§Largescale
nonconvex problem
§Statistical relaxation: slow
§Graduated NonConvexity: LS
initialization, scales control annealing
§Our
strategy
§Fastest descent
§3-step graduated optimization
§Two sub-optimal formulations
§Provide robust initial estimates
§Gradually learn the local parameters