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Showing 1 to 4 of 4 for “"OCSVM"”.
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Automated structural damage detection using one class machine learning
… which uses the one-class support vector machine (OCSVM) for damage detection and localisation is proposed. The OCSVM is a nonparametric machine learning method which can accurately classify new data points based only on data from the baseline condition of the structure. This methodology combines …
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Data Analytics and Machine Learning Applications in Fermentation Processes and Molecular Property Prediction
… including one-class support vector machine (OCSVM) and autoencoders (AEs), optimize as many hyperparameters as possible, and choose an open, user-friendly, and powerful Python platform called Optuna, a software platform to enable the parallel execution of hyperparameter optimization (HPO). We …
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Data analytics for stochastic control and prognostics in cyber-physical systems
… Then, another cyber fault prognosis based on OCSVM is proposed"--Abstract, page iv.
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Anomaly Detection for Smart Infrastructure: An Unsupervised Approach for Time Series Comparison
… process of a One Class Support Vector Machine (OCSVM) coupled with a Kernel Density Estimation (KDE) technique. The average Recall and Precision achieved on the same case study through this frame work was 74% and 57%. In comparison to the first, the second framework does not perform as well. …