The Supervised Network Self-Organizing Map for Classification of Large Data Sets
Applied Intelligence
Relationship between support vector set and kernel functions in SVM
Journal of Computer Science and Technology
The Equivalence of Support Vector Machine and Regularization Neural Networks
Neural Processing Letters
Optimization of the SVM Kernels Using an Empirical Error Minimization Scheme
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Ho--Kashyap classifier with generalization control
Pattern Recognition Letters
Statistical Learning Theory and State of the Art in SVM
ICCI '03 Proceedings of the 2nd IEEE International Conference on Cognitive Informatics
Neuro-fuzzy system with learning tolerant to imprecision
Fuzzy Sets and Systems - Theme: Learning and modeling
The Journal of Machine Learning Research
Flat image recognition in the process of microdevice assembly
Pattern Recognition Letters
A Support Vector Machine with a Hybrid Kernel and Minimal Vapnik-Chervonenkis Dimension
IEEE Transactions on Knowledge and Data Engineering
An Improved Cluster Labeling Method for Support Vector Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Forecasting stock market movement direction with support vector machine
Computers and Operations Research
Efficient performance estimate for one-class support vector machine
Pattern Recognition Letters
Effective image and video mining: an overview of model-based approaches
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
Transformation model estimation of image registration via least square support vector machines
Pattern Recognition Letters
Dynamic Characterization of Cluster Structures for Robust and Inductive Support Vector Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive simplification of solution for support vector machine
Pattern Recognition
Kernel matching pursuit classifier ensemble
Pattern Recognition
FS_SFS: A novel feature selection method for support vector machines
Pattern Recognition
Domain described support vector classifier for multi-classification problems
Pattern Recognition
Efficient and interpretable fuzzy classifiers from data with support vector learning
Intelligent Data Analysis
Document Classification Based on Support Vector Machine Using a Concept Vector Model
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Diagnosing scrapie in sheep: A classification experiment
Computers in Biology and Medicine
Semismooth Newton support vector machine
Pattern Recognition Letters
Dynamic support vector machines for non-stationary time series forecasting
Intelligent Data Analysis
Support vector fuzzy adaptive network in regression analysis
Computers & Mathematics with Applications
Face recognition in non-uniform illumination conditions using lighting normalization and SVM
CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications
Soft sensor modeling based on rough set and least squares support vector machines
IMCAS'07 Proceedings of the 6th WSEAS International Conference on Instrumentation, Measurement, Circuits and Systems
Efficient and interpretable fuzzy classifiers from data with support vector learning
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Generalized models based on neural networks and multiple linear regression
CSECS'06 Proceedings of the 5th WSEAS International Conference on Circuits, Systems, Electronics, Control & Signal Processing
The theoretical foundations of statistical learning theory based on fuzzy number samples
Information Sciences: an International Journal
International Journal of Remote Sensing
Extraction of bridges over water from IKONOS panchromatic data
International Journal of Remote Sensing
Prognostics of machine condition using soft computing
Robotics and Computer-Integrated Manufacturing
Learning SVM with Varied Example Cost: A kNN Evaluating Approach
Computational Intelligence and Security
Integrating KPCA and LS-SVM for Chaotic Time Series Forecasting Via Similarity Analysis
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
A Facial Expression Recognition Approach Based on Novel Support Vector Machine Tree
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
Behavioural Modeling by Clustering Based on Utility Measures
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
The ASRS_RL --- A Research Platform for Spoken Language Recognition and Understanding Experiments
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Reducing False Alarm of Video-Based Smoke Detection by Support Vector Machine
PAISI, PACCF and SOCO '08 Proceedings of the IEEE ISI 2008 PAISI, PACCF, and SOCO international workshops on Intelligence and Security Informatics
Application Research of Support Vector Machines in Dynamical System State Forecasting
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Inverse System Identification of Nonlinear Systems Using LSSVM Based on Clustering
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Interpretability constraints for fuzzy information granulation
Information Sciences: an International Journal
Determination of ocean primary productivity using support vector machines
International Journal of Remote Sensing - Satellite observations of the atmosphere, ocean and their interface in relation to climate, natural hazards and management of the coastal zone
Construction of supervised and unsupervised learning systems for multilingual text categorization
Expert Systems with Applications: An International Journal
A Principled Foundation for LCS
Learning Classifier Systems
An Empirical Research on Extracting Relations from Wikipedia Text
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
A generalized profile function model based on artificial intelligence
WSEAS TRANSACTIONS on SYSTEMS
Recursive reduced least squares support vector regression
Pattern Recognition
Fuzzy support vector machines with the uncertainty of parameter C
Expert Systems with Applications: An International Journal
Use of particle swarm optimization for machinery fault detection
Engineering Applications of Artificial Intelligence
One class support vector machine for anomaly detection in the communication network performance data
ELECTROSCIENCE'07 Proceedings of the 5th conference on Applied electromagnetics, wireless and optical communications
Multi-Classifier Systems (MCSs) of Remote Sensing Imagery Classification Based on Texture Analysis
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Stray Example Sheltering by Loss Regularized SVM and kNN Preprocessor
Neural Processing Letters
Financial time series forecasting using independent component analysis and support vector regression
