Demystifying Deep Learning in Predictive Spatiotemporal Analytics: An Information-Theoretic Framework

Keyphrases

• Spatial Analytics 100%
• Deep Learning 100%
• Information Theoretic Framework 100%
• Analytic Task 71%
• I(2) 57%
• Deep Learning Model 42%
• Learnability 42%
• Information-theoretic Analysis 42%
• Model Learning 28%
• Spatio-temporal Dependencies 28%
• Information-based Learning 28%
• Synthetic Data 14%
• Learning Behavior 14%
• Learning Data 14%
• Model Design 14%
• Disease Prediction 14%
• Information Effect 14%
• Dependence Relationship 14%
• Comprehensive Framework 14%
• State-of-the-art Models 14%
• Spatiotemporal Scales 14%
• Model Information 14%
• Hidden Layer 14%
• Heterogeneous Data Sources 14%
• Deep Recurrent Neural Network 14%
• Integrative Effect 14%
• Forecast Prediction 14%
• Climate Forecast 14%
• Output Prediction 14%
• Traffic Prediction 14%
• Model Configuration 14%
• Input Module 14%
• Output Module 14%

Computer Science

• Deep Learning Method 100%
• Theoretic Framework 100%
• Deep Learning Model 75%
• Learning Capacity 75%
• Theoretic Analysis 75%
• Experimental Result 25%
• Synthetic Data 25%
• And-States 25%
• Integrate Data 25%
• Deep Recurrent Neural Network 25%
• Traffic Prediction 25%
• Configuration Model 25%
• Output Module 25%