| A semi-supervised autoencoder framework for joint generation and classification of breathing | Oct 19, 2020 | DiagnosticGeneral Classification | —Unverified | 0 |
| Neural Additive Vector Autoregression Models for Causal Discovery in Time Series | Oct 19, 2020 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| The use of scaling properties to detect relevant changes in financial time series: a new visual warning tool | Oct 18, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Cryptocurrency portfolio optimization with multivariate normal tempered stable processes and Foster-Hart risk | Oct 18, 2020 | Portfolio OptimizationTime Series | —Unverified | 0 |
| A Spatial-Temporal Graph Based Hybrid Infectious Disease Model with Application to COVID-19 | Oct 18, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Conformal prediction interval for dynamic time-series | Oct 18, 2020 | Conformal PredictionEnsemble Learning | CodeCode Available | 2 |
| Ensemble Kalman Variational Objectives: Nonlinear Latent Trajectory Inference with A Hybrid of Variational Inference and Ensemble Kalman Filter | Oct 17, 2020 | DiversityState Space Models | CodeCode Available | 0 |
| TimeSHAP: Explaining Recurrent Models through Sequence Perturbations | Oct 16, 2020 | Decision MakingFeature Importance | —Unverified | 0 |
| Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series | Oct 16, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Parsimonious Quantile Regression of Financial Asset Tail Dynamics via Sequential Learning | Oct 16, 2020 | quantile regressionregression | —Unverified | 0 |
| Deep Neural Dynamic Bayesian Networks applied to EEG sleep spindles modeling | Oct 16, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| An Accurate and Fully-Automated Ensemble Model for Weekly Time Series Forecasting | Oct 16, 2020 | Meta-Learningregression | CodeCode Available | 1 |
| On the Usage of Generative Models for Network Anomaly Detection in Multivariate Time-Series | Oct 16, 2020 | Anomaly DetectionIntrusion Detection | —Unverified | 0 |
| Neural Ordinary Differential Equations for Intervention Modeling | Oct 16, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Differentiable Divergences Between Time Series | Oct 16, 2020 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| Improved Predictive Deep Temporal Neural Networks with Trend Filtering | Oct 16, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Short-term Wind Speed Forecasting based on LSSVM Optimized by Elitist QPSO | Oct 15, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| An Improved Online Penalty Parameter Selection Procedure for _1-Penalized Autoregressive with Exogenous Variables | Oct 15, 2020 | feature selectionTime Series | —Unverified | 0 |
| Decomposing non-stationary signals with time-varying wave-shape functions | Oct 14, 2020 | Computational Efficiencyregression | CodeCode Available | 1 |
| Graph Deep Factors for Forecasting | Oct 14, 2020 | Computational EfficiencyTime Series | —Unverified | 0 |
| Reconstruct Anomaly to Normal: Adversarial Learned and Latent Vector-constrained Autoencoder for Time-series Anomaly Detection | Oct 14, 2020 | Anomaly DetectionTime Series | —Unverified | 0 |
| Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity | Oct 14, 2020 | DiversityPoint Processes | CodeCode Available | 1 |
| VEST: Automatic Feature Engineering for Forecasting | Oct 14, 2020 | Feature Engineeringfeature selection | CodeCode Available | 1 |
| Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings | Oct 13, 2020 | FairnessMortality Prediction | —Unverified | 0 |
| Correlation-wise Smoothing: Lightweight Knowledge Extraction for HPC Monitoring Data | Oct 13, 2020 | DescriptiveTime Series | —Unverified | 0 |
| Unfolding recurrence by Green's functions for optimized reservoir computing | Oct 13, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Modeling Atmospheric Data and Identifying Dynamics: Temporal Data-Driven Modeling of Air Pollutants | Oct 13, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Model-Based Reinforcement Learning for Type 1Diabetes Blood Glucose Control | Oct 13, 2020 | Model-based Reinforcement LearningQ-Learning | —Unverified | 0 |
| Deep Reservoir Networks with Learned Hidden Reservoir Weights using Direct Feedback Alignment | Oct 13, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Stochastic embeddings of dynamical phenomena through variational autoencoders | Oct 13, 2020 | DecoderTime Series | CodeCode Available | 0 |
| A Deep Learning Forecaster with Exogenous Variables for Day-Ahead Locational Marginal Price | Oct 13, 2020 | Deep LearningTime Series | —Unverified | 0 |
| Multivariate Time Series Classification with Hierarchical Variational Graph Pooling | Oct 12, 2020 | ClassificationDecoder | —Unverified | 0 |
| A Case-Study on the Impact of Dynamic Time Warping in Time Series Regression | Oct 11, 2020 | Dynamic Time Warpingregression | —Unverified | 0 |
| Early Abandoning PrunedDTW and its application to similarity search | Oct 11, 2020 | ClusteringDynamic Time Warping | CodeCode Available | 0 |
| Interpretable Neural Networks for Panel Data Analysis in Economics | Oct 11, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Explainable Framework for Time-series Analysis via Topological Data Analysis | Oct 10, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Downsampling and geometric feature methods for EEG classification tasks with CNNs | Oct 10, 2020 | BenchmarkingEEG | —Unverified | 0 |
| Bifurcation Analysis using Zigzag Persistence | Oct 10, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Nowcasting of COVID-19 confirmed cases: Foundations, trends, and challenges | Oct 10, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Structured Self-Attention Weights Encode Semantics in Sentiment Analysis | Oct 10, 2020 | Sentiment AnalysisTime Series | CodeCode Available | 0 |
| Asset Price Forecasting using Recurrent Neural Networks | Oct 10, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| A Predictive Autoscaler for Elastic Batch Jobs | Oct 10, 2020 | SchedulingTime Series | —Unverified | 0 |
| TOTOPO: Classifying univariate and multivariate time series with Topological Data Analysis | Oct 10, 2020 | BenchmarkingTime Series | —Unverified | 0 |
| Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series | Oct 10, 2020 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Deep Reinforcement Learning for Asset Allocation in US Equities | Oct 9, 2020 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Spatio-Temporal Stability Analysis in Satellite Image Times Series | Oct 9, 2020 | Feature EngineeringTime Series | CodeCode Available | 0 |
| Recurrent convolutional neural network for the surrogate modeling of subsurface flow simulation | Oct 8, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Stochastically forced ensemble dynamic mode decomposition for forecasting and analysis of near-periodic systems | Oct 8, 2020 | GPRLoad Forecasting | —Unverified | 0 |
| MIA-Prognosis: A Deep Learning Framework to Predict Therapy Response | Oct 8, 2020 | Deep LearningPrognosis | CodeCode Available | 0 |
| Structural Forecasting for Tropical Cyclone Intensity Prediction: Providing Insight with Deep Learning | Oct 7, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |