| Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders | Sep 7, 2018 | DecoderTime Series | CodeCode Available | 0 |
| Revisiting Inaccuracies of Time Series Averaging under Dynamic Time Warping | Sep 7, 2018 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| A Memory-Network Based Solution for Multivariate Time-Series Forecasting | Sep 6, 2018 | Multivariate Time Series ForecastingQuestion Answering | CodeCode Available | 0 |
| From FATS to feets: Further improvements to an astronomical feature extraction tool based on machine learning | Sep 6, 2018 | AstronomyBIG-bench Machine Learning | —Unverified | 0 |
| One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing | Sep 6, 2018 | Few-Shot LearningOne-Shot Learning | —Unverified | 0 |
| MASA: Motif-Aware State Assignment in Noisy Time Series Data | Sep 6, 2018 | ClusteringTime Series | CodeCode Available | 0 |
| Bayesian Nonparametric Spectral Estimation | Sep 6, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Recurrent Electricity Theft Detection in AMI Networks with Random Tuning of Hyper-parameters | Sep 6, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Scalable Learning in Reproducing Kernel Krein Spaces | Sep 6, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| VLSTM: Very Long Short-Term Memory Networks for High-Frequency Trading | Sep 5, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Deep Learning Spatiotemporal Prediction Framework for Mobile Crowdsourced Services | Sep 4, 2018 | Deep LearningGeneral Classification | —Unverified | 0 |
| Complete Inference of Causal Relations between Dynamical Systems | Aug 31, 2018 | EEGTime Series | CodeCode Available | 0 |
| Proximity Forest: An effective and scalable distance-based classifier for time series | Aug 31, 2018 | AttributeEarth Observation | CodeCode Available | 1 |
| Correlated Time Series Forecasting using Deep Neural Networks: A Summary of Results | Aug 29, 2018 | Correlated Time Series ForecastingMulti-Task Learning | —Unverified | 0 |
| Elastic bands across the path: A new framework and methods to lower bound DTW | Aug 29, 2018 | ClusteringDynamic Time Warping | CodeCode Available | 0 |
| Exponential inequalities for nonstationary Markov Chains | Aug 27, 2018 | Learning TheoryTime Series | —Unverified | 0 |
| Testing of Binary Regime Switching Models using Squeeze Duration Analysis | Aug 25, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Predicting Extubation Readiness in Extreme Preterm Infants based on Patterns of Breathing | Aug 24, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| SeriesNet:A Generative Time Series Forecasting Model | Aug 23, 2018 | modelTime Series | —Unverified | 0 |
| Optimizing the Union of Intersections LASSO (UoI_LASSO) and Vector Autoregressive (UoI_VAR) Algorithms for Improved Statistical Estimation at Scale | Aug 21, 2018 | feature selectionModel Selection | —Unverified | 0 |
| Learning to Exploit Invariances in Clinical Time-Series Data using Sequence Transformer Networks | Aug 21, 2018 | Computational EfficiencyDynamic Time Warping | —Unverified | 0 |
| Data Consistency Approach to Model Validation | Aug 17, 2018 | modelTime Series | CodeCode Available | 0 |
| Short-term load forecasting using optimized LSTM networks based on EMD | Aug 16, 2018 | Load ForecastingTime Series | —Unverified | 0 |
| Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach | Aug 16, 2018 | Demand ForecastingTime Series | —Unverified | 0 |
| LARNN: Linear Attention Recurrent Neural Network | Aug 16, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |