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Use of language as a cognitive biometric trait

  • SUNY Buffalo

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

7 Scopus citations

Abstract

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.

Original languageEnglish
Title of host publicationIJCB 2014 - 2014 IEEE/IAPR International Joint Conference on Biometrics
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781479935840
DOIs
StatePublished - Dec 23 2014
Event2nd IEEE/IAPR International Joint Conference on Biometrics, IJCB 2014 - Clearwater, United States
Duration: Sep 29 2014Oct 2 2014

Publication series

NameIJCB 2014 - 2014 IEEE/IAPR International Joint Conference on Biometrics

Conference

Conference2nd IEEE/IAPR International Joint Conference on Biometrics, IJCB 2014
Country/TerritoryUnited States
CityClearwater
Period09/29/1410/2/14

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