SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting Nov 16, 2022 regression TAR
Code Code Available Similarity-based Feature Extraction for Large-scale Sparse Traffic Forecasting Nov 13, 2022 Graph Neural Network Time Series
Code Code Available A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case Nov 10, 2022 Deep Reinforcement Learning Management
— Unverified Detecting Elevated Air Pollution Levels by Monitoring Web Search Queries: Deep Learning-Based Time Series Forecasting Nov 9, 2022 Time Series Time Series Analysis
— Unverified TimeKit: A Time-series Forecasting-based Upgrade Kit for Collaborative Filtering Nov 8, 2022 Collaborative Filtering Recommendation Systems
— Unverified Reduced Order Probabilistic Emulation for Physics-Based Thermosphere Models Nov 8, 2022 Time Series Analysis Time Series Forecasting
Code Code Available A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Nov 5, 2022 Anomaly Detection regression
Code Code Available Deep learning for structural health monitoring: An application to heritage structures Nov 4, 2022 Anomaly Detection Structural Health Monitoring
— Unverified MUSTACHE: Multi-Step-Ahead Predictions for Cache Eviction Nov 3, 2022 Time Series Time Series Analysis
— Unverified How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer Oct 31, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Probabilistic Decomposition Transformer for Time Series Forecasting Oct 31, 2022 Time Series Time Series Analysis
Code Code Available TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting Oct 26, 2022 Dynamic Time Warping Time Series
Code Code Available Sinusoidal Frequency Estimation by Gradient Descent Oct 26, 2022 parameter estimation Time Series
Code Code Available WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Oct 25, 2022 Time Series Time Series Analysis
— Unverified SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data Oct 22, 2022 Imputation Multivariate Time Series Forecasting
Code Code Available Multimodal Neural Network For Demand Forecasting Oct 20, 2022 Articles Demand Forecasting
— Unverified Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting Oct 17, 2022 Time Series Time Series Analysis
— Unverified Flipped Classroom: Effective Teaching for Time Series Forecasting Oct 17, 2022 Time Series Time Series Analysis
Code Code Available Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting Oct 12, 2022 Graph Generation Graph structure learning
Code Code Available Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts Oct 7, 2022 Time Series Time Series Analysis
— Unverified Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting Oct 6, 2022 Feature Engineering feature selection
— Unverified Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Oct 6, 2022 Multivariate Time Series Forecasting Time Series
— Unverified MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting Oct 4, 2022 Multivariate Time Series Forecasting Self-Supervised Learning
— Unverified Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Oct 3, 2022 Time Series Time Series Analysis
Code Code Available Solar Power Time Series Forecasting Utilising Wavelet Coefficients Oct 1, 2022 Prediction regression
— Unverified Experimental study of time series forecasting methods for groundwater level prediction Sep 28, 2022 Management Time Series
Code Code Available Towards Automatic Forecasting: Evaluation of Time-Series Forecasting Models for Chickenpox Cases Estimation in Hungary Sep 28, 2022 Time Series Time Series Analysis
— Unverified Masked Multi-Step Multivariate Time Series Forecasting with Future Information Sep 28, 2022 Demand Forecasting Multivariate Time Series Forecasting
— Unverified Retrieval Based Time Series Forecasting Sep 27, 2022 Imputation Retrieval
— Unverified Review of Time Series Forecasting Methods and Their Applications to Particle Accelerators Sep 21, 2022 Time Series Time Series Analysis
— Unverified PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Sep 20, 2022 Language Modelling Representation Learning
Code Code Available An Attention Free Long Short-Term Memory for Time Series Forecasting Sep 20, 2022 Prediction Time Series
— Unverified DynaConF: Dynamic Forecasting of Non-Stationary Time Series Sep 17, 2022 Deep Learning Time Series
Code Code Available FRANS: Automatic Feature Extraction for Time Series Forecasting Sep 15, 2022 Dimensionality Reduction Meta-Learning
— Unverified Fairness in Forecasting of Observations of Linear Dynamical Systems Sep 12, 2022 Fairness Time Series
Code Code Available W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting Sep 8, 2022 Anomaly Detection Recommendation Systems
Code Code Available Learning Differential Operators for Interpretable Time Series Modeling Sep 3, 2022 Decision Making Meta-Learning
— Unverified Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting Sep 1, 2022 Decoder Multivariate Time Series Forecasting
— Unverified Persistence Initialization: A novel adaptation of the Transformer architecture for Time Series Forecasting Aug 30, 2022 Decoder Time Series
— Unverified Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures Aug 29, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available Towards an AI-based Early Warning System for Bridge Scour Aug 22, 2022 Depth Estimation Management
— Unverified AA-Forecast: Anomaly-Aware Forecast for Extreme Events Aug 21, 2022 Anomaly Forecasting Multivariate Time Series Forecasting
Code Code Available Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer Aug 19, 2022 Multivariate Time Series Forecasting Representation Learning
Code Code Available KDD CUP 2022 Wind Power Forecasting Team 88VIP Solution Aug 18, 2022 Feature Engineering Imputation
— Unverified ODformer: Spatial-Temporal Transformers for Long Sequence Origin-Destination Matrix Forecasting Against Cross Application Scenario Aug 17, 2022 Time Series Time Series Analysis
— Unverified Uncertainty Quantification for Traffic Forecasting: A Unified Approach Aug 11, 2022 Time Series Time Series Analysis
— Unverified Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Aug 10, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Forecasting Algorithms for Causal Inference with Panel Data Aug 6, 2022 Causal Inference counterfactual
Code Code Available MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time Series Prediction Aug 1, 2022 Prediction Stock Price Prediction
Code Code Available Predicting Future Mosquito Larval Habitats Using Time Series Climate Forecasting and Deep Learning Aug 1, 2022 Time Series Time Series Analysis
Code Code Available 