Fig. 1

Predictive performance of models for each of the four LCPs (Period, Repeats, Order and Timing). Model performance, measured by AUPRC scores, shown for each of the three patterns that fall within each LCP. All the AUPRC scores that resulted in each of the three different seeds used to control model training and hyperparameter optimisation are shown. Boxes show the interquartile range, midpoints depict the median values and whiskers show the minimum and maximum values excluding outliers. LR = logistic regression, XGB = XGBoost, MLF = MLSTM-FCN, IT = InceptionTime, LSTMA = LSTMAttention