Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting

Keyphrases

• Simplicial Complex 100%
• Curve-based 100%
• Time Series Forecasting 100%
• Convolution Network 100%
• Filtration Curve 100%
• Knowledge Representation 50%
• Graph Neural Network 50%
• Time-aware 50%
• Zigzag Persistence 50%
• Theoretical Properties 25%
• Monitoring System 25%
• Lower Order 25%
• Network Model 25%
• Traffic Flow 25%
• Main Components 25%
• Spatiotemporal 25%
• Neural Network Architecture 25%
• Computational Cost 25%
• Vector Autoregression 25%
• Computational Efficiency 25%
• Graph Representation 25%
• Underlying Topology 25%
• Health Informatics 25%
• Surface Air Temperature 25%
• Topological Information 25%
• Multivariate Time Series 25%
• Wind Energy 25%
• Network Interaction 25%
• Higher-order Networks 25%
• COVID-19 25%
• Wind Vector 25%
• Multivariate Time Series Forecasting 25%
• Temporal Applications 25%
• Urban Flow 25%
• Condition Information 25%
• Multiplex Graphs 25%
• Intrinsic Time 25%
• Flow Monitoring 25%
• Persistence Curves 25%
• Financial Analytics 25%
• Ethereum Blockchain 25%
• Biosurveillance 25%
• State-of-the-art Performance 25%
• Pairwise Relationship 25%
• Simplicial Neural Networks 25%
• Graph Neural Network Model 25%

Computer Science

• Simplicial Complex 100%
• Convolution 100%
• Graph Neural Network 75%
• Multivariate Time Series 50%
• Topological Knowledge 50%
• Neural Network 25%
• Monitoring System 25%
• Neural Network Architecture 25%
• Neural Network Model 25%
• Art Performance 25%
• Graph Representation 25%
• Computational Cost 25%
• Intrinsic Property 25%
• Blockchain 25%
• Interaction Order 25%
• Main Component 25%
• Ethereum 25%
• Computer Science 25%
• COVID-19 25%
• Health Care 25%
• Topology 25%

Mathematics

• Neural Network 100%
• simplicial complex σ 100%
• Convolution 100%
• Time Series Forecasting 100%
• Network Model 50%
• Computational Cost 25%
• Healthcare 25%
• Intrinsic Property 25%
• Blockchain 25%
• Topology 25%
• Time Series 25%
• Time Series Analysis 25%
• Vector Autoregressive Model 25%