Unsupervised Optimal Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Validity Measure for Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
High Accuracy Handwritten Chinese Character Recognition by Improved Feature Matching Method
ICDAR '97 Proceedings of the 4th International Conference on Document Analysis and Recognition
Applying A Hybrid Method To Handwritten Character Recognition
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
An Alternative Definition for "Neighborhood of a Point"
IEEE Transactions on Computers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reducing the time complexity of the fuzzy c-means algorithm
IEEE Transactions on Fuzzy Systems
The condensed nearest neighbor rule (Corresp.)
IEEE Transactions on Information Theory
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
Accelerating feature-vector matching using multiple-tree and sub-vector methods
Pattern Recognition
A bi-prototype theory of facial attractiveness
Neural Computation
Hybrid Repayment Prediction for Debt Portfolio
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
Prediction of Sequential Values for Debt Recovery
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Combination of feature selection approaches with SVM in credit scoring
Expert Systems with Applications: An International Journal
Techniques for solving the large-scale classification problem in Chinese handwriting recognition
SACH'06 Proceedings of the 2006 conference on Arabic and Chinese handwriting recognition
The hybrid credit scoring model based on KNN classifier
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
A prototype classifier based on gravitational search algorithm
Applied Soft Computing
Object recognition using discriminative parts
Computer Vision and Image Understanding
Computer Methods and Programs in Biomedicine
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering
Neural Processing Letters
| Hi-index | 0.01 |
In this paper, we propose a prototype classification method that employs a learning process to determine both the number and the location of prototypes. This learning process decides whether to stop adding prototypes according to a certain termination condition, and also adjusts the location of prototypes using either the K-means (KM) or the fuzzy c-means (FCM) clustering algorithms. When the prototype classification method is applied, the support vector machine (SVM) method can be used to post-process the top-rank candidates obtained during the prototype learning or matching process. We apply this hybrid solution to handwriting recognition and address the convergence behavior and runtime consumption of the prototype construction process, and discuss how to combine our prototype classifier with SVM classifiers to form an effective hybrid classifier.