Empirical risk minimization is consistent with the mean absolute percentage error
We study in this paper the consequences of using the Mean Absolute Percentage Error (MAPE) as a measure of quality for regression models. We show that finding the best model under the MAPE is equivalent to doing weighted Mean Absolute Error (MAE) regression.
de Myttenaere, Arnaud +2 more
openaire +3 more sources
Case study in evaluating time series prediction models using the relative mean absolute error. [PDF]
Reich NG +5 more
europepmc +1 more source
Symphysis-Fundal height measurements in estimating birth-Weight
Objective: To describe the derivation, accuracy, and limitations of a new formula for estimating birth-weight using symphysiofundal height measurement in centimetres. Methods: The derivation of the formula was described.
H E Onah, P O Nkwo
doaj
SpaiNN: equivariant message passing for excited-state nonadiabatic molecular dynamics. [PDF]
Mausenberger S +5 more
europepmc +1 more source
DP5 without DFT: uncertainty-calibrated graph neural net accelerates structure confirmation <i>via</i> NMR. [PDF]
Kotlyarov R, Howarth A, Goodman JM.
europepmc +1 more source
Redefining multi-target weather forecasting with a novel deep learning model: Hierarchical temporal convolutional long short-term memory with attention (HTC-LSTM-Attn) in Bangladesh. [PDF]
Kabir MA, Chakma C.
europepmc +1 more source
Spherical equivalent prediction analysis in intraocular lens power calculations using Barrett Universal II formula variations. [PDF]
Figueiredo I +3 more
europepmc +1 more source
Deep Learning for Age Estimation and Sex Prediction Using Mandibular-Cropped Cephalometric Images: Comparative Model Development and Validation Study. [PDF]
Handayani VW +5 more
europepmc +1 more source
Comparison of machine learning models for hemoglobin prediction in patients undergoing maintenance hemodialysis. [PDF]
Xie T +10 more
europepmc +1 more source
Evaluation of 7 modern IOL power calculation formulas in two PARTIAL-Range of Field IOL designs and a new constant optimization method. [PDF]
Zhu M, Zeng Z, Zhang Z, Zhang G.
europepmc +1 more source

