Pairwise Classification as an Ensemble Technique
ECML '02 Proceedings of the 13th European Conference on Machine Learning
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Multi-Class SVM Classifier Based on Pairwise Coupling
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Question classification using support vector machines
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Minimum Redundancy Feature Selection from Microarray Gene Expression Data
CSB '03 Proceedings of the IEEE Computer Society Conference on Bioinformatics
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Multiclass text categorization for automated survey coding
Proceedings of the 2003 ACM symposium on Applied computing
N-division output coding method applied to face recognition
Pattern Recognition Letters
Various hyperplane classifiers using kernel feature spaces
Acta Cybernetica
In Defense of One-Vs-All Classification
The Journal of Machine Learning Research
Decomposition methods for linear support vector machines
Neural Computation
User re-authentication via mouse movements
Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security
Scenery image segmentation using support vector machines
Fundamenta Informaticae
Using Uncorrelated Discriminant Analysis for Tissue Classification with Gene Expression Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Biomedical named entity recognition using two-phase model based on SVMs
Journal of Biomedical Informatics - Special issue: Named entity recognition in biomedicine
Dual Clustering: Integrating Data Clustering over Optimization and Constraint Domains
IEEE Transactions on Knowledge and Data Engineering
Data driven approach to designing minimum hamming distance polychotomizer
Proceedings of the 2005 ACM symposium on Applied computing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Text classification with kernels on the multinomial manifold
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Adapting two-class support vector classification methods to many class problems
ICML '05 Proceedings of the 22nd international conference on Machine learning
Compound Classification Models for Recommender Systems
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Similarity-driven Sequence Classification Based on Support Vector Machines
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Language Identification of Character Images Using Machine Learning Techniques
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Multi-Classification by Using Tri-Class SVM
Neural Processing Letters
Tuning support vector machines for biomedical named entity recognition
BioMed '02 Proceedings of the ACL-02 workshop on Natural language processing in the biomedical domain - Volume 3
IEEE Transactions on Pattern Analysis and Machine Intelligence
Personalized handwriting recognition via biased regularization
ICML '06 Proceedings of the 23rd international conference on Machine learning
Multiclass reduced-set support vector machines
ICML '06 Proceedings of the 23rd international conference on Machine learning
Extracting key-substring-group features for text classification
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Bond rating using support vector machine
Intelligent Data Analysis
Application of support vector machines in classification of magnetic resonance images
International Journal of Computers and Applications
Automatic semantics extraction in law documents
ICAIL '05 Proceedings of the 10th international conference on Artificial intelligence and law
CLAIRE: A modular support vector image indexing and classification system
ACM Transactions on Information Systems (TOIS)
Automatic detection of group functional roles in face to face interactions
Proceedings of the 8th international conference on Multimodal interfaces
Semantic Modeling of Natural Scenes for Content-Based Image Retrieval
International Journal of Computer Vision
Real-time detection of steam in video images
Pattern Recognition
Probabilistic sentence reduction using support vector machines
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Classification of acoustic events using SVM-based clustering schemes
Pattern Recognition
A novel and quick SVM-based multi-class classifier
Pattern Recognition
Breast cancer diagnosis using genetic programming generated feature
Pattern Recognition
Multi-class pattern classification using neural networks
Pattern Recognition
Domain described support vector classifier for multi-classification problems
Pattern Recognition
A 3D object classifier for discriminating manufacturing processes
Computers and Graphics
Protein cellular localization prediction with Support Vector Machines and Decision Trees
Computers in Biology and Medicine
Expert Systems with Applications: An International Journal
Anatomical sketch understanding: Recognizing explicit and implicit structure
Artificial Intelligence in Medicine
Information Sciences: an International Journal
Accurate Cancer Classification Using Expressions of Very Few Genes
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Ginisupport vector machines for segmental minimum Bayes risk decoding of continuous speech
Computer Speech and Language
