Reyan Ahmed
Scholar

Reyan Ahmed

Google Scholar ID: FoFMJhoAAAAJ
University of Arizona
Graph AlgorithmsNetwork VisualizationData Science
Citations & Impact
All-time
Citations
402
 
H-index
11
 
i10-index
12
 
Publications
20
 
Co-authors
33
list available
Resume (English only)
Research Experience
  • Conducting research on graph spanners, with emphasis on single-level weighted additive spanners and multi-level spanners
  • Developing scalable visualizations for large networks using multi-level spanners and layout algorithms
  • Designing a tree layout algorithm that avoids edge crossings and label overlaps while preserving compactness and edge lengths, extended to general graphs
  • Applying GNNs to solve NP-complete graph problems, currently focusing on Steiner tree computation
  • Building a gradient descent-based optimization framework that jointly optimizes stress, edge crossings, crossing angles, and upwardness for DAGs
  • Studying the online facility assignment problem on graphs/planes/lines with capacity constraints, designing deterministic and randomized algorithms with game-theoretic analysis