Title :
One-handed Keystroke Biometric Identification Competition
Author :
Monaco, John V. ; Perez, Gonzalo ; Tappert, Charles C. ; Bours, Patrick ; Mondal, Soumik ; Rajkumar, Sudalai ; Morales, Aythami ; Fierrez, Julian ; Ortega-Garcia, Javier
Author_Institution :
Pace Univ., New York, NY, USA
Abstract :
This work presents the results of the One-handed Keystroke Biometric Identification Competition (OhKBIC), an official competition of the 8th IAPR International Conference on Biometrics (ICB). A unique keystroke biometric dataset was collected that includes freely-typed long-text samples from 64 subjects. Samples were collected to simulate normal typing behavior and the severe handicap of only being able to type with one hand. Competition participants designed classification models trained on the normally-typed samples in an attempt to classify an unlabeled dataset that consists of normally-typed and one-handed samples. Participants competed against each other to obtain the highest classification accuracies and submitted classification results through an online system similar to Kaggle. The classification results and top performing strategies are described.
Keywords :
biometrics (access control); pattern classification; 8th IAPR International Conference on Biometrics; Kaggle; OhKBIC; classification models; freely-typed long-text samples; one-handed keystroke biometric identification competition; Accuracy; Authentication; Benchmark testing; Feature extraction; Keyboards; Presses; Training;
Conference_Titel :
Biometrics (ICB), 2015 International Conference on
Conference_Location :
Phuket
DOI :
10.1109/ICB.2015.7139076