| Deep Temporal Clustering : Fully Unsupervised Learning of Time-Domain Features | Feb 4, 2018 | ClusteringDimensionality Reduction | CodeCode Available | 0 |
| One-class Collective Anomaly Detection based on Long Short-Term Memory Recurrent Neural Networks | Jan 31, 2018 | Anomaly DetectionIntrusion Detection | —Unverified | 0 |
| ReNN: Rule-embedded Neural Networks | Jan 30, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| End-to-End Fine-Grained Action Segmentation and Recognition Using Conditional Random Field Models and Discriminative Sparse Coding | Jan 29, 2018 | Action ClassificationAction Segmentation | —Unverified | 0 |
| Nonlinear Dimensionality Reduction on Graphs | Jan 29, 2018 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Spurious seasonality detection: a non-parametric test proposal | Jan 24, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Empirical observations of ultraslow diffusion driven by the fractional dynamics in languages: Dynamical statistical properties of word counts of already popular words | Jan 24, 2018 | ArticlesTime Series | —Unverified | 0 |
| Non-parametric Sparse Additive Auto-regressive Network Models | Jan 23, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Hybrid Gradient Boosting Trees and Neural Networks for Forecasting Operating Room Data | Jan 23, 2018 | Representation LearningTime Series | —Unverified | 0 |
| News-based forecasts of macroeconomic indicators: A semantic path model for interpretable predictions | Jan 22, 2018 | Feature EngineeringTime Series | —Unverified | 0 |
| Time series kernel similarities for predicting Paroxysmal Atrial Fibrillation from ECGs | Jan 21, 2018 | ClassificationElectrocardiography (ECG) | —Unverified | 0 |
| Fractal analyses of networks of integrate-and-fire stochastic spiking neurons | Jan 19, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A First Option Calibration of the GARCH Diffusion Model by a PDE Method | Jan 18, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Large-Scale Simulation of Multi-Asset Ising Financial Markets | Jan 18, 2018 | ClusteringTime Series | —Unverified | 0 |
| Invariants of multidimensional time series based on their iterated-integral signature | Jan 18, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Seismic-Net: A Deep Densely Connected Neural Network to Detect Seismic Events | Jan 17, 2018 | Event DetectionTime Series | —Unverified | 0 |
| Time Series Segmentation through Automatic Feature Learning | Jan 16, 2018 | Activity RecognitionEEG | —Unverified | 0 |
| Deep Canonically Correlated LSTMs | Jan 16, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Brain EEG Time Series Selection: A Novel Graph-Based Approach for Classification | Jan 14, 2018 | ClassificationEEG | —Unverified | 0 |
| Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification | Jan 13, 2018 | Deep LearningGeneral Classification | —Unverified | 0 |
| Non Intrusive Load Monitoring in Chaotic Switching Networks | Jan 12, 2018 | Non-Intrusive Load Monitoringregression | —Unverified | 0 |
| Deep Classification of Epileptic Signals | Jan 11, 2018 | ClassificationEEG | —Unverified | 0 |
| Multivariate Bayesian Structural Time Series Model | Jan 10, 2018 | feature selectionmodel | —Unverified | 0 |
| Data-driven forecasting of solar irradiance | Jan 10, 2018 | Predictionregression | —Unverified | 0 |
| Greenhouse: A Zero-Positive Machine Learning System for Time-Series Anomaly Detection | Jan 9, 2018 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Assessing the effect of advertising expenditures upon sales: a Bayesian structural time series model | Jan 9, 2018 | SchedulingTime Series | —Unverified | 0 |
| Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction | Jan 7, 2018 | Missing ValuesTime Series | CodeCode Available | 0 |
| Dilated Convolutional Neural Networks for Time Series Forecasting | Jan 2, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Relational Multi-Instance Learning for Concept Annotation from Medical Time Series | Jan 1, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Recurrent Auto-Encoder Model for Multidimensional Time Series Representation | Jan 1, 2018 | ClusteringDecoder | —Unverified | 0 |
| Neighbor-encoder | Jan 1, 2018 | DecoderRepresentation Learning | —Unverified | 0 |
| Modifying memories in a Recurrent Neural Network Unit | Jan 1, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Bayesian Time Series Forecasting with Change Point and Anomaly Detection | Jan 1, 2018 | Anomaly DetectionChange Point Detection | —Unverified | 0 |
| Learning to Treat Sepsis with Multi-Output Gaussian Process Deep Recurrent Q-Networks | Jan 1, 2018 | Deep Reinforcement LearningGaussian Processes | —Unverified | 0 |
| Learning temporal evolution of probability distribution with Recurrent Neural Network | Jan 1, 2018 | General Classificationregression | —Unverified | 0 |
| Jiffy: A Convolutional Approach to Learning Time Series Similarity | Jan 1, 2018 | Representation LearningTime Series | —Unverified | 0 |
| Initialization matters: Orthogonal Predictive State Recurrent Neural Networks | Jan 1, 2018 | regressionTime Series | —Unverified | 0 |
| A Unified Method for First and Third Person Action Recognition | Dec 30, 2017 | Action RecognitionGeneral Classification | —Unverified | 0 |
| Recent Advances in Recurrent Neural Networks | Dec 29, 2017 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Co-Morbidity Exploration on Wearables Activity Data Using Unsupervised Pre-training and Multi-Task Learning | Dec 27, 2017 | Decision MakingManagement | —Unverified | 0 |
| A Composite Quantile Fourier Neural Network for Multi-Step Probabilistic Forecasting of Nonstationary Univariate Time Series | Dec 27, 2017 | FormPrediction Intervals | —Unverified | 0 |
| An Artificial Neural Network-based Stock Trading System Using Technical Analysis and Big Data Framework | Dec 27, 2017 | Stock Price PredictionTime Series | —Unverified | 0 |
| Variational Bayes Estimation of Discrete-Margined Copula Models with Application to Time Series | Dec 26, 2017 | Time SeriesTime Series Analysis | —Unverified | 0 |
| An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls | Dec 25, 2017 | Causal InferenceConformal Prediction | CodeCode Available | 0 |
| Online Forecasting Matrix Factorization | Dec 23, 2017 | Missing ValuesTime Series | —Unverified | 0 |
| Dropout Feature Ranking for Deep Learning Models | Dec 22, 2017 | Deep LearningTime Series | CodeCode Available | 0 |
| DancingLines: An Analytical Scheme to Depict Cross-Platform Event Popularity | Dec 22, 2017 | DiversityDynamic Time Warping | —Unverified | 0 |
| Estimating activity cycles with probabilistic methods II. The Mount Wilson Ca H&K data | Dec 21, 2017 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Multi-task learning of time series and its application to the travel demand | Dec 21, 2017 | Dynamic Time WarpingMulti-Task Learning | —Unverified | 0 |
| Contemporary machine learning: a guide for practitioners in the physical sciences | Dec 20, 2017 | BIG-bench Machine LearningTime Series | —Unverified | 0 |