nine different sampling methods for generating subgraphs that recover four structural characteristics of importance to … network. Via extensive simulations, we find that sampling methods differ substantially in their ability to recover network … characteristics. Traditional sampling procedures, such as random node sampling, result in poor subgraphs. When the focus is on …