Laplace approximation in sparse Bayesian learning for structural damage detection

•Sparse damage is detected accurately through sparse Bayesian learning.•The analytical solutions of the damage index and hyper-parameters are obtained using the Laplace approximation technique.•The present technique is efficient without using hierarchical models or numerical sampling. The Bayesian t...

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