Communications of the ACM
On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
Machine Learning - Special issue on learning with probabilistic representations
Data mining methods for knowledge discovery
Data mining methods for knowledge discovery
Rough set algorithms in classification problem
Rough set methods and applications
RSKD '93 Proceedings of the International Workshop on Rough Sets and Knowledge Discovery: Rough Sets, Fuzzy Sets and Knowledge Discovery
On-line Handwritten Signature Verification Using Wavelets and Back-propagation Neural Networks
ICDAR '01 Proceedings of the Sixth International Conference on Document Analysis and Recognition
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
An improved face recognition technique based on modular PCA approach
Pattern Recognition Letters
Handbook of Multibiometrics (International Series on Biometrics)
Handbook of Multibiometrics (International Series on Biometrics)
Identity authentication using improved online signature verification method
Pattern Recognition Letters
A novel local on-line signature verification system
Pattern Recognition Letters
A comparative study on rough set based class imbalance learning
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
A rough set based model to rank the importance of association rules
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
An on-line signature verification system based on fusion of local and global information
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Dynamic signature recognition based on fisher discriminant
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Handwritten signature identification using basic concepts of graph theory
WSEAS Transactions on Signal Processing
Topological characterizations of covering for special covering-based upper approximation operators
Information Sciences: an International Journal
Iris localization in frontal eye images for less constrained iris recognition systems
Digital Signal Processing
A new set of features for a bimodal system based on on-line signature and speech
Digital Signal Processing
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This paper presents an online signature identification system based on global features. The information is extracted as time functions of various dynamic properties of the signatures. A database of 2160 signatures from 108 subjects was built. Thirty-one features were identified and extracted from each signature. Different feature reduction approaches and classifiers were used to assess their suitability for this application. Rough set approach has resulted in a reduced set of nine features that were found to capture the essential characteristics required for signature identification. Rough set classifier has achieved 100% correct classification rate, which demonstrates its suitability and effectiveness for online signature identification.