Towards Better Long-range Time Series Forecasting using Generative Adversarial Networks Oct 17, 2021 Generative Adversarial Network Time Series
— Unverified A novel stochastic model based on echo state networks for hydrological time series forecasting Oct 16, 2021 Management Network Embedding
— Unverified Bundle Networks: Fiber Bundles, Local Trivializations, and a Generative Approach to Exploring Many-to-one Maps Oct 13, 2021 Time Series Time Series Analysis
Code Code Available Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Oct 13, 2021 Decoder Time Series
Code Code Available Time Series Forecasting Using Manifold Learning Oct 7, 2021 EEG Electroencephalogram (EEG)
— Unverified An Accurate Smartphone Battery Parameter Calibration Using Unscented Kalman Filter Oct 6, 2021 Time Series Time Series Analysis
— Unverified Causal Triple Attention Time Series Forecasting Sep 29, 2021 Causal Inference Time Series
— Unverified Long-term Prediction of Nonlinear Time Series Using Autoencoder and Echo State Networks Sep 29, 2021 Prediction Time Series
— Unverified Automatic Forecasting via Meta-Learning Sep 29, 2021 Meta-Learning Time Series
— Unverified A Study of Aggregation of Long Time-series Input for LSTM Neural Networks Sep 29, 2021 Time Series Time Series Analysis
— Unverified SCformer: Segment Correlation Transformer for Long Sequence Time Series Forecasting Sep 29, 2021 Management Time Series
— Unverified Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series Sep 29, 2021 Multivariate Time Series Forecasting Tensor Networks
— Unverified TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting Sep 29, 2021 Multivariate Time Series Forecasting Time Series
— Unverified Deep Learning with Kernel Flow Regularization for Time Series Forecasting Sep 23, 2021 Deep Learning Time Series
— Unverified Modeling Regime Shifts in Multiple Time Series Sep 20, 2021 Time Series Time Series Analysis
— Unverified From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba Sep 17, 2021 Time Series Time Series Analysis
— Unverified Attention-based Neural Load Forecasting: A Dynamic Feature Selection Approach Aug 25, 2021 Decoder feature selection
— Unverified Energy time series forecasting-Analytical and empirical assessment of conventional and machine learning models Aug 24, 2021 Articles BIG-bench Machine Learning
— Unverified Transformers predicting the future. Applying attention in next-frame and time series forecasting Aug 18, 2021 Dimensionality Reduction Time Series
Code Code Available Construction Cost Index Forecasting: A Multi-feature Fusion Approach Aug 18, 2021 Prediction Time Series
— Unverified A New State-of-the-Art Transformers-Based Load Forecaster on the Smart Grid Domain Aug 5, 2021 energy management Load Forecasting
— Unverified Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting Jul 27, 2021 Autonomous Driving State Estimation
— Unverified Massive feature extraction for explaining and foretelling hydroclimatic time series forecastability at the global scale Jul 25, 2021 Descriptive Time Series
— Unverified A Framework for Imbalanced Time-series Forecasting Jul 22, 2021 Time Series Time Series Analysis
Code Code Available High-dimensional Multivariate Time Series Forecasting in IoT Applications using Embedding Non-stationary Fuzzy Time Series Jul 20, 2021 Multivariate Time Series Forecasting Time Series
— Unverified Topological Attention for Time Series Forecasting Jul 19, 2021 Time Series Time Series Analysis
— Unverified DIT4BEARs Smart Roads Internship Jul 14, 2021 Friction Time Series Forecasting
Code Code Available Ensembles of Randomized NNs for Pattern-based Time Series Forecasting Jul 8, 2021 Diversity Time Series
— Unverified EVARS-GPR: EVent-triggered Augmented Refitting of Gaussian Process Regression for Seasonal Data Jul 6, 2021 Change Point Detection Data Augmentation
Code Code Available Low-Rank Temporal Attention-Augmented Bilinear Network for financial time-series forecasting Jul 5, 2021 Prediction Time Series
— Unverified Randomized Neural Networks for Forecasting Time Series with Multiple Seasonality Jul 4, 2021 Time Series Time Series Analysis
— Unverified Visual Time Series Forecasting: An Image-driven Approach Jul 2, 2021 Time Series Time Series Analysis
— Unverified The mbsts package: Multivariate Bayesian Structural Time Series Models in R Jun 26, 2021 feature selection Time Series
— Unverified MegazordNet: combining statistical and machine learning standpoints for time series forecasting Jun 23, 2021 BIG-bench Machine Learning Deep Learning
— Unverified Conditional Temporal Neural Processes with Covariance Loss Jun 22, 2021 Time Series Forecasting Traffic Prediction
Code Code Available On the benefits of maximum likelihood estimation for Regression and Forecasting Jun 18, 2021 regression Time Series
— Unverified Deep Neural Networks for Approximating Stream Reasoning with C-SPARQL Jun 15, 2021 Time Series Time Series Analysis
— Unverified Faster than LASER -- Towards Stream Reasoning with Deep Neural Networks Jun 15, 2021 Time Series Time Series Analysis
— Unverified Differentiable Neural Architecture Search with Morphism-based Transformable Backbone Architectures Jun 14, 2021 Language Modeling Language Modelling
— Unverified Deep Probabilistic Koopman: Long-term time-series forecasting under periodic uncertainties Jun 10, 2021 Demand Forecasting Diversity
— Unverified RECOWNs: Probabilistic Circuits for Trustworthy Time Series Forecasting Jun 8, 2021 Time Series Time Series Analysis
— Unverified DMIDAS: Deep Mixed Data Sampling Regression for Long Multi-Horizon Time Series Forecasting Jun 7, 2021 regression Time Series
— Unverified Deep Probabilistic Time Series Forecasting using Augmented Recurrent Input for Dynamic Systems Jun 3, 2021 Decoder Management
— Unverified Periodic Freight Demand Estimation for Large-scale Tactical Planning May 19, 2021 Decision Making Time Series
— Unverified Univariate Long-Term Municipal Water Demand Forecasting May 18, 2021 Demand Forecasting Management
— Unverified Long Short-term Memory RNN May 14, 2021 BIG-bench Machine Learning Time Series
— Unverified On projection methods for functional time series forecasting May 10, 2021 Time Series Time Series Analysis
Code Code Available The effects of regularisation on RNN models for time series forecasting: Covid-19 as an example May 9, 2021 Time Series Time Series Analysis
Code Code Available Comparison of Traditional and Hybrid Time Series Models for Forecasting COVID-19 Cases May 5, 2021 Time Series Time Series Analysis
— Unverified Stock Price Forecasting in Presence of Covid-19 Pandemic and Evaluating Performances of Machine Learning Models for Time-Series Forecasting May 4, 2021 Time Series Time Series Analysis
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