Multivariate Time Series Forecasting with Latent Graph Inference Mar 7, 2022 Computational Efficiency Multivariate Time Series Forecasting
— Unverified Automated Few-Shot Time Series Forecasting based on Bi-level Programming Mar 7, 2022 Decision Making Few-Shot Learning
— Unverified KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High Solar Scenarios Mar 5, 2022 Load Forecasting Time Series
— Unverified Boosted Ensemble Learning based on Randomized NNs for Time Series Forecasting Mar 2, 2022 Ensemble Learning Time Series
— Unverified ONE-NAS: An Online NeuroEvolution based Neural Architecture Search for Time Series Forecasting Feb 27, 2022 Neural Architecture Search Time Series
— Unverified Robust Probabilistic Time Series Forecasting Feb 24, 2022 Decision Making Probabilistic Time Series Forecasting
Code Code Available A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting Feb 23, 2022 Time Series Time Series Analysis
— Unverified Learning Fast and Slow for Online Time Series Forecasting Feb 23, 2022 Time Series Time Series Analysis
Code Code Available Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Feb 23, 2022 Time Series Time Series Analysis
Code Code Available Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Feb 22, 2022 Domain Adaptation Time Series
Code Code Available Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Feb 18, 2022 Graph Learning Graph Neural Network
— Unverified Multi-Objective Model Selection for Time Series Forecasting Feb 17, 2022 Model Selection Time Series
— Unverified Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Feb 17, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Feb 17, 2022 Conformal Prediction Prediction Intervals
Code Code Available Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Feb 8, 2022 Domain Adaptation Graph Mining
Code Code Available KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting Feb 8, 2022 Anomaly Detection Time Series
— Unverified TACTiS: Transformer-Attentional Copulas for Time Series Feb 7, 2022 Decision Making Decoder
Code Code Available HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series Feb 7, 2022 Causal Inference Time Series
Code Code Available Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series Feb 4, 2022 Decoder Model Selection
— Unverified CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Feb 3, 2022 Contrastive Learning Representation Learning
Code Code Available Review of automated time series forecasting pipelines Feb 3, 2022 AutoML Feature Engineering
— Unverified ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Feb 3, 2022 Time Series Time Series Analysis
Code Code Available Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge Feb 2, 2022 Load Forecasting Multivariate Time Series Forecasting
Code Code Available N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Jan 30, 2022 Time Series Time Series Analysis
Code Code Available Balanced Graph Structure Learning for Multivariate Time Series Forecasting Jan 24, 2022 Graph Generation Graph Learning
Code Code Available Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts Jan 16, 2022 Sentence Time Series
— Unverified Multi-head Temporal Attention-Augmented Bilinear Network for Financial time series prediction Jan 14, 2022 Financial Analysis Time Series
— Unverified Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Jan 13, 2022 Graph Learning Graph Neural Network
Code Code Available An Interval-Valued Time Series Forecasting Scheme With Probability Distribution Features for Electric Power Generation Prediction Jan 11, 2022 Descriptive regression
— Unverified Time Series Forecasting Using Fuzzy Cognitive Maps: A Survey Jan 7, 2022 Survey Time Series
— Unverified Introducing Randomized High Order Fuzzy Cognitive Maps as Reservoir Computing Models: A Case Study in Solar Energy and Load Forecasting Jan 6, 2022 Load Forecasting Time Series
— Unverified Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data Jan 3, 2022 Graph Neural Network regression
Code Code Available Financial time series forecasting with multi-modality graph neural network Jan 1, 2022 Graph Neural Network Time Series
Code Code Available AutoFITS: Automatic Feature Engineering for Irregular Time Series Dec 29, 2021 Feature Engineering Irregular Time Series
Code Code Available Cognitive Computing to Optimize IT Services Dec 28, 2021 Language Identification Text Summarization
— Unverified A CNN-BiLSTM Model with Attention Mechanism for Earthquake Prediction Dec 26, 2021 Earthquake prediction Prediction
Code Code Available Neural Echo State Network using oscillations of gas bubbles in water Dec 22, 2021 Time Series Time Series Analysis
— Unverified AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Dec 21, 2021 Correlated Time Series Forecasting Time Series
— Unverified SSDNet: State Space Decomposition Neural Network for Time Series Forecasting Dec 19, 2021 Deep Learning State Space Models
Code Code Available A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling Dec 16, 2021 Multivariate Time Series Forecasting Prediction Intervals
Code Code Available Optimal Latent Space Forecasting for Large Collections of Short Time Series Using Temporal Matrix Factorization Dec 15, 2021 Demand Forecasting Model Selection
— Unverified Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Dec 14, 2021 Graph Learning Multivariate Time Series Forecasting
Code Code Available Autoregressive Quantile Flows for Predictive Uncertainty Estimation Dec 9, 2021 Density Estimation object-detection
— Unverified Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Optimal activity and battery scheduling algorithm using load and solar generation forecast Dec 6, 2021 Missing Values Scheduling
Code Code Available Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Dec 6, 2021 Graph Learning Inductive Bias
Code Code Available Parameter Efficient Deep Probabilistic Forecasting Dec 6, 2021 Probabilistic Time Series Forecasting Time Series
Code Code Available Combining Embeddings and Fuzzy Time Series for High-Dimensional Time Series Forecasting in Internet of Energy Applications Dec 3, 2021 Time Series Time Series Analysis
— Unverified Conformal Time-series Forecasting Dec 1, 2021 Conformal Prediction Decision Making
Code Code Available Probabilistic Transformer For Time Series Analysis Dec 1, 2021 Human motion prediction motion prediction
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