Hybrid intelligence for environmental pollution: biodegradability assessment of organic compounds through multimodal integration of graph attention networks and QSAR models

Computer Science

• Graph Attention Network 100%
• Quantitative Structure 100%
• Relationship Model 100%
• Stacking Approach 40%
• Extreme Gradient Boosting 20%
• Random Decision Forest 20%
• Performance Metric 20%
• Ensemble Learning 20%
• Domain Knowledge 20%
• Informed Decision 20%
• Validation Set 20%
• Weighted Average 20%
• Individual Model 20%
• Computational Method 20%
• Gradient Boosting 20%
• Inherent Complexity 20%
• Graph Convolutional Network 20%
• Data Domain 20%
• Regulatory Compliance 20%
• Assessing Risk 20%
• Data Availability 20%

Earth and Planetary Sciences

• Quantitative Structure Activity Relation 100%

Biochemistry, Genetics and Molecular Biology

• Graph Convolutional Network 25%