Intelligent biometric pattern password authentication systems for touchscreens

作者:

Highlights:

• We introduced several methods of pattern password authentication for touchscreens.

• We designed a touchscreen user interface and we collected touch durations.

• As the classifier algorithms we used ANN, ANFIS and RGB Histogram methods.

• 80 real attempts and 80 fraud attempts from 10 users are operated.

• We achieved EER of 8.75% for ANN, 2.5% for ANFIS, 7.5% for RGB Histogram.

摘要

•We introduced several methods of pattern password authentication for touchscreens.•We designed a touchscreen user interface and we collected touch durations.•As the classifier algorithms we used ANN, ANFIS and RGB Histogram methods.•80 real attempts and 80 fraud attempts from 10 users are operated.•We achieved EER of 8.75% for ANN, 2.5% for ANFIS, 7.5% for RGB Histogram.

论文关键词:Biometric authentication,Touch pattern,Neural networks,Adaptive neurofuzzy,RGB Histograms

论文评审过程:Available online 30 April 2015, Version of Record 15 May 2015.

论文官网地址:https://doi.org/10.1016/j.eswa.2015.04.052