Towards a natural gesture interface: LDA-based gesture separability

Computer Science – Human-Computer Interaction

Scientific paper

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13 pages, 2 figures

Scientific paper

The goal of this paper is to analyse a method of validating a subset of gestures to be used as elements of a HCI interface. We investigate the applicability of LDA for gesture data dimensionality reduction. An Gesture mutual separability analysis of a diverse dataset of 22 natural gestures captured with two motion-capture devices is provided. Fisher criterion is used to produce measures of class separability and class overlap.

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