| Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values | Feb 21, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Forecasting Realized Volatility Matrix With Copula-Based Models | Feb 20, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| SummerTime: Variable-length Time SeriesSummarization with Applications to PhysicalActivity Analysis | Feb 20, 2020 | General Classificationregression | —Unverified | 0 |
| Forecasting Foreign Exchange Rate: A Multivariate Comparative Analysis between Traditional Econometric, Contemporary Machine Learning & Deep Learning Techniques | Feb 19, 2020 | regressionTime Series | CodeCode Available | 1 |
| Network Clustering Via Kernel-ARMA Modeling and the Grassmannian The Brain-Network Case | Feb 18, 2020 | ClusteringCommunity Detection | —Unverified | 0 |
| Conditional Mutual information-based Contrastive Loss for Financial Time Series Forecasting | Feb 18, 2020 | Representation LearningTime Series | —Unverified | 0 |
| Dynamic Graph Learning based on Graph Laplacian | Feb 17, 2020 | Graph LearningTime Series | —Unverified | 0 |
| Controlled time series generation for automotive software-in-the-loop testing using GANs | Feb 16, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Deep reconstruction of strange attractors from time series | Feb 14, 2020 | Dimensionality ReductionTime Series | CodeCode Available | 1 |
| Variational Conditional Dependence Hidden Markov Models for Skeleton-Based Action Recognition | Feb 13, 2020 | Action RecognitionMissing Values | —Unverified | 0 |
| Fully convolutional networks for structural health monitoring through multivariate time series classification | Feb 12, 2020 | General ClassificationStructural Health Monitoring | —Unverified | 0 |
| Forecasting adverse surgical events using self-supervised transfer learning for physiological signals | Feb 12, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On the statistics of scaling exponents and the Multiscaling Value at Risk | Feb 11, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Timing Excess Returns A cross-universe approach to alpha | Feb 11, 2020 | BenchmarkingTime Series | —Unverified | 0 |
| Gaussian process imputation of multiple financial series | Feb 11, 2020 | ImputationTime Series | —Unverified | 0 |
| ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting | Feb 11, 2020 | Deep LearningTime Series | CodeCode Available | 1 |
| A review on outlier/anomaly detection in time series data | Feb 11, 2020 | Anomaly DetectionOutlier Detection | —Unverified | 0 |
| Exact Indexing of Time Series under Dynamic Time Warping | Feb 11, 2020 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Selecting time-series hyperparameters with the artificial jackknife | Feb 11, 2020 | Missing ValuesTime Series | CodeCode Available | 1 |
| Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems | Feb 10, 2020 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Finding manoeuvre motifs in vehicle telematics | Feb 10, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Representation Learning on Variable Length and Incomplete Wearable-Sensory Time Series | Feb 10, 2020 | Missing ValuesRepresentation Learning | —Unverified | 0 |
| Time Series Alignment with Global Invariances | Feb 10, 2020 | Dynamic Time WarpingTime Series | CodeCode Available | 0 |
| Autoencoder-based time series clustering with energy applications | Feb 10, 2020 | ClusteringTime Series | —Unverified | 0 |
| Human Activity Recognition: A Spatio-temporal Image Encoding of 3D Skeleton Data for Online Action Detection | Feb 8, 2020 | Action DetectionActivity Recognition | CodeCode Available | 0 |
| Improving S&P stock prediction with time series stock similarity | Feb 8, 2020 | PredictionStock Market Prediction | CodeCode Available | 1 |
| Learning CHARME models with neural networks | Feb 8, 2020 | Learning TheoryMixture-of-Experts | CodeCode Available | 0 |
| Online change-point detection with kernels | Feb 7, 2020 | Change Point DetectionTime Series | —Unverified | 0 |
| Anomaly Detection using Deep Autoencoders for in-situ Wastewater Systems Monitoring Data | Feb 7, 2020 | Anomaly DetectionTime Series | —Unverified | 0 |
| Equivalence relations and L^p distances between time series with application to the Black Summer Australian bushfires | Feb 7, 2020 | ClusteringManagement | —Unverified | 0 |
| Meta-learning framework with applications to zero-shot time-series forecasting | Feb 7, 2020 | Meta-LearningTime Series | CodeCode Available | 1 |
| Unsupervised non-parametric change point detection in quasi-periodic signals | Feb 7, 2020 | Change Point DetectionTime Series | —Unverified | 0 |
| Short Term Blood Glucose Prediction based on Continuous Glucose Monitoring Data | Feb 6, 2020 | ManagementPrediction | —Unverified | 0 |
| Uncovering differential equations from data with hidden variables | Feb 6, 2020 | RTETime Series | —Unverified | 0 |
| Machine Learning Methods for Monitoring of Quasi-Periodic Traffic in Massive IoT Networks | Feb 4, 2020 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Error-feedback stochastic modeling strategy for time series forecasting with convolutional neural networks | Feb 3, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detection of Obstructive Sleep Apnoea Using Features Extracted from Segmented Time-Series ECG Signals Using a One Dimensional Convolutional Neural Network | Feb 3, 2020 | SpecificityTime Series | —Unverified | 0 |
| DYNOTEARS: Structure Learning from Time-Series Data | Feb 2, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Variable-lag Granger Causality and Transfer Entropy for Time Series Analysis | Feb 1, 2020 | Causal InferenceDynamic Time Warping | CodeCode Available | 1 |
| Convolutional Neural Networks as Summary Statistics for Approximate Bayesian Computation | Jan 31, 2020 | Experimental DesignTime Series | —Unverified | 0 |
| Two-Sample Testing for Event Impacts in Time Series | Jan 31, 2020 | Event DetectionTime Series | CodeCode Available | 0 |
| Semantic Discord: Finding Unusual Local Patterns for Time Series | Jan 30, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Signatures of brain criticality unveiled by maximum entropy analysis across cortical states | Jan 29, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Time-Series Distribution Test System Based on Real Utility Data | Jan 29, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Ensemble Grammar Induction For Detecting Anomalies in Time Series | Jan 29, 2020 | Anomaly DetectionEnsemble Learning | —Unverified | 0 |
| Bayesian Neural Architecture Search using A Training-Free Performance Metric | Jan 29, 2020 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| Analysis, Online Estimation, and Validation of a Competing Virus Model | Jan 28, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Dynamic clustering of time series data | Jan 28, 2020 | ClusteringClustering Multivariate Time Series | —Unverified | 0 |
| WISDoM: characterizing neurological timeseries with the Wishart distribution | Jan 28, 2020 | EEGElectroencephalogram (EEG) | —Unverified | 0 |