Mobile Information Systems / 2018 / Article / Tab 1

Research Article

CEnsLoc: Infrastructure-Less Indoor Localization Methodology Using GMM Clustering-Based Classification Ensembles

Table 1

A comparison of performance measures of various classification algorithms for Wi-Fi-based position estimation.

AlgorithmTime to build model (sec)AccuracyKappa statisticRMSEPrecisionRecallF1MCCROC area

Multilayer perceptron25.8497.050.960.060.970.970.970.960.99
Dl4jMlp classifier26.31940.930.080.940.940.940.930.99
Naive Bayes0.0289.790.880.120.910.890.890.890.99
AdaBoost with decision stump0.136.810.

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