Proportional Selection in Networks

ArXi:2502.03545v2 Announce Type: replace-cross We address the problem of selecting $k$ representative nodes from a network, aiming to achieve two objectives: identifying the most influential nodes and ensuring the selection proportionally reflects the network's diversity. We propose two approaches to accomplish this, analyze them theoretically, and nstrate their effectiveness through a series of experiments.