Mengtong Hu

Online Learning and Inference for Cox Proportional Hazards Model Using Renewable Sieve Estimation

Online learning for the Cox model is challenging because its partial likelihood is non-decomposable, with each risk set requiring a summation over all samples. We propose Collaborative Operation of Linked Survival Analysis (COLSA), an online learning framework that replaces the partial likelihood wi…