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tk-yasuno / markov_hazard_fedavg

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Federated benchmark estimation of bridge deterioration transition probabilities using a Continuous-Time Markov Chain (CTMC) hazard model trained with FedAvg. Raw inspection records never leave each client (municipality). Only 12-dimensional gradient vectors are communicated per round.

markov-chain infrastructure-management survival-analysis ctmc federated-learning hazard-model fedavg bridge-deterioration
  • Updated Feb 21, 2026
  • Python

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