Staff
Publication details for Dr Jochen Einbeck
Einbeck, Jochen, Tutz, Gerhard & Evers, Ludger (2005). Exploring Multivariate Data Structures with Local Principal Curves. 28th Annual Conference of the German Classification Society, Magedeburg, Germany, Springer-Verlag.- Publication type: Edited works: conference proceedings
- View online: Online version
- Durham research online: DRO record
Author(s) from Durham
Abstract
A new approach to find the underlying structure of a multidimensional data cloud is proposed, which is based on a localized version of principal components analysis. More specifically, we calculate a
series of local centers of mass and move through the data in directions given by the first local principal axis.
One obtains a smooth ``local principal curve'' passing through the "middle" of a multivariate data cloud. The concept adopts to branched curves by considering the second local principal axis. Since the algorithm is based on a simple eigendecomposition, computation is fast and easy.