Series Time Series Analysis
Code Code Available 5 Fast Variational Learning in State-Space Gaussian Process Models Jul 9, 2020 Time Series Time Series Analysis
Code Code Available 5 S-Rocket: Selective Random Convolution Kernels for Time Series Classification Mar 7, 2022 Combinatorial Optimization regression
Code Code Available 5 Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm Apr 11, 2022 Causal Inference counterfactual
Code Code Available 5 A Transformer-based Framework for Multivariate Time Series Representation Learning Oct 6, 2020 Computational Efficiency General Classification
Code Code Available 5 Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial Network May 20, 2020 Generative Adversarial Network Super-Resolution
Code Code Available 5 Stock Broad-Index Trend Patterns Learning via Domain Knowledge Informed Generative Network Feb 27, 2023 Prediction Stock Market Prediction
Code Code Available 5 Explainable Deep Convolutional Candlestick Learner Jan 8, 2020 Time Series Time Series Analysis
Code Code Available 5 AtsPy: Automated Time Series Forecasting in Python May 14, 2020 Survey Time Series
Code Code Available 5 Automatic Posterior Transformation for Likelihood-Free Inference May 17, 2019 Bayesian Inference Time Series
Code Code Available 5 Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer Aug 19, 2022 Multivariate Time Series Forecasting Representation Learning
Code Code Available 5 Explaining Time Series Predictions with Dynamic Masks Jun 9, 2021 BIG-bench Machine Learning Feature Importance
Code Code Available 5 Stop&Hop: Early Classification of Irregular Time Series Aug 21, 2022 Early Classification General Classification
Code Code Available 5 Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Nov 1, 2024 Quantization Representation Learning
Code Code Available 5 Attention-Based Deep Learning Framework for Human Activity Recognition with User Adaptation Jun 6, 2020 Activity Recognition Deep Learning
Code Code Available 5 Attention based Multi-Modal New Product Sales Time-series Forecasting Aug 23, 2020 Decoder New Product Sales Forecasting
Code Code Available 5 Exploring the Advantages of Transformers for High-Frequency Trading Feb 20, 2023 Decoder Position
Code Code Available 5 Extraction of instantaneous frequencies and amplitudes in nonstationary time-series data Apr 3, 2021 Diversity Time Series
Code Code Available 5 Fast, Accurate and Interpretable Time Series Classification Through Randomization May 31, 2021 Classification Time Series
Code Code Available 5 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series Oct 10, 2020 Anomaly Detection Time Series
Code Code Available 5 Attention to Warp: Deep Metric Learning for Multivariate Time Series Mar 28, 2021 Dynamic Time Warping Metric Learning
Code Code Available 5 