Missing Data in Traffic Estimation: A Variational Autoencoder Imputation Method

Keyphrases

• Missing Data 100%
• Imputation Methods 100%
• Traffic Measurement 100%
• Variational Autoencoder 100%
• Traffic Forecasting 66%
• Data Compression 33%
• Data Distribution 33%
• Data Augmentation 33%
• Preprocessing Techniques 33%
• Neural Network Method 33%
• Deep Neural Network 33%
• Estimation Accuracy 33%
• Sensor Failure 33%
• Traffic Data 33%
• System Failure 33%
• Data Imputation 33%
• Forecast Performance 33%
• Forecasting System 33%
• Road Traffic Forecasting 33%
• Traffic Classification 33%
• Unsupervised Data 33%
• Data Traffic 33%
• Affect Estimation 33%
• Latent Space 33%

Computer Science

• Autoencoder 100%
• Data Compression 33%
• Estimation Accuracy 33%
• Neural Network Approach 33%
• Unsupervised Data 33%
• Preprocessing Step 33%
• Traffic Classification 33%
• Data Augmentation 33%
• Data Distribution 33%
• Deep Neural Network 33%

Engineering

• Autoencoder 100%
• Processing Step 33%
• Road 33%
• Traffic Data 33%
• Neural Network Approach 33%
• Deep Neural Network 33%