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Information Science and Statistics

Computational Methods in Biometric Authentication

Statistical Methods for Performance Evaluation

Authors: Schuckers, Michael E.

  • Provides a statistical methodology for the most common biometric performance metrics
  • Presents methods for comparison of two or more biometric performance metrics
  • Introduces a new bootstrap methodology for FMR and ROC curve estimation
  • Offers more than 120 examples
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eBook $149.00
price for USA
  • ISBN 978-1-84996-202-5
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Download immediately after purchase
Hardcover $189.00
price for USA
  • ISBN 978-1-84996-201-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $189.00
price for USA
  • ISBN 978-1-4471-2566-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

Biometrics, the science of using physical traits to identify individuals, is playing an increasing role in our security-conscious society and across the globe. Biometric authentication, or bioauthentication, systems are being used to secure everything from amusement parks to bank accounts to military installations. Yet developments in this field have not been matched by an equivalent improvement in the statistical methods for evaluating these systems.

Compensating for this need, this unique text/reference provides a basic statistical methodology for practitioners and testers of bioauthentication devices, supplying a set of rigorous statistical methods for evaluating biometric authentication systems. This framework of methods can be extended and generalized for a wide range of applications and tests.

This is the first single resource on statistical methods for estimation and comparison of the performance of biometric authentication systems. The book focuses on six common performance metrics: for each metric, statistical methods are derived for a single system that incorporates confidence intervals, hypothesis tests, sample size calculations, power calculations and prediction intervals. These methods are also extended to allow for the statistical comparison and evaluation of multiple systems for both independent and paired data.

Topics and features:

  • Provides a statistical methodology for the most common biometric performance metrics: failure to enroll (FTE), failure to acquire (FTA), false non-match rate (FNMR), false match rate (FMR), and receiver operating characteristic (ROC) curves
  • Presents methods for the comparison of two or more biometric performance metrics
  • Introduces a new bootstrap methodology for FMR and ROC curve estimation
  • Supplies more than 120 examples, using publicly available biometric data where possible
  • Discusses the addition of prediction intervals to the bioauthentication statistical toolset
  • Describes sample-size and power calculations for FTE, FTA, FNMR and FMR

Researchers, managers and decisions makers needing to compare biometric systems across a variety of metrics will find within this reference an invaluable set of statistical tools. Written for an upper-level undergraduate or master's level audience with a quantitative background, readers are also expected to have an understanding of the topics in a typical undergraduate statistics course.

Dr. Michael E. Schuckers is Associate Professor of Statistics at St. Lawrence University, Canton, NY, and a member of the Center for Identification Technology Research.

Table of contents (9 chapters)

Buy this book

eBook $149.00
price for USA
  • ISBN 978-1-84996-202-5
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Download immediately after purchase
Hardcover $189.00
price for USA
  • ISBN 978-1-84996-201-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $189.00
price for USA
  • ISBN 978-1-4471-2566-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Computational Methods in Biometric Authentication
Book Subtitle
Statistical Methods for Performance Evaluation
Authors
Series Title
Information Science and Statistics
Copyright
2010
Publisher
Springer-Verlag London
Copyright Holder
Springer-Verlag London Limited
eBook ISBN
978-1-84996-202-5
DOI
10.1007/978-1-84996-202-5
Hardcover ISBN
978-1-84996-201-8
Softcover ISBN
978-1-4471-2566-2
Series ISSN
1613-9011
Edition Number
1
Number of Pages
XXV, 317
Topics