Sensors · 2017 · 70 citations · 36 references
ComputingInformation TechnologyMobile ComputingMobile SystemsSensor FusionIndoor LocalizationLocation AnalysisMobile SensingIndoor NavigationInside InformationLocation PositioningLocation SensingNavigationReference Data Comparison
This paper presents the analysis and discussion of the off-site localization competition track, which took place during the Seventh International Conference on Indoor Positioning and Indoor Navigation (IPIN 2016). Five international teams proposed different strategies for smartphone-based indoor positioning using the same reference data. The competitors were provided with several smartphone-collected signal datasets, some of which were used for training (known trajectories), and others for evaluating (unknown trajectories). The competition permits a coherent evaluation method of the competitors' estimations, where inside information to fine-tune their systems is not offered, and thus provides, in our opinion, a good starting point to introduce a fair comparison between the smartphone-based systems found in the literature. The methodology, experience, feedback from competitors and future working lines are described.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Nearest neighbor pattern classification
Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 16.1K citations
Location systems for ubiquitous computing
Jeffrey Hightower, G. Borriello · Computer · 2001 · 3K citations
Computing, Information Technology, Geographic Information Systems +15