High-order interaction modeling in social network analysis

Innovative Research Design Solutions

We specialize in advanced research design, integrating social media datasets and developing hybrid models to enhance understanding of complex networks and relationships through innovative methodologies and experimental evaluations.

Transforming Data into Insights

Empowering Research Through Innovation

Our approach combines hypergraph neural networks and transformers, focusing on multi-task learning to improve predictions and community detection, while ensuring interpretability through advanced attention mechanisms and analysis techniques.

Advanced Research Solutions

We specialize in innovative data-driven research design and model architecture for complex networks.

Data Collection Expertise

Integrating diverse datasets for comprehensive hypergraph representations and preprocessing techniques.

Model Architecture Design

Developing hybrid models to capture network topology and semantic information effectively.

Experimental Evaluation Framework

Multi-task learning for performance evaluation in relationship prediction and community detection.

Research Design

Integrating datasets to analyze higher-order interactions in social media.

Model Architecture

Developing hybrid models to capture network topology and semantics effectively.

Evaluation Framework

Designing multi-task learning frameworks for performance evaluation in community detection and information propagation.