Machine Learning Regression-Driven Improved Step Length Estimator with Smartphone Accelerometry: A Comparative Performance Study
This study proposes a regression-based SLE framework employing eight regression algorithms: linear regression (LR), k-nearest neighbors, support vector machine, decision tree, elastic network, random forest, histogram-based gradient boosting (HGB) regressor, and artificial neural network (ANN).