Wavelet‐attention‐based traffic prediction for smart cities Nov 25, 2021 Prediction Time Series
— Unverified Expert Aggregation for Financial Forecasting Nov 25, 2021 BIG-bench Machine Learning Mixture-of-Experts
— Unverified Neural network stochastic differential equation models with applications to financial data forecasting Nov 25, 2021 Time Series Time Series Analysis
Code Code Available Smart Data Representations: Impact on the Accuracy of Deep Neural Networks Nov 17, 2021 Time Series Time Series Analysis
Code Code Available Nyström Regularization for Time Series Forecasting Nov 13, 2021 Time Series Time Series Analysis
— Unverified Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting Nov 12, 2021 quantile regression Time Series
— Unverified Learning from Multiple Time Series: A Deep Disentangled Approach to Diversified Time Series Forecasting Nov 9, 2021 Decoder Quantization
— Unverified DVS: Deep Visibility Series and its Application in Construction Cost Index Forecasting Nov 7, 2021 Time Series Time Series Analysis
— Unverified Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts Nov 5, 2021 Time Series Time Series Analysis
Code Code Available Meta-Forecasting by combining Global Deep Representations with Local Adaptation Nov 5, 2021 Meta-Learning Time Series
— Unverified Transferable Time-Series Forecasting under Causal Conditional Shift Nov 5, 2021 Domain Adaptation Semi-supervised Domain Adaptation
Code Code Available LibCity: An Open Library for Traffic Prediction Nov 4, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available Predictive Auto-scaling with OpenStack Monasca Nov 3, 2021 CPU Time Series Analysis
Code Code Available A novel rule-based evolving Fuzzy System applied to the thermal modeling of power transformers Nov 1, 2021 Decision Making Time Series
Code Code Available MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data Oct 27, 2021 Time Series Time Series Analysis
— Unverified Cluster-and-Conquer: A Framework For Time-Series Forecasting Oct 26, 2021 Time Series Time Series Analysis
— Unverified Contrastive Neural Processes for Self-Supervised Learning Oct 24, 2021 Contrastive Learning Data Augmentation
Code Code Available Adversarial attacks against Bayesian forecasting dynamic models Oct 20, 2021 regression Time Series
— Unverified Power Line Communication and Sensing Using Time Series Forecasting Oct 19, 2021 Diagnostic Time Series
— Unverified Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins! Oct 19, 2021 Data Augmentation Deep Learning
— Unverified 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 Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Oct 13, 2021 Decoder Time Series
Code Code Available 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 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 Long-term Prediction of Nonlinear Time Series Using Autoencoder and Echo State Networks Sep 29, 2021 Prediction 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 Causal Triple Attention Time Series Forecasting Sep 29, 2021 Causal Inference Time Series
— Unverified SCformer: Segment Correlation Transformer for Long Sequence Time Series Forecasting Sep 29, 2021 Management Time Series
— Unverified Automatic Forecasting via Meta-Learning Sep 29, 2021 Meta-Learning Time Series
— Unverified Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift Sep 29, 2021 Time Series Time Series Analysis
Code Code Available 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 Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series Sep 29, 2021 Multivariate Time Series Forecasting Tensor Networks
— Unverified Long-Range Transformers for Dynamic Spatiotemporal Forecasting Sep 24, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available Temporal Convolutional Attention Neural Networks for Time Series Forecasting Sep 23, 2021 Multivariate Time Series Forecasting Probabilistic Time Series Forecasting
Code Code Available 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 TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models Sep 17, 2021 Time Series Time Series Analysis
Code Code Available From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba Sep 17, 2021 Time Series Time Series Analysis
— Unverified CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting Sep 15, 2021 Decision Making Probabilistic Time Series Forecasting
Code Code Available Instance-wise Graph-based Framework for Multivariate Time Series Forecasting Sep 14, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Sep 2, 2021 Attribute Multi-Task Learning
Code Code Available TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting Aug 29, 2021 Time Series Time Series Analysis
Code Code Available A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales Aug 26, 2021 Missing Values Time Series Analysis
Code Code Available 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 Construction Cost Index Forecasting: A Multi-feature Fusion Approach Aug 18, 2021 Prediction Time Series
— Unverified Transformers predicting the future. Applying attention in next-frame and time series forecasting Aug 18, 2021 Dimensionality Reduction Time Series
Code Code Available A New State-of-the-Art Transformers-Based Load Forecaster on the Smart Grid Domain Aug 5, 2021 energy management Load Forecasting
— Unverified 