TY - GEN
T1 - Use of language as a cognitive biometric trait
AU - Pokhriyal, Neeti
AU - Nwogu, Ifeoma
AU - Govindaraju, Venugopal
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2014/12/23
Y1 - 2014/12/23
N2 - This paper investigates whether the cognitive state of a person can be learnt and used as a novel biometric trait. We explore the idea of using language written by an author, as his/her cognitive fingerprint. The dataset consists of millions of blogs written by thousands of authors on the internet. Our proposed method learns a classifier that can distinguish between genuine and impostor authors. Our results are encouraging (we report 72% Area under the ROC curve) and show that users do have a distinctive linguistic style, which is evident even when analyzing a corpora as large and diverse as the internet. When we tested on new authors that the system had never encountered before, our methodology correctly identified genuine authors with 78% accuracy and impostors with 76% accuracy.
AB - This paper investigates whether the cognitive state of a person can be learnt and used as a novel biometric trait. We explore the idea of using language written by an author, as his/her cognitive fingerprint. The dataset consists of millions of blogs written by thousands of authors on the internet. Our proposed method learns a classifier that can distinguish between genuine and impostor authors. Our results are encouraging (we report 72% Area under the ROC curve) and show that users do have a distinctive linguistic style, which is evident even when analyzing a corpora as large and diverse as the internet. When we tested on new authors that the system had never encountered before, our methodology correctly identified genuine authors with 78% accuracy and impostors with 76% accuracy.
UR - https://www.scopus.com/pages/publications/84921762900
U2 - 10.1109/BTAS.2014.6996291
DO - 10.1109/BTAS.2014.6996291
M3 - Conference contribution
AN - SCOPUS:84921762900
T3 - IJCB 2014 - 2014 IEEE/IAPR International Joint Conference on Biometrics
BT - IJCB 2014 - 2014 IEEE/IAPR International Joint Conference on Biometrics
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd IEEE/IAPR International Joint Conference on Biometrics, IJCB 2014
Y2 - 29 September 2014 through 2 October 2014
ER -