Decision Support Systems
Support vector machine based aerodynamic analysis of cable stayed bridges
Advances in Engineering Software
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Computationally efficient analysis of cable-stayed bridge for GA-based optimization
Engineering Applications of Artificial Intelligence
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Expert Systems with Applications: An International Journal
The Bounds on the Rate of Uniform Convergence of Learning Process on Uncertainty Space
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
The Key Theorem of Learning Theory on Uncertainty Space
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Gas Concentration Forecasting Based on Support Vector Regression in Correlation Space via KPCA
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Immune Particle Swarm Optimization for Support Vector Regression on Forest Fire Prediction
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Artificial computational intelligence in generating generalized profile function model
ECC'08 Proceedings of the 2nd conference on European computing conference
The theoretical fundamentals of learning theory based on fuzzy complex random samples
Fuzzy Sets and Systems
A dynamic holding strategy in public transit systems with real-time information
Applied Intelligence
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
On learning algorithm selection for classification
Applied Soft Computing
Image categorization via robust pLSA
Pattern Recognition Letters
Fast and efficient strategies for model selection of Gaussian support vector machine
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Robust label propagation on multiple networks
IEEE Transactions on Neural Networks
A Comparison of Three Methods with Implicit Features for Automatic Identification of P300s in a BCI
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Computer Methods and Programs in Biomedicine
Natural gas infrared spectrum analysis based on multi-level and SVM subset
VECIMS'09 Proceedings of the 2009 IEEE international conference on Virtual Environments, Human-Computer Interfaces and Measurement Systems
A hybrid feature extraction framework based on risk minimization and independence maximization
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Towards automated assessment of engineering assignments
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
On support vector regression machines with linguistic interpretation of the kernel matrix
Fuzzy Sets and Systems
A time-domain-constrained fuzzy clustering method and its application to signal analysis
Fuzzy Sets and Systems
PrimerDB: a synthetic database for primer/ oligonucleotide hybridization and efficiency prediction
BioMED '08 Proceedings of the Sixth IASTED International Conference on Biomedical Engineering
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Studying the lithology identification method from well logs based on DE-SVM
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Time series prediction using support vector machines: a survey
IEEE Computational Intelligence Magazine
A novel system for predicting plant protein kinase superfamily by using machine learning methodology
ISB '10 Proceedings of the International Symposium on Biocomputing
Multi-stage decision tree based on inter-class and inner-class margin of SVM
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
EURASIP Journal on Advances in Signal Processing - Special issue on advances in multidimensional synthetic aperture radar signal processing
Induction over Strategic Agents
Information Systems Research
Complex-valued support vector classifiers
Digital Signal Processing
Voice activity detection based on statistical models and machine learning approaches
Computer Speech and Language
Learning by discovering conflicts
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
An improved NN-SVM based on K congener nearest neighbors classification algorithm
KSEM'07 Proceedings of the 2nd international conference on Knowledge science, engineering and management
SVM with stochastic parameter selection for bovine leather defect classification
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
Adaptive chaotic cultural algorithm for hyperparameters selection of support vector regression
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Diagnostic system for intestinal motility disfunctions using video capsule endoscopy
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
A study on adult image detection via object analysis and multiresizing
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
Research on mandarin objective assessment based on support vector machine
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
A smoothing function for 1-norm support vector machines
ICNC'09 Proceedings of the 5th international conference on Natural computation
Comparison studies of LS_SVM and SVM on modeling for fermentation processes
ICNC'09 Proceedings of the 5th international conference on Natural computation
A novel remotely sensed image interpretation method: MS-SVMS
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
A Chinese question classification using one-vs-one method as a learning tool
International Journal of Intelligent Information and Database Systems
Predicting vertical acceleration of railway wagons using regression algorithms
IEEE Transactions on Intelligent Transportation Systems
So near and yet so far: New insight into properties of some well-known classifier paradigms
Information Sciences: an International Journal
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Improved noninvasive intracranial pressure assessment with nonlinear kernel regression
IEEE Transactions on Information Technology in Biomedicine
Multi-model classification method in heterogeneous image databases
Pattern Recognition
Optimizing the kernel selection for support vector machines using performance measures
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
Learning Translation Invariant Kernels for Classification
The Journal of Machine Learning Research
Online signature verification with support vector machines based on LCSS kernel functions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
ICAI'10 Proceedings of the 11th WSEAS international conference on Automation & information
The key theorem of learning theory based on Sugeno measure and fuzzy random samples
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
