Title :
Visualizing Human Behavioral Features based on Signature Haptic Data
Author :
Iglesias, Rosa ; Orozco, Mauricio ; Valdes, Julio J. ; El Saddik, Abdulmotaleb
Author_Institution :
lkerlan Technol. Res. Centre, Arrastate-Mondragon
Abstract :
Haptic technology refers to the technology that connects the user to a computerized system via the sense of touch by applying forces, vibrations and/or motions to the user. With this technology it is possible to measure and record haptic data generated directly as users interact with the system. Haptics can be seen as a mechanism to extract behavioral features that characterize a biometric profile for an identity authentication process. Generally, the haptic data captured during an individual interaction are very large (measured every few milliseconds) and with a high number of attributes (position, velocity, force, angular orientation of the end-effector and torque data, among others). Therefore, the behavioral haptic data that describe users are defined in terms of a large number of features, which adds complexity to the analysis. It is desirable to find a 3D virtual representation that shows the similarity of a user´s haptic data during different trials, as well as the existing relationship among other users´ features. In this paper, through this approach and with data collected from a multimodal system for signing a virtual cheque, interesting patterns and relationships, which are somewhat hidden in the original data, are described for individual authentication.
Keywords :
digital signatures; end effectors; haptic interfaces; virtual reality; 3D virtual representation; biometric profile; end-effector; haptic technology; human behavioral features; identity authentication process; multimodal system; signature haptic data; torque data; virtual cheque; Authentication; Biometrics; Data mining; Data visualization; Feature extraction; Force measurement; Haptic interfaces; Humans; Position measurement; Torque measurement; Biometrics; Data Visualization; E.0 [Data]: General; Haptics; I.1 [Computing Methodologies]: Symbolic and Algebraic Manipulation; I.3.7 [Computer Graphics]: Three-Dimensional Graphics and Realism - Virtual Reality; I.5 [Computing Methodologies]: Pattern Recognition; Pattern Recognition; Visual Data Mining;
Conference_Titel :
Haptic interfaces for virtual environment and teleoperator systems, 2008. haptics 2008. symposium on
Conference_Location :
Reno, NE
Print_ISBN :
978-1-4244-2005-6
DOI :
10.1109/HAPTICS.2008.4479992