Incremental Spectral Clustering and Its Application To Topological Mapping

@article{Valgren2007IncrementalSC,
  title={Incremental Spectral Clustering and Its Application To Topological Mapping},
  author={Christoffer Valgren and Tom Duckett and Achim J. Lilienthal},
  journal={Proceedings 2007 IEEE International Conference on Robotics and Automation},
  year={2007},
  pages={4283-4288}
}
This paper presents a novel use of spectral clustering algorithms to support cases where the entries in the affinity matrix are costly to compute. The method is incremental - the spectral clustering algorithm is applied to the affinity matrix after each row/column is added - which makes it possible to inspect the clusters as new data points are added. The method is well suited to the problem of appearance-based, on-line topological mapping for mobile robots. In this problem domain, we show that… CONTINUE READING
Highly Cited
This paper has 82 citations. REVIEW CITATIONS
47 Citations
15 References
Similar Papers

Citations

Publications citing this paper.
Showing 1-10 of 47 extracted citations

82 Citations

01020'09'12'15'18
Citations per Year
Semantic Scholar estimates that this publication has 82 citations based on the available data.

See our FAQ for additional information.

References

Publications referenced by this paper.
Showing 1-10 of 15 references

Similar Papers

Loading similar papers…