| A Single Scalable LSTM Model for Short-Term Forecasting of Disaggregated Electricity Loads | Oct 15, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Jointly Discriminative and Generative Recurrent Neural Networks for Learning from fMRI | Oct 15, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness | Oct 15, 2019 | Adversarial AttackData Augmentation | —Unverified | 0 |
| Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network | Oct 14, 2019 | Graph Neural NetworkInductive Bias | CodeCode Available | 0 |
| Adaptive Transfer Learning of Multi-View Time Series Classification | Oct 14, 2019 | ClassificationDensity Estimation | —Unverified | 0 |
| Asymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability | Oct 14, 2019 | feature selectionTime Series | CodeCode Available | 0 |
| Causal Mechanism Transfer Network for Time Series Domain Adaptation in Mechanical Systems | Oct 13, 2019 | Domain AdaptationFault Detection | —Unverified | 0 |
| Decoding Working Memory Load from EEG with LSTM Networks | Oct 12, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Accelerometer-Based Gait Segmentation: Simultaneously User and Adversary Identification | Oct 11, 2019 | Binary ClassificationGeneral Classification | —Unverified | 0 |
| Classification of Resting-State fMRI using Evolutionary Algorithms: Towards a Brain Imaging Biomarker for Parkinson's Disease | Oct 11, 2019 | Evolutionary AlgorithmsFunctional Connectivity | —Unverified | 0 |
| The Expressivity and Training of Deep Neural Networks: toward the Edge of Chaos? | Oct 11, 2019 | image-classificationImage Classification | —Unverified | 0 |
| Evolving Gaussian Process kernels from elementary mathematical expressions | Oct 11, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Predicting dynamical system evolution with residual neural networks | Oct 11, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Graph Spectral Embedding for Parsimonious Transmission of Multivariate Time Series | Oct 10, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Phase space reconstruction from a biological time series. A PhotoPlethysmoGraphic signal a case study | Oct 10, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On Computational Complexity Reduction Methods for Kalman Filter Extensions | Oct 10, 2019 | State EstimationTime Series | —Unverified | 0 |
| Time series classification for varying length series | Oct 10, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| The Area of the Convex Hull of Sampled Curves: a Robust Functional Statistical Depth Measure | Oct 9, 2019 | Anomaly DetectionFraud Detection | CodeCode Available | 0 |
| A Joint Model for IT Operation Series Prediction and Anomaly Detection | Oct 9, 2019 | Anomaly DetectionPrediction | —Unverified | 0 |
| Probabilistic sequential matrix factorization | Oct 9, 2019 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Identifying nonlinear dynamical systems with multiple time scales and long-range dependencies | Oct 8, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes | Oct 7, 2019 | Anomaly DetectionDemand Forecasting | CodeCode Available | 0 |
| Unsupervised Representation for EHR Signals and Codes as Patient Status Vector | Oct 4, 2019 | Representation LearningTime Series | —Unverified | 0 |
| On the Duality between Network Flows and Network Lasso | Oct 4, 2019 | ClusteringTime Series | —Unverified | 0 |
| The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion | Oct 4, 2019 | Image ReconstructionLow-Rank Matrix Completion | —Unverified | 0 |
| DPSOM: Deep Probabilistic Clustering with Self-Organizing Maps | Oct 3, 2019 | ClusteringDeep Clustering | CodeCode Available | 0 |
| The Neural Moving Average Model for Scalable Variational Inference of State Space Models | Oct 2, 2019 | Bayesian InferenceNormalising Flows | CodeCode Available | 0 |
| Stationarity of the detrended price return in stock markets | Oct 2, 2019 | LEMMATime Series | —Unverified | 0 |
| Controlling Contents in Data-to-Document Generation with Human-Designed Topic Labels | Oct 1, 2019 | Language ModelingLanguage Modelling | —Unverified | 0 |
| End-to-end learning of energy-based representations for irregularly-sampled signals and images | Oct 1, 2019 | Earth ObservationTime Series | CodeCode Available | 0 |
| MASS-UMAP: Fast and accurate analog ensemble search in weather radar archive | Oct 1, 2019 | Dimensionality ReductionRetrieval | —Unverified | 0 |
| A data imputation method for multivariate time series based on generative adversarial network | Sep 30, 2019 | Generative Adversarial NetworkImputation | —Unverified | 0 |
| Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions | Sep 30, 2019 | Synthetic Data GenerationTime Series | CodeCode Available | 0 |
| Normalisation of Weights and Firing Rates in Spiking Neural Networks with Spike-Timing-Dependent Plasticity | Sep 30, 2019 | ClusteringTime Series | —Unverified | 0 |
| A Video Recognition Method by using Adaptive Structural Learning of Long Short Term Memory based Deep Belief Network | Sep 30, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Machine Learning vs Statistical Methods for Time Series Forecasting: Size Matters | Sep 29, 2019 | BIG-bench Machine LearningTime Series | CodeCode Available | 0 |
| Set Functions for Time Series | Sep 26, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Stochastic Weight Matrix-based Regularization Methods for Deep Neural Networks | Sep 26, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Data Smashing 2.0: Sequence Likelihood (SL) Divergence For Fast Time Series Comparison | Sep 26, 2019 | Feature EngineeringTime Series | —Unverified | 0 |
| Hierarchical Probabilistic Model for Blind Source Separation via Legendre Transformation | Sep 25, 2019 | blind source separationTime Series | CodeCode Available | 0 |
| Granger Causal Structure Reconstruction from Heterogeneous Multivariate Time Series | Sep 25, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Continuous Convolutional Neural Network forNonuniform Time Series | Sep 25, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| COMBINED FLEXIBLE ACTIVATION FUNCTIONS FOR DEEP NEURAL NETWORKS | Sep 25, 2019 | image-classificationImage Classification | —Unverified | 0 |
| RISE and DISE: Two Frameworks for Learning from Time Series with Missing Data | Sep 25, 2019 | Missing ValuesRepresentation Learning | —Unverified | 0 |
| Variational pSOM: Deep Probabilistic Clustering with Self-Organizing Maps | Sep 25, 2019 | ClusteringDeep Clustering | —Unverified | 0 |
| Explaining Time Series by Counterfactuals | Sep 25, 2019 | counterfactualFeature Importance | —Unverified | 0 |
| CGT: Clustered Graph Transformer for Urban Spatio-temporal Prediction | Sep 25, 2019 | DecoderGraph Attention | —Unverified | 0 |
| The Dynamical Gaussian Process Latent Variable Model in the Longitudinal Scenario | Sep 25, 2019 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Actor-Critic Approach for Temporal Predictive Clustering | Sep 25, 2019 | ClusteringDecision Making | —Unverified | 0 |
| Anomaly Detection Based on Unsupervised Disentangled Representation Learning in Combination with Manifold Learning | Sep 25, 2019 | Anomaly DetectionDensity Estimation | —Unverified | 0 |