Performance Enhancement of RBF Networks in Classification by Removing Outliers in the Training Phase
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Simple Clipping Algorithms for Reduced Convex Hull SVM Training
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Face Recognition Using Cortex Mechanism and SVM
ICIRA '08 Proceedings of the First International Conference on Intelligent Robotics and Applications: Part I
Short Communication: A geometric method for model selection in support vector machine
Expert Systems with Applications: An International Journal
Coresets for polytope distance
Proceedings of the twenty-fifth annual symposium on Computational geometry
SVM Based Decision Analysis and Its Granular-Based Solving
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
A novel geometric approach to binary classification based on scaled convex hulls
IEEE Transactions on Neural Networks
Classifier Selection in a Family of Polyhedron Classifiers
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Algorithms for the Computation of Reduced Convex Hulls
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Adaptive constrained learning in reproducing Kernel Hilbert spaces: the robust beamforming case
IEEE Transactions on Signal Processing
Accelerating kernel perceptron learning
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Adaptive kernel-based image denoising employing semi-parametric regularization
IEEE Transactions on Image Processing
A ν-twin support vector machine (ν-TSVM) classifier and its geometric algorithms
Information Sciences: an International Journal
Least squares twin support vector hypersphere (LS-TSVH) for pattern recognition
Expert Systems with Applications: An International Journal
Learning Translation Invariant Kernels for Classification
The Journal of Machine Learning Research
A modified support vector machine and its application to image segmentation
Image and Vision Computing
Describing data with the support vector shell in distributed environments
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Shape-based tumor retrieval in mammograms using relevance-feedback techniques
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
The robust and efficient adaptive normal direction support vector regression
Expert Systems with Applications: An International Journal
Computer Methods and Programs in Biomedicine
Locating facial landmarks by support vector machine-based active shape model
International Journal of Intelligent Systems Technologies and Applications
Expert Systems with Applications: An International Journal
Maximum Margin One Class Support Vector Machines for multiclass problems
Pattern Recognition Letters
Approximate convex hulls family for one-class classification
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
A game-theoretic approach to weighted majority voting for combining SVM classifiers
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Expert Systems with Applications: An International Journal
Twin Mahalanobis distance-based support vector machines for pattern recognition
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Detecting RNA sequences using two-stage SVM classifier
LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation
A twin-hypersphere support vector machine classifier and the fast learning algorithm
Information Sciences: an International Journal
A unified classification model based on robust optimization
Neural Computation
Conjugate relation between loss functions and uncertainty sets in classification problems
The Journal of Machine Learning Research
Fast classification for large data sets via random selection clustering and Support Vector Machines
Intelligent Data Analysis
Fuzzy fast classification algorithm with hybrid of ID3 and SVM
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Recent Advances in Soft Computing: Theories and Applications
| Hi-index | 0.02 |
The geometric framework for the support vector machine (SVM) classification problem provides an intuitive ground for the understanding and the application of geometric optimization algorithms, leading to practical solutions of real world classification problems. In this work, the notion of "reduced convex hull" is employed and supported by a set of new theoretical results. These results allow existing geometric algorithms to be directly and practically applied to solve not only separable, but also nonseparable classification problems both accurately and efficiently. As a practical application of the new theoretical results, a known geometric algorithm has been employed and transformed accordingly to solve nonseparable problems successfully