Least Squares Support Vector Machine Classifiers
Neural Processing Letters
Statistical Pattern Recognition: A Review
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support vector machines: hype or hallelujah?
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Machine Learning
Support Vector Machines for Texture Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hybrid wavelet-support vector classification of waveforms
Journal of Computational and Applied Mathematics
Segmentation of ultrasonic images using support vector machines
Pattern Recognition Letters - Speciqal issue: Ultrasonic image processing and analysis
News video classification using SVM-based multimodal classifiers and combination strategies
Proceedings of the tenth ACM international conference on Multimedia
Kernel Based Image Classification
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Support Vector Method for ARMA System Identification: A Robust Cost Interpretation
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Support Vector Robust Algorithms for Non-parametric Spectral Analysis
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Puncturing Multi-class Support Vector Machines
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
STAR - Sparsity through Automated Rejection
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
Classification of Specular Object Based on Statistical Learning Theory
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Bio-inspired Applications of Connectionism-Part II
Automatic Detection of Film Orientation with Support Vector Machines
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
Kerneltron: Support Vector `Machine' in Silicon
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Color Texture-Based Object Detection: An Application to License Plate Localization
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Pattern Recognition and Neural Networks
Machine Learning and Its Applications, Advanced Lectures
Mining customer product ratings for personalized marketing
Decision Support Systems - Special issue: Web data mining
Two-stage support vector machines for protein secondary structure prediction
Neural, Parallel & Scientific Computations - Special issue: Advances in intelligent systems and applications
Support vector interval regression networks for interval regression analysis
Fuzzy Sets and Systems - Theme: Learning and modeling
A new approximate maximal margin classification algorithm
The Journal of Machine Learning Research
Some greedy learning algorithms for sparse regression and classification with mercer kernels
The Journal of Machine Learning Research
Automatic text detection and removal in video sequences
Pattern Recognition Letters
A People-Counting System Using a Hybrid RBF Neural Network
Neural Processing Letters
Benchmarking Least Squares Support Vector Machine Classifiers
Machine Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Support Vector Machine with a Hybrid Kernel and Minimal Vapnik-Chervonenkis Dimension
IEEE Transactions on Knowledge and Data Engineering
A tutorial on support vector regression
Statistics and Computing
Column-generation boosting methods for mixture of kernels
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Neural and Wavelet Network Models for Financial Distress Classification
Data Mining and Knowledge Discovery
Efficient Block Training of Multilayer Perceptrons
Neural Computation
Neural Computation
Transformation model estimation of image registration via least square support vector machines
Pattern Recognition Letters
Probabilistic sentence reduction using support vector machines
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Multiplicative Updates for Nonnegative Quadratic Programming
Neural Computation
KernTune: self-tuning Linux kernel performance using support vector machines
Proceedings of the 2007 annual research conference of the South African institute of computer scientists and information technologists on IT research in developing countries
Interpolating vectors for robust pattern recognition
Neural Networks
Kernel PCA for similarity invariant shape recognition
Neurocomputing
Journal of Biomedical Informatics
Annealing robust fuzzy basis function for modelling with noise and outliers
International Journal of Computer Applications in Technology
AdaBoost with SVM-based component classifiers
Engineering Applications of Artificial Intelligence
International Journal of Remote Sensing
Increasing classification efficiency with multiple mirror classifiers
Expert Systems with Applications: An International Journal
An Alternative Splicing Predictor in C.Elegans Based on Time Series Analysis
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Interpolating Vectors: Powerful Algorithm for Pattern Recognition
Neural Information Processing
Structure Automatic Change in Neural Network
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Support vector machines for aerobic fitness prediction of athletes
Expert Systems with Applications: An International Journal
Support vector machines combined with feature selection for breast cancer diagnosis
Expert Systems with Applications: An International Journal
Neural network based detection of hard exudates in retinal images
Computer Methods and Programs in Biomedicine
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Computers and Industrial Engineering
Virtual genetic coding and time series analysis for alternative splicing prediction in C. elegans
Artificial Intelligence in Medicine
Modelling of a new solar air heater through least-squares support vector machines
Expert Systems with Applications: An International Journal
Journal of Biomedical Informatics
A Machine Learning Approach to Mass Spectra Classification with Unsupervised Feature Selection
