Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
A Drug Recommendation System for Multi-disease in Health Care Using Machine Learning Read chapter Read first chapter

2021 | OriginalPaper | Chapter

Classification of Static Signature Based on Distance Measure Using Feature Selection

Authors : Subhash Chandra, Priyanka

Published in: Advances in Communication and Computational Technology

Publisher: Springer Nature Singapore

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, eigenvector-based moments are proposed for offline signature validation. Here, principal component analysis (PCA) and linear discriminant analysis (LDA) techniques are used for dimension reduction and generated eigenvector which is calculated using Euclidean distance. It measured the distance between two vectors having an equal size in 2-D space. A newly suggested approach to generate the eigenvector from training and testing samples of signatures, which is calculated through Euclidean distance as a classifier. In which, it has shown high verification accuracy of 91.07% on the MCYT-75 corpus and GPDS synthetic signature database.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter Capacity Using L-Branch Channel MRC System Over Weibull Fading Channels—A Review
next chapter Computational Technique for Fractional Model of Electrical Circuits
Literature
1.
Shukla A, Dhar J, Prakash C, Sharma D, Anand RK, Sharma S (2009) Intelligent Systems. IEEE, pp 267–272 (2009)
2.
Fang-jun L, Lan L (2011) Biomedical engineering and informatics. IEEE, pp 757–761
3.
Coetzer J, Herbst BM (2004) Offline signature verification using the discrete radon transform and a hidden Markov model. EURASIP J Adv Sign Process 2004:1–13
4.
Kolhe SR, Patil PM (2009) Dynamic time warping based static hand printed signature verification. J Pattern Recogn Res 1:52–65
5.
Ferrer MA, Diaz-Cabrera M, Morales A (2003) Synthetic off-line signature image generation. IEEE, pp 1–7
6.
Impedovo D, Giuseppe P (2008) Automatic signature verification: the state of the art. IEEE Trans Syst Man Cybern Part C Appl Rev 38:609–635CrossRef
7.
Abuhaiba ISI (2007) Offline signature verification using graph matching. Turk J Electr Eng Comput Sci 15:89–104
8.
Ahmed H, Shukla S (2012) Global features based static signature verification system using DTW. Int J Syst Algorithms Appl 2(4):13
9.
Batista L, Granger E, Robert Sabourin (2012) Dynamic selection of generative-discriminative ensembles for off-line signature verification. Pattern Recogn 45:1326–1340CrossRefMATH
10.
Khuwaja GA, Laghari MS (2011) Offline handwritten signature recognition. World Acad Sci Eng Technol 59:1300–1303
11.
Cpałka K, Zalasiński M, Rutkowski L (2016) A new algorithm for identity verification based on the analysis of a handwritten dynamic signature. Appl Soft Comput 43:47–56CrossRef
12.
Le H-H, Nang-Toan Do (2015) Offline handwritten signature verification using local and global features. Ann Math Artif Intell 75:231–247MathSciNetCrossRef
13.
Mahmoud SA, Ahmad I, Al-Khatib WG, Alshayeb M, Parvez MT, Märgner V, Fink GA (2014) KHATT: an open Arabic offline handwritten text database. Pattern Recogn 47(3):1096–112CrossRef
14.
Ruiz-del-Solar J, Devia C, Loncomilla P, Concha F (2008) Progress in pattern recognition, image analysis and applications. Springer, Berlin, pp 22–29CrossRef
15.
Bertolini D, Oliveira LS, Justino E, Sabourin R (2010) Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers. Pattern Recogn 43:387–396CrossRefMATH
16.
Halder C, Obaidullah SM, Roy K (2016) Offline writer identification and verification—a state-of-the-art. In: Information systems design and intelligent applications, pp 153–163
17.
Ortega-Garcia J, Fierrez-Aguilar J, Simon D, Gonzalez J, Faundez-Zanuy M, Espinosa V, Satue A, Hernaez I, Igarza J-J, Vivaracho C (2003) MCYT baseline corpus: a bimodal biometric database. IET, pp 395–401
18.
Ammar M, Yoshida Y, Teruo Fukumura (1988) Off-line preprocessing and verification of signatures. Int J Pattern Recogn Artif Intell 2:589–602CrossRef
19.
Qiao Y, Wang X, Xu C (2011) Information and automation. IEEE, pp 333–338
20.
Zalasiński M, Cpałka K (2013) Artificial intelligence and soft computing. Springer, pp 493–502
21.
Fang-jun L, Lan L (2011) Fusing multi-biometrics authorization with PCA. In: Biomedical engineering and informatics, pp 757–761
22.
Sushma Jaiswal (2011) Morphological method, pca and lda with neural networks-face recognition. J Glob Res Comput Sci 2:35–38
23.
Ruiz-Del-Solar J, Devia C, Loncomilla P, Concha F (2008) Offline signature verification using local interest points and descriptors. Iberoamerican congress on pattern recognition, pp 22–29
24.
Ghosh A, Barman S (2016) Application of Euclidean distance measurement and principal component analysis for gene identification. Gene 583:112–120CrossRef
25.
26.
Kumar R, Kundu L, Chanda B, Sharma JD (2010) A writer-independent off-line signature verification system based on signature morphology. In: Proceedings of the first international conference on intelligent interactive technologies and multimedia, pp 261–265
27.
Kumar R, Sharma JD, Chanda B (2012) Writer-independent off-line signature verification using surroundedness feature. Pattern Recogn Lett 33(3):301–308CrossRef
28.
Prakash HN, Guru DS (2010) Offline signature verification: an approach based on score level fusion. Int J Comput Appl Gene 583:0975–8887
29.
Zalasiński M, Cpałka K, Hayashi Y (2015) New fast algorithm for the dynamic signature verification using global features values. In: Artificial intelligence and soft computing, pp 175–188
Metadata
Title
Classification of Static Signature Based on Distance Measure Using Feature Selection
Authors
Subhash Chandra
Priyanka
Copyright Year
2021
Publisher
Springer Nature Singapore
Book
Advances in Communication and Computational Technology

Print ISBN: 978-981-15-5340-0

Electronic ISBN: 978-981-15-5341-7

Copyright Year: 2021

DOI
https://doi.org/10.1007/978-981-15-5341-7_53