| MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly Detection | May 24, 2022 | Anomaly DetectionAutoML | CodeCode Available | 5 |
| Interpretable Feature Engineering for Time Series Predictors using Attention Networks | May 23, 2022 | Feature EngineeringTime Series | —Unverified | 0 |
| Forecasting of Non-Stationary Sales Time Series Using Deep Learning | May 23, 2022 | Deep LearningTime Series | —Unverified | 0 |
| Signal Restoration and Channel Estimation for Channel Sounding with SDRs | May 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Robust Constrained Multi-objective Evolutionary Algorithm based on Polynomial Chaos Expansion for Trajectory Optimization | May 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| BolT: Fused Window Transformers for fMRI Time Series Analysis | May 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Optimizing Returns Using the Hurst Exponent and Q Learning on Momentum and Mean Reversion Strategies | May 23, 2022 | Q-LearningTime Series | —Unverified | 0 |
| GraphAD: A Graph Neural Network for Entity-Wise Multivariate Time-Series Anomaly Detection | May 23, 2022 | Anomaly DetectionGraph Neural Network | —Unverified | 0 |
| Time-series Transformer Generative Adversarial Networks | May 23, 2022 | Question AnsweringTime Series | CodeCode Available | 3 |
| Deep Direct Discriminative Decoders for High-dimensional Time-series Data Analysis | May 22, 2022 | DecoderHippocampus | CodeCode Available | 0 |
| A Novel Markov Model for Near-Term Railway Delay Prediction | May 21, 2022 | Density EstimationPrediction | —Unverified | 0 |
| Individual Topology Structure of Eye Movement Trajectories | May 21, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Persistent Homology of Coarse Grained State Space Networks | May 20, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts | May 20, 2022 | SentenceTime Series | —Unverified | 0 |
| A Subspace Method for Time Series Anomaly Detection in Cyber-Physical Systems | May 20, 2022 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Conformal Prediction with Temporal Quantile Adjustments | May 20, 2022 | Conformal PredictionEconometrics | —Unverified | 0 |
| Anomaly Detection for Multivariate Time Series on Large-scale Fluid Handling Plant Using Two-stage Autoencoder | May 20, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer | May 20, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Neural Additive Models for Nowcasting | May 20, 2022 | Additive modelsBIG-bench Machine Learning | —Unverified | 0 |
| Time Series Anomaly Detection via Reinforcement Learning-Based Model Selection | May 19, 2022 | Anomaly DetectionModel Selection | CodeCode Available | 1 |
| Classifying Human Activities using Machine Learning and Deep Learning Techniques | May 19, 2022 | Activity RecognitionBIG-bench Machine Learning | —Unverified | 0 |
| Jacobian Granger Causal Neural Networks for Analysis of Stationary and Nonstationary Data | May 19, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Extract Dynamic Information To Improve Time Series Modeling: a Case Study with Scientific Workflow | May 19, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Inferring extended summary causal graphs from observational time series | May 19, 2022 | Causal DiscoveryTime Series | —Unverified | 0 |
| GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints | May 18, 2022 | InformativenessTime Series | —Unverified | 0 |
| Achieving Risk Control in Online Learning Settings | May 18, 2022 | Conformal PredictionDepth Estimation | CodeCode Available | 0 |
| Financial Time Series Data Augmentation with Generative Adversarial Networks and Extended Intertemporal Return Plots | May 18, 2022 | Data AugmentationTime Series | —Unverified | 0 |
| FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting | May 18, 2022 | Deep LearningDimensionality Reduction | CodeCode Available | 1 |
| Markov Chain Monte Carlo for Continuous-Time Switching Dynamical Systems | May 18, 2022 | parameter estimationTime Series | —Unverified | 0 |
| Practical Skills Demand Forecasting via Representation Learning of Temporal Dynamics | May 18, 2022 | Demand ForecastingRepresentation Learning | —Unverified | 0 |
| Dependent Latent Class Models | May 18, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Forecasting Solar Power Generation on the basis of Predictive and Corrective Maintenance Activities | May 17, 2022 | ManagementTime Series | —Unverified | 0 |
| A Data Cube of Big Satellite Image Time-Series for Agriculture Monitoring | May 16, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Multi-scale Attention Flow for Probabilistic Time Series Forecasting | May 16, 2022 | PositionProbabilistic Time Series Forecasting | —Unverified | 0 |
| Joint cardiac T_1 mapping and cardiac function estimation using a deep manifold framework | May 16, 2022 | Image ReconstructionMotion Estimation | —Unverified | 0 |
| Towards Space-to-Ground Data Availability for Agriculture Monitoring | May 16, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Automated Mobility Context Detection with Inertial Signals | May 16, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TNN7: A Custom Macro Suite for Implementing Highly Optimized Designs of Neuromorphic TNNs | May 16, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Statistical Modeling and Forecasting of Automatic Generation Control Signals | May 15, 2022 | Model Predictive ControlTime Series | —Unverified | 0 |
| Market-Based Asset Price Probability | May 15, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Nonparametric Value-at-Risk via Sieve Estimation | May 14, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Modelling stellar activity with Gaussian process regression networks | May 13, 2022 | Gaussian Processesregression | CodeCode Available | 0 |
| Improving Astronomical Time-series Classification via Data Augmentation with Generative Adversarial Networks | May 13, 2022 | Data AugmentationTime Series | —Unverified | 0 |
| Unsupervised Driving Behavior Analysis using Representation Learning and Exploiting Group-based Training | May 12, 2022 | Representation LearningTime Series | —Unverified | 0 |
| Method of indirect estimation of default probability dynamics for industry-target segments according to the data of Bank of Russia | May 12, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Compatible deep neural network framework with financial time series data, including data preprocessor, neural network model and trading strategy | May 11, 2022 | Binary ClassificationFeature Engineering | CodeCode Available | 1 |
| Efficient Automated Deep Learning for Time Series Forecasting | May 11, 2022 | AutoMLBayesian Optimization | CodeCode Available | 4 |
| Real-time Forecasting of Time Series in Financial Markets Using Sequentially Trained Many-to-one LSTMs | May 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Characterization of electric consumers through an automated clustering pipeline | May 10, 2022 | ClusteringLoad Forecasting | —Unverified | 0 |
| Inferring Density-Dependent Population Dynamics Mechanisms through Rate Disambiguation for Logistic Birth-Death Processes | May 10, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |