Innovative Research Design Solutions
We specialize in advanced research methodologies, integrating social media data to enhance predictive modeling and community detection through hybrid architectures.
Our Research Phases
Our approach includes data integration, model design, experimental evaluation, and interpretability analysis to uncover insights from complex social interactions.
Advanced Research Models
We provide innovative solutions for complex data analysis and model architecture design.
Data Collection Phase
Integrating social media datasets for hypergraph and complex representations.
Model Architecture Design
Hybrid models combining hypergraph neural networks and transformers for enhanced insights.
Experimental Evaluation
Multi-task learning framework for performance evaluation in relationship prediction and community detection.