| ARMDN: Associative and Recurrent Mixture Density Networks for eRetail Demand Forecasting | Mar 10, 2018 | Demand ForecastingTime Series | —Unverified | 0 |
| Construction of neural networks for realization of localized deep learning | Mar 9, 2018 | Deep LearningDimensionality Reduction | —Unverified | 0 |
| DeepMoTIon: Learning to Navigate Like Humans | Mar 9, 2018 | NavigateTime Series | —Unverified | 0 |
| Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model | Mar 9, 2018 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Applicability and interpretation of the deterministic weighted cepstral distance | Mar 8, 2018 | BIG-bench Machine LearningClustering | CodeCode Available | 0 |
| Precision and Recall for Time Series | Mar 8, 2018 | Anomaly DetectionGeneral Classification | CodeCode Available | 0 |
| Improving Optimization for Models With Continuous Symmetry Breaking | Mar 8, 2018 | Representation LearningTime Series | —Unverified | 0 |
| Fast Robust Methods for Singular State-Space Models | Mar 7, 2018 | State Space ModelsTime Series | —Unverified | 0 |
| Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization | Mar 6, 2018 | Dimensionality ReductionStochastic Optimization | —Unverified | 0 |
| M3Fusion: A Deep Learning Architecture for Multi-Scale/Modal/Temporal satellite data fusion | Mar 5, 2018 | Earth ObservationTime Series | CodeCode Available | 0 |
| SAFE: Spectral Evolution Analysis Feature Extraction for Non-Stationary Time Series Prediction | Mar 4, 2018 | GPUTime Series | —Unverified | 0 |
| A bootstrap test to detect prominent Granger-causalities across frequencies | Mar 1, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Synthetic Control Methods and Big Data | Feb 28, 2018 | counterfactualTime Series | —Unverified | 0 |
| A High GOPs/Slice Time Series Classifier for Portable and Embedded Biomedical Applications | Feb 27, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Missing Data in Sparse Transition Matrix Estimation for Sub-Gaussian Vector Autoregressive Processes | Feb 26, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Model Agnostic Time Series Analysis via Matrix Estimation | Feb 25, 2018 | ImputationMissing Values | CodeCode Available | 0 |
| Symmetric thermal optimal path and time-dependent lead-lag relationship: Novel statistical tests and application to UK and US real-estate and monetary policies | Feb 24, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time Series Learning using Monotonic Logical Properties | Feb 24, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Diffusion Maps meet Nyström | Feb 23, 2018 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Structured low-rank matrix completion for forecasting in time series analysis | Feb 22, 2018 | Low-Rank Matrix CompletionMatrix Completion | —Unverified | 0 |
| Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification | Feb 22, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning Causally-Generated Stationary Time Series | Feb 22, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep learning algorithm for data-driven simulation of noisy dynamical system | Feb 22, 2018 | Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION | —Unverified | 0 |
| Emulating dynamic non-linear simulators using Gaussian processes | Feb 21, 2018 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Nonparametric Bayesian Sparse Graph Linear Dynamical Systems | Feb 21, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Data-Driven Forecasting of High-Dimensional Chaotic Systems with Long Short-Term Memory Networks | Feb 21, 2018 | Gaussian ProcessesTime Series | —Unverified | 0 |
| On Lyapunov exponents and adversarial perturbation | Feb 20, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning Representative Temporal Features for Action Recognition | Feb 19, 2018 | Action RecognitionOptical Flow Estimation | —Unverified | 0 |
| Deep Echo State Networks for Diagnosis of Parkinson's Disease | Feb 19, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Generative Modeling Approach to Limited Channel ECG Classification | Feb 18, 2018 | ClassificationDiagnostic | —Unverified | 0 |
| Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data | Feb 17, 2018 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Pattern Localization in Time Series through Signal-To-Model Alignment in Latent Space | Feb 16, 2018 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Mining Sub-Interval Relationships In Time Series Data | Feb 16, 2018 | Computational EfficiencyTime Series | —Unverified | 0 |
| The Affine Wealth Model: An agent-based model of asset exchange that allows for negative-wealth agents and its empirical validation | Feb 15, 2018 | DiagnosticTime Series | CodeCode Available | 0 |
| Admissible Time Series Motif Discovery with Missing Data | Feb 15, 2018 | ClusteringTime Series | —Unverified | 0 |
| Graph2Seq: Scalable Learning Dynamics for Graphs | Feb 14, 2018 | Combinatorial OptimizationTime Series | —Unverified | 0 |
| Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care | Feb 14, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Predicting crypto-currencies using sparse non-Gaussian state space models | Feb 13, 2018 | State Space ModelsTime Series | —Unverified | 0 |
| Efficient Discovery of Variable-length Time Series Motifs with Large Length Range in Million Scale Time Series | Feb 13, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Clustering Gene Expression Time Series with Coregionalization: Speed propagation of ALS | Feb 12, 2018 | ClusteringTime Series | —Unverified | 0 |
| Latent Variable Time-varying Network Inference | Feb 12, 2018 | SociologyTime Series | CodeCode Available | 0 |
| Inferring the time-varying functional connectivity of large-scale computer networks from emitted events | Feb 12, 2018 | Functional ConnectivityTime Series | —Unverified | 0 |
| Differentiable Dynamic Programming for Structured Prediction and Attention | Feb 11, 2018 | Machine TranslationPrediction | —Unverified | 0 |
| Learning Correlation Space for Time Series | Feb 10, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| The Power of Linear Recurrent Neural Networks | Feb 9, 2018 | Stock Price PredictionTime Series | CodeCode Available | 0 |
| Predicting Customer Churn: Extreme Gradient Boosting with Temporal Data | Feb 9, 2018 | Feature EngineeringTime Series | CodeCode Available | 0 |
| TSViz: Demystification of Deep Learning Models for Time-Series Analysis | Feb 8, 2018 | ClusteringDeep Learning | CodeCode Available | 0 |
| Brain-inspired photonic signal processor for periodic pattern generation and chaotic system emulation | Feb 6, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Parsimonious Network based on Fuzzy Inference System (PANFIS) for Time Series Feature Prediction of Low Speed Slew Bearing Prognosis | Feb 5, 2018 | PrognosisTime Series | —Unverified | 0 |
| Weakly-supervised Dictionary Learning | Feb 5, 2018 | DenoisingDictionary Learning | —Unverified | 0 |