Handwriting: Feature Correlation Analysis for Biometric Hashes

نویسندگان

  • Claus Vielhauer
  • Ralf Steinmetz
چکیده

In the application domain of electronic commerce, biometric authentication can provide one possible solution for the key management problem. Besides server-based approaches, methods of deriving digital keys directly from biometric measures appear to be advantageous. In this paper, we analyze one of our recently published specific algorithms of this category based on behavioral biometrics of handwriting, the biometric hash. Our interest is to investigate to which degree each of the underlying feature parameters contributes to the overall intrapersonal stability and interpersonal value space. We will briefly discuss related work in feature evaluation and introduce a new methodology based on three components: the intrapersonal scatter (deviation), the interpersonal entropy, and the correlation between both measures. Evaluation of the technique is presented based on two data sets of different size. The method presented will allow determination of effects of parameterization of the biometric system, estimation of value space boundaries, and comparison with other feature selection approaches.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Biometric hashing for handwriting: entropy-based feature selection and semantic fusion

Some biometric algorithms lack of the problem of using a great number of features, which were extracted from the raw data. This often results in feature vectors of high dimensionality and thus high computational complexity. However, in many cases subsets of features do not contribute or with only little impact to the correct classification of biometric algorithms. The process of choosing more d...

متن کامل

Advanced Studies on Reproducibility of Biometric Hashes

The determination of hashes based on biometric data is a recent topic in biometrics as it allows to handle biometric templates in a privacy manner. Two main applications are the generation of secure biometric templates and cryptographic keys. Depending on these applications, there are different requirements with regard to possible errors. On one side, authentication performance based on biometr...

متن کامل

Multi-Biometric Person Authentication System Using Speech, Signature And Handwriting Features

-------------------------------------------------------------ABSTRACT-------------------------------------------------------Biometric Technologies are automated methods for verifying or recognizing the identity of a living person based on physiological or behavioral characteristics. Multimodal Biometric Systems are those which utilize more than one physiological or behavioral characteristic for...

متن کامل

Feature Selection on Handwriting Biometrics: Security Aspects of Artificial Forgeries

A lot of improvements were introduced lately in order to increase the verification performance of biometric user authentication systems. One method, besides many others, is the selection of specific features for each user during the verification process. In this paper we present a security analysis of a user specific bit mask vector, which was originally introduced to improve verification perfo...

متن کامل

The Effectiveness of Generative Attacks on an Online Handwriting Biometric

The traditional approach to evaluating the performance of a behavioral biometric such as handwriting or speech is to conduct a study involving human subjects (näıve and/or skilled “forgers”) and report the system’s False Reject Rate (FRR) and False Accept Rate (FAR). In this paper, we examine a different and perhaps more ominous threat: the possibility that the attacker has access to a generati...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • EURASIP J. Adv. Sig. Proc.

دوره 2004  شماره 

صفحات  -

تاریخ انتشار 2004