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. Author manuscript; available in PMC: 2023 Oct 1.
Published in final edited form as: IEEE Trans Biomed Eng. 2022 Sep 19;69(10):3205–3215. doi: 10.1109/TBME.2022.3163230

TABLE I.

The statistics of the prediction accuracy, number of model parameters and training set size of the MLHMs with/without PCA.

Dataset Model Number of Model Parameters Number of Training Data MAE Mean MAE Median MAE STD

HM PCA-MLHM 42,721 1,490 0.018 0.018 0.001
HM MLHM [2] 167,024 1,490 0.013 0.013 0.001
HM Restricted MLHM 88,074 1,490 0.020 0.021 0.001
CF PCA-MLHM 42,721 210 0.013 0.013 0.001
CF* MLHM [2] 167,024 2,247* 0.013 0.012 0.002
CF Restricted MLHM 88,074 210 0.017 0.017 0.003
*

HM was included to augment the training data [2]