Bayesian inference in the space of topological maps
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269 citations
Cites background from "Bayesian inference in the space of ..."
..., 2004), Bayesian inference (Ranganathan et al., 2006), and the semantic approach with place labelling (Friedman et al....
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244 citations
Cites background from "Bayesian inference in the space of ..."
...The visual appearance aspects of the work in Ranganathan et al. (2006) has a common ground with this paper—visual appearance is used to help close loops....
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198 citations
Cites methods from "Bayesian inference in the space of ..."
...(Ranganathan et al., 2005) for instance use Bayesian inference to find the topological structure that explains best a set of panoramic observations, while (Shatkay & Kaelbling, 1997) fit hidden Markov models to the data....
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189 citations
183 citations
Cites methods from "Bayesian inference in the space of ..."
...Topological mapping, in conjunction with bag-of-words place recognition, has also recently been placed on firm probabilistic ground (Ranganathan et al. 2006 Ranganathan 2008)....
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References
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"Bayesian inference in the space of ..." refers methods in this paper
...We now present a concrete implementation of the theory that uses the Metropolis–Hastings algorithm [19], a very general MCMC method, for performing the inference....
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"Bayesian inference in the space of ..." refers background in this paper
...Below we review relevant prior research in these areas....
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...We simply state the expression for the prior, given the total number of landmarks in the environment (including those not visited by the robot) (8) where is the number of measurements, is the number of distinct landmarks in the topology , and is a normalization constant....
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