EvoSTS Forecasting: Evolutionary Sparse Time-Series Forecasting Apr 14, 2022 Time Series Time Series Analysis
— Unverified Probabilistic AutoRegressive Neural Networks for Accurate Long-range Forecasting Apr 1, 2022 Decision Making Epidemiology
Code Code Available AutoTS: Automatic Time Series Forecasting Model Design Based on Two-Stage Pruning Mar 26, 2022 Neural Architecture Search Time Series
— Unverified What is the best RNN-cell structure for forecasting each time series behavior? Mar 15, 2022 Time Series Time Series Analysis
— Unverified Dual reparametrized Variational Generative Model for Time-Series Forecasting Mar 11, 2022 Denoising Time Series
— Unverified Monitoring Time Series With Missing Values: a Deep Probabilistic Approach Mar 9, 2022 Missing Values Novelty Detection
— Unverified Automated Few-Shot Time Series Forecasting based on Bi-level Programming Mar 7, 2022 Decision Making Few-Shot Learning
— Unverified Multivariate Time Series Forecasting with Latent Graph Inference Mar 7, 2022 Computational Efficiency Multivariate Time Series Forecasting
— 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 A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting Feb 23, 2022 Time Series Time Series Analysis
— Unverified 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 KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting Feb 8, 2022 Anomaly Detection Time Series
— Unverified 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 Review of automated time series forecasting pipelines Feb 3, 2022 AutoML Feature Engineering
— Unverified 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 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 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 Optimal Latent Space Forecasting for Large Collections of Short Time Series Using Temporal Matrix Factorization Dec 15, 2021 Demand Forecasting Model Selection
— Unverified Autoregressive Quantile Flows for Predictive Uncertainty Estimation Dec 9, 2021 Density Estimation object-detection
— Unverified Optimal activity and battery scheduling algorithm using load and solar generation forecast Dec 6, 2021 Missing Values Scheduling
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 Probabilistic Transformer For Time Series Analysis Dec 1, 2021 Human motion prediction motion prediction
— Unverified Expert Aggregation for Financial Forecasting Nov 25, 2021 BIG-bench Machine Learning Mixture-of-Experts
— Unverified Wavelet‐attention‐based traffic prediction for smart cities Nov 25, 2021 Prediction Time Series
— Unverified 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 Meta-Forecasting by combining Global Deep Representations with Local Adaptation Nov 5, 2021 Meta-Learning Time Series
— Unverified 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 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 