Forecasting Thermoacoustic Instabilities in Liquid Propellant Rocket Engines Using Multimodal Bayesian Deep Learning Jul 1, 2021 Time Series Analysis
— Unverified Online learning of windmill time series using Long Short-term Cognitive Networks Jul 1, 2021 Anomaly Detection Scheduling
— Unverified Explainable nonlinear modelling of multiple time series with invertible neural networks Jul 1, 2021 Time Series Time Series Analysis
— Unverified National-scale electricity peak load forecasting: Traditional, machine learning, or hybrid model? Jun 30, 2021 BIG-bench Machine Learning Load Forecasting
— Unverified Market regime classification with signatures Jun 30, 2021 Classification Clustering
Code Code Available Long Short-term Cognitive Networks Jun 30, 2021 Time Series Time Series Analysis
Code Code Available MissFormer: (In-)attention-based handling of missing observations for trajectory filtering and prediction Jun 30, 2021 Object Object Tracking
— Unverified Attaining entropy production and dissipation maps from Brownian movies via neural networks Jun 29, 2021 Time Series Time Series Analysis
Code Code Available Continuous Latent Process Flows Jun 29, 2021 Time Series Time Series Analysis
Code Code Available As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Jun 29, 2021 Self-Supervised Learning Time Series
Code Code Available FallDeF5: A Fall Detection Framework Using 5G-based Deep Gated Recurrent Unit Networks Jun 29, 2021 Edge-computing Time Series Analysis
— Unverified Evolving-Graph Gaussian Processes Jun 29, 2021 Gaussian Processes regression
Code Code Available False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates Jun 28, 2021 Depth Estimation Instance Segmentation
Code Code Available Improved Prediction and Network Estimation Using the Monotone Single Index Multi-variate Autoregressive Model Jun 28, 2021 Time Series Time Series Analysis
— Unverified Capturing the temporal constraints of gradual patterns Jun 28, 2021 Attribute Time Series Analysis
Code Code Available On a novel training algorithm for sequence-to-sequence predictive recurrent networks Jun 27, 2021 Machine Translation speech-recognition
— Unverified Autonomous Deep Quality Monitoring in Streaming Environments Jun 26, 2021 Time Series Analysis
Code Code Available Automated Evolutionary Approach for the Design of Composite Machine Learning Pipelines Jun 26, 2021 BIG-bench Machine Learning Management
Code Code Available Time-Series Representation Learning via Temporal and Contextual Contrasting Jun 26, 2021 Automatic Sleep Stage Classification Contrastive Learning
Code Code Available Functional Classwise Principal Component Analysis: A Novel Classification Framework Jun 26, 2021 Classification Time Series
— Unverified The mbsts package: Multivariate Bayesian Structural Time Series Models in R Jun 26, 2021 feature selection Time Series
— Unverified Accelerating Recurrent Neural Networks for Gravitational Wave Experiments Jun 26, 2021 High-Level Synthesis Time Series
Code Code Available Condition Monitoring of Drive Trains by Data Fusion of Acoustic Emission and Vibration Sensors Jun 25, 2021 Classification Fault Detection
Code Code Available Closed-form Continuous-time Neural Models Jun 25, 2021 Form Sentiment Analysis
Code Code Available Bayesian Inference in High-Dimensional Time-Serieswith the Orthogonal Stochastic Linear Mixing Model Jun 25, 2021 Bayesian Inference Gaussian Processes
— Unverified Temporal Graph Signal Decomposition Jun 25, 2021 Imputation Missing Values
— Unverified Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Jun 24, 2021 Time Series Time Series Analysis
Code Code Available Neural ODE to model and prognose thermoacoustic instability Jun 24, 2021 model Time Series Analysis
— Unverified Domain-guided Machine Learning for Remotely Sensed In-Season Crop Growth Estimation Jun 24, 2021 BIG-bench Machine Learning Time Series Analysis
— Unverified MegazordNet: combining statistical and machine learning standpoints for time series forecasting Jun 23, 2021 BIG-bench Machine Learning Deep Learning
— Unverified Beyond Predictions in Neural ODEs: Identification and Interventions Jun 23, 2021 scientific discovery Time Series
— Unverified Innovations Autoencoder and its Application in One-class Anomalous Sequence Detection Jun 23, 2021 Anomaly Detection Gaussian Processes
— Unverified Continuous-Time Deep Glioma Growth Models Jun 23, 2021 Time Series Time Series Analysis
Code Code Available Machine learning structure preserving brackets for forecasting irreversible processes Jun 23, 2021 BIG-bench Machine Learning Form
— Unverified Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical Model Jun 23, 2021 Cloud Removal Image Restoration
Code Code Available Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders Jun 23, 2021 Representation Learning Speech Enhancement
Code Code Available Approximate Bayesian Computation with Path Signatures Jun 23, 2021 Time Series Time Series Analysis
Code Code Available STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning Jun 23, 2021 Self-Supervised Learning Super-Resolution
Code Code Available Serial-EMD: Fast Empirical Mode Decomposition Method for Multi-dimensional Signals Based on Serialization Jun 22, 2021 Time Series Analysis
— Unverified Residual Networks as Flows of Velocity Fields for Diffeomorphic Time Series Alignment Jun 22, 2021 Time Series Time Series Alignment
— Unverified Spliced Binned-Pareto Distribution for Robust Modeling of Heavy-tailed Time Series Jun 21, 2021 Anomaly Detection Time Series
Code Code Available Attention-based Neural Network for Driving Environment Complexity Perception Jun 21, 2021 object-detection Object Detection
— Unverified Neural Controlled Differential Equations for Online Prediction Tasks Jun 21, 2021 Irregular Time Series Prediction
Code Code Available A mathematical perspective on edge-centric brain functional connectivity Jun 20, 2021 Functional Connectivity Time Series
Code Code Available Experimentally testable whole brain manifolds that recapitulate behavior Jun 20, 2021 Causal Inference Time Series
— Unverified Progressive Modality Reinforcement for Human Multimodal Emotion Recognition From Unaligned Multimodal Sequences Jun 19, 2021 Emotion Recognition Multimodal Emotion Recognition
— Unverified GPLA-12: An Acoustic Signal Dataset of Gas Pipeline Leakage Jun 19, 2021 Fault Detection Fault Diagnosis
Code Code Available TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
Code Code Available pyWATTS: Python Workflow Automation Tool for Time Series Jun 18, 2021 Time Series Time Series Analysis
Code Code Available Combining Pseudo-Point and State Space Approximations for Sum-Separable Gaussian Processes Jun 18, 2021 Epidemiology Gaussian Processes
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