We address the problem of selecting 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 demonstrate their effectiveness through a series of experiments.
View on arXiv@article{papasotiropoulos2025_2502.03545, title={ Proportional Selection in Networks }, author={ Georgios Papasotiropoulos and Oskar Skibski and Piotr Skowron and Tomasz Wąs }, journal={arXiv preprint arXiv:2502.03545}, year={ 2025 } }