Computational Intelligence Methods for Bioinformatics and Biostatistics
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Fast support vector machines for continuous data
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
It's not you, it's me: detecting flirting and its misperception in speed-dates
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Method of regulatory network that can explore protein regulations for disease classification
Artificial Intelligence in Medicine
Object classification by fusing SVMs and Gaussian mixtures
Pattern Recognition
Constructive learning algorithm-based RBF network for relevance feedback in image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Selection of basis functions guided by the L2 soft margin
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
SVM-based feature extraction for face recognition
Pattern Recognition
A maximizing-discriminability-based self-organizing fuzzy network for classification problems
IEEE Transactions on Fuzzy Systems
So near and yet so far: New insight into properties of some well-known classifier paradigms
Information Sciences: an International Journal
A hybrid radial basis function and data envelopment analysis neural network for classification
Computers and Operations Research
An on-chip-trainable Gaussian-Kernel analog support vector machine
IEEE Transactions on Circuits and Systems Part I: Regular Papers
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
A Robust Multiple Classifier System for Pixel Classification of Remote Sensing Images
Fundamenta Informaticae
Diagnosis of Dental Deformities in Cephalometry Images Using Support Vector Machine
Journal of Medical Systems
Skew-Radial Basis Function Expansions for Empirical Modeling
SIAM Journal on Scientific Computing
A novel support vector classifier with better rejection performance
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
New multi-class classification method based on the SVDD model
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Using graphs to improve activity prediction in smart environments based on motion sensor data
ICOST'11 Proceedings of the 9th international conference on Toward useful services for elderly and people with disabilities: smart homes and health telematics
Computers and Industrial Engineering
An uncertainty framework for classification
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
A novel RBF neural network with fast training and accurate generalization
CIS'04 Proceedings of the First international conference on Computational and Information Science
Context-sensitive ranking for effective image retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Improving radial basis function networks for human face recognition using a soft computing approach
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Computers and Electronics in Agriculture
Content based image retrieval based on a nonlinear similarity model
ICCSA'06 Proceedings of the 6th international conference on Computational Science and Its Applications - Volume Part I
Capturing contextual relationship for effective media search
Multimedia Tools and Applications
Nature inspiration for support vector machines
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
A novel parallel reduced support vector machine
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Kernel principal component analysis for content based image retrieval
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Least squares littlewood-paley wavelet support vector machine
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Non-metric similarity ranking for image retrieval
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Expert Systems with Applications: An International Journal
Real-Time on-line-learning support vector machine based on a fully-parallel analog VLSI processor
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
SVM and haralick features for classification of high resolution satellite images from urban areas
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
Subspace divided semi-supervised SVM classification for hyperspectral images
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Proceedings of the 2012 ACM Research in Applied Computation Symposium
Density based grid clustering partition of the input space for RBF neural network
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Hyperdisk based large margin classifier
Pattern Recognition
Classification of diffusion tensor images for the early detection of Alzheimer's disease
Computers in Biology and Medicine
3D modeling of multiple-object scenes from sets of images
Pattern Recognition
Hi-index | 35.70 |
The support vector (SV) machine is a novel type of learning machine, based on statistical learning theory, which contains polynomial classifiers, neural networks, and radial basis function (RBF) networks as special cases. In the RBF case, the SV algorithm automatically determines centers, weights, and threshold that minimize an upper bound on the expected test error. The present study is devoted to an experimental comparison of these machines with a classical approach, where the centers are determined by X-means clustering, and the weights are computed using error backpropagation. We consider three machines, namely, a classical RBF machine, an SV machine with Gaussian kernel, and a hybrid system with the centers determined by the SV method and the weights trained by error backpropagation. Our results show that on the United States postal service database of handwritten digits, the SV machine achieves the highest recognition accuracy, followed by the hybrid system. The SV approach is thus not only theoretically well-founded but also superior in a practical application