For this project, we attempt to develop a solution that identifies the optimal group of people to invite to a party, where the objective of the party is to encourage the development of new connections between guests. We also attempt to identify the handful of people who must commit to attend the party first, in order to maximize yield (positive response rate) from the remaining invitees, while minimizing the time/effort spent by the host.