A hybrid SVM/DDBHMM decision fusion modeling for robust continuous digital speech recognition
Pattern Recognition Letters
Robust ASR using Support Vector Machines
Speech Communication
Data Mining and Knowledge Discovery
Multi-Class Learning by Smoothed Boosting
Machine Learning
Information Processing and Management: an International Journal
Adaptive Prototype Learning Algorithms: Theoretical and Experimental Studies
The Journal of Machine Learning Research
Gini Support Vector Machine: Quadratic Entropy Based Robust Multi-Class Probability Regression
The Journal of Machine Learning Research
A novel fuzzy compensation multi-class support vector machine
Applied Intelligence
Multiclass core vector machine
Proceedings of the 24th international conference on Machine learning
Solving multiclass support vector machines with LaRank
Proceedings of the 24th international conference on Machine learning
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Rough set based 1-v-1 and 1-v-r approaches to support vector machine multi-classification
Information Sciences: an International Journal
Searching and retrieving legal literature through automated semantic indexing
Proceedings of the 11th international conference on Artificial intelligence and law
Extraction of fuzzy rules from support vector machines
Fuzzy Sets and Systems
Ranking with multiple hyperplanes
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Using pseudo amino acid composition to predict protein subnuclear localization: Approached with PSSM
Pattern Recognition Letters
IMDS: intelligent malware detection system
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Iterative sliced inverse regression for segmentation of ultrasound and MR images
Pattern Recognition
Data-driven decomposition for multi-class classification
Pattern Recognition
Structured large margin machines: sensitive to data distributions
Machine Learning
Automatic classification of provisions in legislative texts
Artificial Intelligence and Law - AI & law in eGovernment and eDemocracy part II
Semantic context detection using audio event fusion: camera-ready version
EURASIP Journal on Applied Signal Processing
Segmentation and recognition of motion capture data stream by classification
Multimedia Tools and Applications
Incremental support vector machine framework for visual sensor networks
EURASIP Journal on Applied Signal Processing
Automatic classification of didactic functions of e-learning resources
Proceedings of the 15th international conference on Multimedia
Intelligent Data Analysis
A Multimodal Approach to Communicative Interactivity Classification
Journal of VLSI Signal Processing Systems
Robust multiclass kernel-based classifiers
Computational Optimization and Applications
Automatic Age Estimation Based on Facial Aging Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Letters: Compact multi-class support vector machine
Neurocomputing
Support vector machine for 3D modelling from sparse geological information of various origins
Computers & Geosciences
Emotional states control for on-line game avatars
Proceedings of the 6th ACM SIGCOMM workshop on Network and system support for games
Improved binary PSO for feature selection using gene expression data
Computational Biology and Chemistry
Comparing Combination Rules of Pairwise Neural Networks Classifiers
Neural Processing Letters
Classification of gene functions using support vector machine for time-course gene expression data
Computational Statistics & Data Analysis
Cybernetics and Systems Analysis
Multimodal support to group dynamics
Personal and Ubiquitous Computing - Special Issue: User-centred design and evaluation of ubiquitous groupware
A stopping criterion for active learning
Computer Speech and Language
A Fuzzy support vector classifier based on Bayesian optimization
Fuzzy Optimization and Decision Making
Retrieval of Italian legal literature: a case of semantic search using legal vocabulary
International Journal of Metadata, Semantics and Ontologies
Prediction of Protein Secondary Structure with two-stage multi-class SVMs
International Journal of Data Mining and Bioinformatics
An analysis of facial expression recognition under partial facial image occlusion
Image and Vision Computing
Mathematical symbol recognition with support vector machines
Pattern Recognition Letters
Proceedings of the 13th international conference on Intelligent user interfaces
Expert Systems with Applications: An International Journal
Multiclass SVM-RFE for product form feature selection
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Classification model for product form design using fuzzy support vector machines
Computers and Industrial Engineering
Applying the multi-category learning to multiple video object extraction
Pattern Recognition
Retrieval of Italian legal literature: a case of semantic search using legal vocabulary
DCMI '05 Proceedings of the 2005 international conference on Dublin Core and metadata applications: vocabularies in practice
A real-time facial expression recognition system for online games
International Journal of Computer Games Technology - Joint International Conference on Cyber Games and Interactive Entertainment 2006
