TY - ECHAP AU - Piotr Gawron AU - Przemysław Głomb AU - Jaroslaw Miszczak AU - Zbigniew Puchała AU - Tadeusz Czachórski AU - Stanisław Kozielski AU - Urszula Stańczyk AB - We present the application of Principal Component Analysis for data acquired during the design of a natural gesture interface. We investigate the concept of an eigengesture for motion capture hand gesture data and present the visualisation of principal components obtained in the course of conducted experiments. We also show the influence of dimensionality reduction on reconstructed gesture data quality. BT - Man-Machine Interactions 2 CY - Berlin / Heidelberg LA - eng N1 - arXiv:1105.1293 N2 - We present the application of Principal Component Analysis for data acquired during the design of a natural gesture interface. We investigate the concept of an eigengesture for motion capture hand gesture data and present the visualisation of principal components obtained in the course of conducted experiments. We also show the influence of dimensionality reduction on reconstructed gesture data quality. PB - Springer PP - Berlin / Heidelberg PY - 2011 SN - 978-3-642-23168-1 EP - 49–56 T2 - Man-Machine Interactions 2 TI - Eigengestures for natural human computer interface ER -