Truly Incremental Locally Linear Embedding

Document type:: Konferenzbeitrag
Contribution type:: Vortrag / Präsentation
Author(s):: Schuon, Sebastian; Durković, Marko; Diepold, Klaus; Scheuerle, Jürgen; Markward, Stefan
Title:: Truly Incremental Locally Linear Embedding
Abstract:: We describe an incremental version of the Locally Linear Embedding (LLE) method for manifold learning. Such an incremental LLE algorithm is suitable for real time application, where measurement data is coming in continuously. We are able to incrementally calculate embeddings which provide the same level of accuracy as the original LLE algorithm. For situations where data is appended constantly, the proposed algorithm achieves a signiﬁcant speed up.
Book / Congress title:: CoTeSys 1st International Workshop on Cognition for Technical Systems
Year:: 2008
Year / month:: 2008-10
Month:: Oct
Pages:: 5
Reviewed:: ja
Language:: en
Semester:: SS 02
TUM Institution:: Lehrstuhl für Datenverarbeitung
Format:: Text
BibTeX

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