| 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 |
| 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 |
| 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 |
| 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 |
| DancingLines: An Analytical Scheme to Depict Cross-Platform Event Popularity | Dec 22, 2017 | DiversityDynamic Time Warping | —Unverified | 0 |
| Dropout Feature Ranking for Deep Learning Models | Dec 22, 2017 | Deep LearningTime Series | CodeCode Available | 0 |
| Multi-task learning of time series and its application to the travel demand | Dec 21, 2017 | Dynamic Time WarpingMulti-Task Learning | —Unverified | 0 |
| Estimating activity cycles with probabilistic methods II. The Mount Wilson Ca H&K data | Dec 21, 2017 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Contemporary machine learning: a guide for practitioners in the physical sciences | Dec 20, 2017 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Lost in Time: Temporal Analytics for Long-Term Video Surveillance | Dec 20, 2017 | Descriptiveobject-detection | —Unverified | 0 |
| Multi-shot Pedestrian Re-identification via Sequential Decision Making | Dec 19, 2017 | Decision MakingReinforcement Learning | —Unverified | 0 |
| A Shapelet Transform for Multivariate Time Series Classification | Dec 18, 2017 | ClassificationGeneral Classification | —Unverified | 0 |
| Squeezed Convolutional Variational AutoEncoder for Unsupervised Anomaly Detection in Edge Device Industrial Internet of Things | Dec 18, 2017 | Anomaly DetectionEdge-computing | —Unverified | 0 |
| Accurate Inference for Adaptive Linear Models | Dec 18, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Dynamic Boltzmann Machines for Second Order Moments and Generalized Gaussian Distributions | Dec 17, 2017 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Experimental design trade-offs for gene regulatory network inference: an in silico study of the yeast Saccharomyces cerevisiae cell cycle | Dec 14, 2017 | Experimental DesignTime Series | —Unverified | 0 |
| Spatial-temporal wind field prediction by Artificial Neural Networks | Dec 13, 2017 | PredictionTime Series | —Unverified | 0 |
| Causal Patterns: Extraction of multiple causal relationships by Mixture of Probabilistic Partial Canonical Correlation Analysis | Dec 12, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Temporal Stability in Predictive Process Monitoring | Dec 12, 2017 | Binary ClassificationPredictive Process Monitoring | CodeCode Available | 0 |
| Long-Range Correlation Underlying Childhood Language and Generative Models | Dec 11, 2017 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Comparative analysis of criteria for filtering time series of word usage frequencies | Dec 10, 2017 | Stochastic OptimizationTime Series | —Unverified | 0 |
| Temporal Attention augmented Bilinear Network for Financial Time-Series Data Analysis | Dec 4, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Learning User Intent from Action Sequences on Interactive Systems | Dec 4, 2017 | Intent RecognitionMarketing | —Unverified | 0 |
| TrueSkill Through Time: Revisiting the History of Chess | Dec 3, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Subset Selection and Summarization in Sequential Data | Dec 1, 2017 | DiversityTime Series | —Unverified | 0 |
| Random Projection Filter Bank for Time Series Data | Dec 1, 2017 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Preventing Gradient Explosions in Gated Recurrent Units | Dec 1, 2017 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Practical Data-Dependent Metric Compression with Provable Guarantees | Dec 1, 2017 | QuantizationTime Series | —Unverified | 0 |
| Dynamic-Depth Context Tree Weighting | Dec 1, 2017 | Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Discriminative State Space Models | Dec 1, 2017 | State Space ModelsTime Series | —Unverified | 0 |
| Generative Adversarial Networks for Electronic Health Records: A Framework for Exploring and Evaluating Methods for Predicting Drug-Induced Laboratory Test Trajectories | Dec 1, 2017 | Predicting Drug-Induced Laboratory Test EffectsRepresentation Learning | —Unverified | 0 |
| A Neural Stochastic Volatility Model | Nov 30, 2017 | modelTime Series | —Unverified | 0 |