less activity rec
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@@ -61,7 +61,7 @@ For example, most mobile devices restrict the \docWIFI{} module to update only e
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\caption[An example of the occurrence of a multimodal distribution.]{
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An example of the occurrence of a multimodal distribution.
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At time $t-1$ the floor is separated by a wall and the distribution (coloured circle), splits apart.
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The most likely position (green line) is estimated somewhere in-between. After a right turn, the distribution slowly starts to recover its unimodality.}
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The approximated position (green line) is estimated somewhere in-between. After a right turn, the distribution slowly starts to recover its unimodality.}
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\label{fig:multimodalPath}
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\end{figure}
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%
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@@ -86,7 +86,7 @@ forward-backward smoothing \cite{doucet2000} and backward simulation \cite{Godsi
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Within this work, we investigate the benefits and drawbacks of those techniques using a conventional localisation system \cite{Ebner-16}.
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We provide both fixed-lag and fixed-interval smoothing as well as a novel approach for incorporating them easily within the localisation procedure.
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Additionally, we enrich the state transition model with an activity recognition to distinguish between walking, standing and walking stairs.
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%Additionally, we enrich the state transition model with an activity recognition to distinguish between walking, standing and walking stairs.
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The main goal is to solve the above-mentioned problems and to investigate new possibilities for even more advanced systems.
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All of our contributions are supported by an extensive experimental evaluation.
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