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RISNovel Sparse Bayesian Learning and Its Application to Ground Motion Pattern Recognition
Publisher: American Society of Civil Engineers
Abstract: A novel sparse Bayesian learning for correlated error (SBL-CE) algorithm is proposed to automatically search for an optimal model class with relevance features in regression problems of pattern recognition based on measured ...
Stable Robust Extended Kalman Filter
Publisher: American Society of Civil Engineers
Abstract: In this paper, a stable and robust filter is proposed for structural identification. This filter resolves the instability problems of the traditional extended Kalman filter (EKF). Instead of ad hoc assignment of the noise ...
Bayesian Learning–Based Data Analysis of Uniaxial Compressive Strength of Rock: Relevance Feature Selection and Prediction Reliability Assessment
Publisher: ASCE
Abstract: Estimation on the uniaxial compressive strength (UCS) of rock is an important issue in geotechnical engineering. Empirical relation establishment for UCS estimation is particularly favorable since core sample measurement ...