Journal of Geotechnical and Geoenvironmental Engineering · 2021 · 12 citations · 23 references
EngineeringIndustrial EngineeringProject ManagementDecision AnalysisRisk AnalysisSafety EngineeringDeterministic Safety AnalysisProbabilistic Safety AssessmentLiquefactionLiquefaction AssessmentPredictive Safety AnalyticsProbabilistic Hazard AssessmentProbabilistic Safety AnalysisReceiver Operating Characteristic Analysis
In deterministic evaluations, liquefaction triggering potential is assessed by comparing the computed factor-of-safety (FS) against liquefaction triggering to some minimal acceptable FS. While some guidelines are available for selecting the minimal acceptable FS, there is no standard value. Herein, Receiver Operating Characteristic (ROC) analyses are used to develop an approach for selecting the optimal minimal acceptable FS (i.e., optimal FS) for a project based on the relative costs of mispredictions. Utilizing different liquefaction triggering models and their associated case-history databases, relationships are established between the optimal FS and the ratio of the cost of a false-positive prediction to the cost of a false-negative prediction (i.e., cost ratio, CR). Also, by combining the FS data from different models, a “generic” FS-CR relationship is developed that “averages out” the degree of conservatism inherent to the individual triggering models. Similarly, relationships relating the optimal probability of liquefaction triggering (PL) to CR are developed for the probabilistic variants of the triggering models, as well as a generic PL-CR curve.
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An introduction to ROC analysis
Tom Fawcett · Pattern Recognition Letters · 2005 · 21.3K citations
Kemal Önder Çetin, Raymond B. Seed, Armen Der Kiureghian et al. · Journal of Geotechnical and Geoenvironmental Engineering · 2004 · 647 citations · Full text