Abstract: A method for observing social network propagation commences by establishing a graph of the social network, the graph having nodes and edges. Thereafter a graph prior is determined that reflects the graph's structure. A set of edge probabilities between nodes in the graph is iteratively optimized a using the graph prior, wherein each of said edge probabilities represents a probability of a first node influencing a second node.