A Mobile Application for Easy Design and Testing of Algorithms to Monitor Physical Activity in the Workplace

Table 5

Taxonomy of classifiers proposed in state-of-the-art HAR systems.

Type	Classifiers
Decision tree	C4.5, ID3, REPTree [47]
Bayesian	Naïve Bayes and Bayesian networks [48]
Instance based	-Nearest neighbors [49]
Neural networks	Multilayer Perceptron [50]
Domain transform	Support Vector Machines [51]
Fuzzy logic	Fuzzy basis function, fuzzy inference system [52, 53]
Regression methods	MLR, ALR [33, 54]
Markov models	Hidden Markov Models (HMM), conditional random fields [55]
Classifier ensembles	Boosting and bagging [56, 57]