A New Fuzzy Support Vector Machine Based on the Weighted Margin
Neural Processing Letters
Fuzzy support vector machine for multi-class text categorization
Information Processing and Management: an International Journal
A comparison of reduced support vector machines
International Journal of Intelligent Systems Technologies and Applications
Fuzzy Evolutionary Probabilistic Neural Networks
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Classification of audio signals using Fuzzy c-Means with divergence-based Kernel
Pattern Recognition Letters
Support vector machine for classification based on fuzzy training data
Expert Systems with Applications: An International Journal
On support vector regression machines with linguistic interpretation of the kernel matrix
Fuzzy Sets and Systems
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Centroid neural network with Bhattacharyya kernel for GPDF data clustering
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Pre-warning analysis and application in traceability systems for food production supply chains
Expert Systems with Applications: An International Journal
Periodic activation function and a modified learning algorithm for the multivalued neuron
IEEE Transactions on Neural Networks
Kernel-based algorithm for clustering spatial data
ACOS'06 Proceedings of the 5th WSEAS international conference on Applied computer science
Fuzzy c-means algorithm with divergence-based kernel
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
An intelligent system based on kernel methods for crop yield prediction
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Gradient based fuzzy c-means algorithm with a mercer kernel
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets
Information Sciences: an International Journal
Information Sciences: an International Journal
Fuzzy regularized generalized eigenvalue classifier with a novel membership function
Information Sciences: an International Journal
On-line modeling via fuzzy support vector machines and neural networks
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Recent Advances in Soft Computing: Theories and Applications
Fuzzy classifier based on fuzzy support vector machine
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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A new learning method, the fuzzy kernel perceptron (FKP), in which the fuzzy perceptron (FP) and the Mercer kernels are incorporated, is proposed in this paper. The proposed method first maps the input data into a high-dimensional feature space using some implicit mapping functions. Then, the FP is adopted to find a linear separating hyperplane in the high-dimensional feature space. Compared with the FP, the FKP is more suitable for solving the linearly nonseparable problems. In addition, it is also more efficient than the kernel perceptron (KP). Experimental results show that the FKP has better classification performance than FP, KP, and the support vector machine.