| Self-Organization in Spontaneous Movements of Neonates generates Self-specifying Sensory Experiences | Feb 26, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep MR Fingerprinting with total-variation and low-rank subspace priors | Feb 26, 2019 | Magnetic Resonance Fingerprintingparameter estimation | —Unverified | 0 |
| Robust and Subject-Independent Driving Manoeuvre Anticipation through Domain-Adversarial Recurrent Neural Networks | Feb 26, 2019 | Domain AdaptationTime Series | CodeCode Available | 0 |
| Market efficiency, liquidity, and multifractality of Bitcoin: A dynamic study | Feb 25, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Fault Diagnosis Method Based on Scaling Law for On-line Refrigerant Leak Detection | Feb 22, 2019 | DiagnosticFault Detection | —Unverified | 0 |
| Deep Adaptive Input Normalization for Time Series Forecasting | Feb 21, 2019 | Load ForecastingTime Series | CodeCode Available | 1 |
| Convolutional-Sparse-Coded Dynamic Mode Decomposition and Its Application to River State Estimation | Feb 20, 2019 | State EstimationTime Series | —Unverified | 0 |
| Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI | Feb 19, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Structural Recurrent Neural Network for Traffic Speed Prediction | Feb 18, 2019 | PredictionTime Series | CodeCode Available | 1 |
| A One-Class Support Vector Machine Calibration Method for Time Series Change Point Detection | Feb 18, 2019 | Anomaly DetectionChange Point Detection | —Unverified | 0 |
| Robust and fast heart rate variability analysis of long and noisy electrocardiograms using neural networks and images | Feb 16, 2019 | Heart Rate VariabilityTime Series | —Unverified | 0 |
| Learning to Adaptively Scale Recurrent Neural Networks | Feb 15, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Actions Generation from Captions | Feb 14, 2019 | Action GenerationGenerative Adversarial Network | —Unverified | 0 |
| WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection | Feb 14, 2019 | Anomaly DetectionGeneral Classification | CodeCode Available | 0 |
| Generalisation in fully-connected neural networks for time series forecasting | Feb 14, 2019 | Learning TheoryTime Series | —Unverified | 0 |
| Sinkhorn Divergence of Topological Signature Estimates for Time Series Classification | Feb 14, 2019 | ClassificationFault Detection | CodeCode Available | 0 |
| Quick and Easy Time Series Generation with Established Image-based GANs | Feb 14, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Machine Learning of Time Series Using Time-delay Embedding and Precision Annealing | Feb 12, 2019 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Weighted Tensor Completion for Time-Series Causal Inference | Feb 12, 2019 | Causal InferenceTime Series | CodeCode Available | 0 |
| RTbust: Exploiting Temporal Patterns for Botnet Detection on Twitter | Feb 12, 2019 | ClusteringTime Series | —Unverified | 0 |
| Adversarial Generation of Time-Frequency Features with application in audio synthesis | Feb 11, 2019 | Audio GenerationAudio Synthesis | CodeCode Available | 0 |
| Simulating extrapolated dynamics with parameterization networks | Feb 9, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Low-pass filtering as Bayesian inference | Feb 9, 2019 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Bayesian Nonparametric Adaptive Spectral Density Estimation for Financial Time Series | Feb 9, 2019 | Density EstimationTime Series | —Unverified | 0 |
| A Bayesian Deep Learning Framework for End-To-End Prediction of Emotion from Heartbeat | Feb 8, 2019 | Decision MakingTime Series | —Unverified | 0 |
| Investigating Recurrent Neural Network Memory Structures using Neuro-Evolution | Feb 6, 2019 | CPUTime Series | CodeCode Available | 0 |
| Decentralized Flood Forecasting Using Deep Neural Networks | Feb 6, 2019 | ManagementTime Series | —Unverified | 0 |
| Early Recognition of Sepsis with Gaussian Process Temporal Convolutional Networks and Dynamic Time Warping | Feb 5, 2019 | Deep LearningDynamic Time Warping | CodeCode Available | 0 |
| A Spatial-Temporal Decomposition Based Deep Neural Network for Time Series Forecasting | Feb 2, 2019 | ClusteringDenoising | —Unverified | 0 |
| Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders | Feb 1, 2019 | Causal InferenceTime Series | CodeCode Available | 0 |
| Optimal Attack against Autoregressive Models by Manipulating the Environment | Feb 1, 2019 | Adversarial AttackModel Predictive Control | —Unverified | 0 |
| Unsupervised Prediction of Negative Health Events Ahead of Time | Jan 31, 2019 | Anomaly DetectionClustering | —Unverified | 0 |
| Unsupervised Scalable Representation Learning for Multivariate Time Series | Jan 30, 2019 | BIG-bench Machine LearningRepresentation Learning | CodeCode Available | 0 |
| End-to-End Learned Early Classification of Time Series for In-Season Crop Type Mapping | Jan 30, 2019 | ClassificationCrop Classification | CodeCode Available | 0 |
| A Combination Method for Android Malware Detection Based on Control Flow Graphs and Machine Learning Algorithms | Jan 29, 2019 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Stochastic Gradient MCMC for Nonlinear State Space Models | Jan 29, 2019 | Bayesian InferenceState Space Models | CodeCode Available | 0 |
| Short-term Demand Forecasting for Online Car-hailing Services using Recurrent Neural Networks | Jan 29, 2019 | Demand ForecastingManagement | —Unverified | 0 |
| Time-Space tradeoff in deep learning models for crop classification on satellite multi-spectral image time series | Jan 29, 2019 | ClassificationCrop Classification | —Unverified | 0 |
| Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Computation | Jan 29, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| catch22: CAnonical Time-series CHaracteristics | Jan 29, 2019 | ClassificationClustering | CodeCode Available | 1 |
| Deep-dust: Predicting concentrations of fine dust in Seoul using LSTM | Jan 29, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Clustering Discrete-Valued Time Series | Jan 26, 2019 | ClusteringModel Selection | —Unverified | 0 |
| Discovery of Important Subsequences in Electrocardiogram Beats Using the Nearest Neighbour Algorithm | Jan 26, 2019 | ClassificationDynamic Time Warping | —Unverified | 0 |
| Portfolio Optimization under Fast Mean-reverting and Rough Fractional Stochastic Environment | Jan 24, 2019 | Portfolio OptimizationTime Series | —Unverified | 0 |
| Temporal Logistic Neural Bag-of-Features for Financial Time series Forecasting leveraging Limit Order Book Data | Jan 24, 2019 | Density EstimationTime Series | —Unverified | 0 |
| Recurrent Neural Filters: Learning Independent Bayesian Filtering Steps for Time Series Prediction | Jan 23, 2019 | State Space ModelsTime Series | CodeCode Available | 0 |
| Anomaly detection in the dynamics of web and social networks | Jan 22, 2019 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Online Estimation of Multiple Dynamic Graphs in Pattern Sequences | Jan 22, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Explainable Failure Predictions with RNN Classifiers based on Time Series Data | Jan 20, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Effective Combination of DenseNet andBiLSTM for Keyword Spotting | Jan 19, 2019 | Keyword SpottingTime Series | —Unverified | 0 |