A novel technique for subpixel image classification based on support vector machine
IEEE Transactions on Image Processing
Engineering Applications of Artificial Intelligence
DTI based diagnostic prediction of a disease via pattern classification
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Realistic subsurface anomaly discrimination using electromagnetic induction and an SVM classifier
EURASIP Journal on Advances in Signal Processing - Special issue on advances in signal processing for maritime applications
Bayesian decision theory for support vector machines: Imbalance measurement and feature optimization
Expert Systems with Applications: An International Journal
Application of multiclass support vector machines for fault diagnosis of field air defense gun
Expert Systems with Applications: An International Journal
On Position-Specific Scoring Matrix for Protein Function Prediction
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
SVM practical industrial application for mechanical faults diagnostic
Expert Systems with Applications: An International Journal
Design and evaluation of neural networks for an embedded application
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Improving the accuracy of the optimum-path forest supervised classifier for large datasets
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Automatic Nevirapine concentration interpretation system using support vector regression
Computer Methods and Programs in Biomedicine
Maximum Likelihood in Cost-Sensitive Learning: Model Specification, Approximations, and Upper Bounds
The Journal of Machine Learning Research
Expert Systems with Applications: An International Journal
Computers and Electronics in Agriculture
Support vector machines using Bayesian-based approach in the issue of unbalanced classifications
Expert Systems with Applications: An International Journal
Mining efficient and interpretable fuzzy classifiers from data with support vector learning
ICAI'05/MCBC'05/AMTA'05/MCBE'05 Proceedings of the 6th WSEAS international conference on Automation & information, and 6th WSEAS international conference on mathematics and computers in biology and chemistry, and 6th WSEAS international conference on acoustics and music: theory and applications, and 6th WSEAS international conference on Mathematics and computers in business and economics
A new kernel-based algorithm for online clustering
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Automatic digital modulation recognition using support vector machines and genetic algorithm
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
A novel virtual sample generation method based on Gaussian distribution
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Auto-scaling emergency call centres using cloud resources to handle disasters
Proceedings of the Nineteenth International Workshop on Quality of Service
sEMG Signal classification for the motion pattern of intelligent bionic artificial limb
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I
Weighting Efficient Accuracy and Minimum Sensitivity for Evolving Multi-Class Classifiers
Neural Processing Letters
WSEAS Transactions on Systems and Control
Wheeled mobile robot control based on SVM and nonlinear control laws
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
Sharing rectangular objects in a video conference
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Computers & Mathematics with Applications
wHunter: a focused web crawler – a tool for digital library
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
Pronunciation similarity estimation for spoken language learning
ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Autonomic Resource Management with Support Vector Machines
GRID '11 Proceedings of the 2011 IEEE/ACM 12th International Conference on Grid Computing
Trajectory-Based support vector multicategory classifier
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
A novel multiple support vector machines architecture for chaotic time series prediction
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Base vector selection for support vector machine
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
A generalized competitive learning algorithm on gaussian mixture with automatic model selection
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Associating kNN and SVM for higher classification accuracy
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
A new smooth support vector machine
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Unsupervised image segmentation using an iterative entropy regularized likelihood learning algorithm
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
A regularized minimum cross-entropy algorithm on mixtures of experts for time series prediction
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Double inverted pendulum control based on support vector machines and fuzzy inference
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Modeling and optimization of high-technology manufacturing productivity
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Expert Systems with Applications: An International Journal
Bearing fault prognosis based on health state probability estimation
Expert Systems with Applications: An International Journal
Modeling based on SOFM and the dynamic ε-SVM for fermentation process
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
A parallel genetic algorithm for solving the inverse problem of support vector machines
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Base vector selection for kernel matching pursuit
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
A support vector machine (SVM) classification approach to heart murmur detection
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
A multi-agent system for web-based risk management in small and medium business
Expert Systems with Applications: An International Journal
Anomaly internet network traffic detection by kernel principle component classifier
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
Increasing the training speed of SVM, the zoutendijk algorithm case
ISSADS'05 Proceedings of the 5th international conference on Advanced Distributed Systems
A competitive co-evolving support vector clustering
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
A distributed support vector machines architecture for chaotic time series prediction
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Improved support vector machine generalization using normalized input space
