Research Article
CEnsLoc: Infrastructure-Less Indoor Localization Methodology Using GMM Clustering-Based Classification Ensembles
Table 3
Tenfold cross-validated performance comparison of CEnsLoc in terms of training and response time (seconds).
| Time (sec) | Training time (10-fold) | Avg. training time (1-fold) | Response time dataset | Response time (1 sample) |
| k-NN | — | — | 1.97 | 1.70E − 04 | ANN | 267.20 | 26.72 | 0.18 | 1.41E − 04 | K | — | — | 103.09 | 8.17E − 02 | FURIA | 158.7 | 15.8 | 0.03 | 2.05E − 05 | DeepLearning4J | 755.59 | 75.5 | 0.09 | 6.82E − 05 | CEnsLoc | 140.07 | 14.007 | 2.35 | 2.08E − 04 |
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