Data Augmentation and Class Imbalance Compensation Using CTGAN to Improve Gas Detection Systems

Keyphrases

• Machine Learning Models 100%
• Class Imbalance 100%
• Data Augmentation 100%
• Conditional Generative Adversarial Network (cGAN) 100%
• Unbalance Compensation 100%
• Gas Sensing System 100%
• Support Vector Machine 25%
• Classification Accuracy 25%
• Multilayer Perceptron 25%
• Sensor Data 25%
• Innovative Methodology 25%
• Sensor Drift 25%
• Environmental Monitoring 25%
• Accurate Classification 25%
• Tabular Data 25%
• Synthetic Data Generation 25%
• Gas Sensor Array 25%
• Data Compensation 25%

Computer Science

• Generative Adversarial Networks 100%
• Class Imbalance 100%
• Data Augmentation 100%
• Machine Learning Model 100%
• Support Vector Machine 25%
• Classification Accuracy 25%
• Multilayer Perceptron 25%
• Synthetic Data Generation 25%

Chemical Engineering

• Learning System 100%
• Data Augmentation 100%
• Multilayer Neural Networks 25%
• Support Vector Machine 25%