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A hierarchical approach to landform classification of satellite images using a fusion strategy
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Environmental sounds classification based on visual features
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Recognition of facial gestures based on support vector machines
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Support vector machines applied to the detection of voice disorders
NOLISP'05 Proceedings of the 3rd international conference on Non-Linear Analyses and Algorithms for Speech Processing
Using relevance feedback to bridge the semantic gap
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
On feature selection with principal component analysis for one-class SVM
Pattern Recognition Letters
ADP: automated diagnosis of performance pathologies using hardware events
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Effect of SVM kernel functions on classification of vibration signals of a single point cutting tool
Expert Systems with Applications: An International Journal
An efficient CMAC neural network for stock index forecasting
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Multimedia Tools and Applications
Computerized analysis of fetal heart rate signals as the predictor of neonatal acidemia
Expert Systems with Applications: An International Journal
Aquatic weed automatic classification using machine learning techniques
Computers and Electronics in Agriculture
On the separability of structural classes of communities
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient evaluation of large sequence kernels
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Expert Systems with Applications: An International Journal
Coded output support vector machine
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Expert Systems with Applications: An International Journal
Dual support vector domain description for imbalanced classification
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Biomedic Organizations: An intelligent dynamic architecture for KDD
Information Sciences: an International Journal
Applying piecewise approximation in perceptron training of conditional random fields
IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis
Off-line handwritten arabic word recognition using SVMs with normalized poly kernel
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Wavelet transform based consonant - vowel (CV) classification using support vector machines
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Two online dam safety monitoring models based on the process of extracting environmental effect
Advances in Engineering Software
Three-fold structured classifier design based on matrix pattern
Pattern Recognition
Discriminative prototype selection methods for graph embedding
Pattern Recognition
Computer Methods and Programs in Biomedicine
ECG arrhythmia classification based on optimum-path forest
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
International Journal of Speech Technology
Provably safe and robust learning-based model predictive control
Automatica (Journal of IFAC)
An ensemble learning approach for prediction of phosphorylation sites
International Journal of Bioinformatics Research and Applications
Computational Intelligence and Neuroscience
ALFRED: crowd assisted data extraction
Proceedings of the 22nd international conference on World Wide Web companion
A framework for learning web wrappers from the crowd
Proceedings of the 22nd international conference on World Wide Web
Automatic sleep staging from ventilator signals in non-invasive ventilation
Computers in Biology and Medicine
Adaptive co-training SVM for sentiment classification on tweets
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Exploitation of pairwise class distances for ordinal classification
Neural Computation
GaitTrack: Health Monitoring of Body Motion from Spatio-Temporal Parameters of Simple Smart Phones
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Effect of feature selection methods on machine learning classifiers for detecting email spams
Proceedings of the 2013 Research in Adaptive and Convergent Systems
Wastewater treatment plant performance prediction with support vector machines
ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects
Binary coded output support vector machine
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Black box scheduling for resource intensive virtual machine workloads with interference models
Future Generation Computer Systems
Distributed machine learning in networks by consensus
Neurocomputing
Computers & Mathematics with Applications
Detecting driver drowsiness using feature-level fusion and user-specific classification
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Integration of semi-fuzzy SVDD and CC-Rule method for supplier selection
Expert Systems with Applications: An International Journal
Support vector description of clusters for content-based image annotation
Pattern Recognition
Learning theory analysis for association rules and sequential event prediction
The Journal of Machine Learning Research
A novel approach to polarimetric SAR data processing based on Nonlinear PCA
Pattern Recognition
Global geometric similarity scheme for feature selection in fault diagnosis
Expert Systems with Applications: An International Journal
Multimedia Tools and Applications
A biological continuum based approach for efficient clinical classification
Journal of Biomedical Informatics
ACM SIGAPP Applied Computing Review
Hi-index | 0.04 |
Statistical learning theory was introduced in the late 1960's. Until the 1990's it was a purely theoretical analysis of the problem of function estimation from a given collection of data. In the middle of the 1990's new types of learning algorithms (called support vector machines) based on the developed theory were proposed. This made statistical learning theory not only a tool for the theoretical analysis but also a tool for creating practical algorithms for estimating multidimensional functions. This article presents a very general overview of statistical learning theory including both theoretical and algorithmic aspects of the theory. The goal of this overview is to demonstrate how the abstract learning theory established conditions for generalization which are more general than those discussed in classical statistical paradigms and how the understanding of these conditions inspired new algorithmic approaches to function estimation problems