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The camera records the user's<jats:italic>static<\/jats:italic>hand pose and palm center<jats:italic>dynamic<\/jats:italic>motion trajectory. Both static pose and dynamic trajectory are used independently to provide commands to the interface. The sketches\/symbols formed by palm center trajectory is recognized by the Support Vector Machine classifier. Sketch\/symbol recognition process is based on a set of geometrical and statistical features. Static hand pose recognizer is incorporated to expand the functionalities of our system. Static hand pose recognizer is used in conjunction with sketch classification algorithm to develop a robust and effective system for natural and intuitive interaction. To evaluate the performance of the system user studies were performed on multiple participants. 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