Cross-Validation Optimization for Large Scale Structured Classification Kernel Methods
The Journal of Machine Learning Research
COMBINING MULTIPLE CLASSIFIERS USING DEMPSTER'S RULE FOR TEXT CATEGORIZATION
Applied Artificial Intelligence
A survey of image classification methods and techniques for improving classification performance
International Journal of Remote Sensing
A general feature space for automatic verb classification
Natural Language Engineering
A sequential dual method for large scale multi-class linear svms
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Better multiclass classification via a margin-optimized single binary problem
Pattern Recognition Letters
Dynamic classification for video stream using support vector machine
Applied Soft Computing
Artificial Intelligence in Medicine
Label ranking by learning pairwise preferences
Artificial Intelligence
A speed and mechanical torque observer based on WLSVR
ACACOS'08 Proceedings of the 7th WSEAS International Conference on Applied Computer and Applied Computational Science
Multilabel classification via calibrated label ranking
Machine Learning
Evolution of Multi-class Single Layer Perceptron
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
White Blood Cell Automatic Counting System Based on Support Vector Machine
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
Computational Intelligence and Security
A New Multi-class SVM Algorithm Based on One-Class SVM
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Machinery Fault Diagnosis Using Least Squares Support Vector Machine
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
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
Tree-Structured Support Vector Machines for Multi-class Classification
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Choosing the Kernel Parameters for the Directed Acyclic Graph Support Vector Machines
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Efficient Pairwise Classification
ECML '07 Proceedings of the 18th European conference on Machine Learning
Developing Domain-Specific Gesture Recognizers for Smart Diagram Environments
Graphics Recognition. Recent Advances and New Opportunities
Improving the Run-Time Performance of Multi-class Support Vector Machines
Proceedings of the 30th DAGM symposium on Pattern Recognition
KCK-Means: A Clustering Method Based on Kernel Canonical Correlation Analysis
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part I
Non-rigid 2D-3D Registration Based on Support Vector Regression Estimated Similarity Metric
MIAR '08 Proceedings of the 4th international workshop on Medical Imaging and Augmented Reality
Efficient Pairwise Multilabel Classification for Large-Scale Problems in the Legal Domain
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Inclusion of Video Information for Detection of Acoustic Events Using the Fuzzy Integral
MLMI '08 Proceedings of the 5th international workshop on Machine Learning for Multimodal Interaction
Multiple Sources Data Fusion Strategies Based on Multi-class Support Vector Machine
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
RVM-based multi-class classification of remotely sensed data
International Journal of Remote Sensing
Improved classification and segmentation of hyperspectral images using spectral warping
International Journal of Remote Sensing
International Journal of Remote Sensing
Ensemble of support vector machines for land cover classification
International Journal of Remote Sensing
Multimodal recognition of personality traits in social interactions
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Application of Higher Order Spectra for the Identification of Diabetes Retinopathy Stages
Journal of Medical Systems
A Comparison of Multiclass SVM Methods for Real World Natural Scenes
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Prediction of Transcription Factor Families Using DNA Sequence Features
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Expert Systems with Applications: An International Journal
Selection of significant independent components for ECG beat classification
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Artificial Intelligence Review
Class Specific Fuzzy Decision Trees for Mining High Speed Data Streams
Fundamenta Informaticae
Expert Systems with Applications: An International Journal
Empirical analysis of support vector machine ensemble classifiers
Expert Systems with Applications: An International Journal
Fault diagnosis of low speed bearing based on relevance vector machine and support vector machine
Expert Systems with Applications: An International Journal
A SVM-based discretization method with application to associative classification
Expert Systems with Applications: An International Journal
Recognition and classification of colon cells applying the ensemble of classifiers
Computers in Biology and Medicine
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
Fault classifier of rotating machinery based on weighted support vector data description
Expert Systems with Applications: An International Journal
Gene Classification Using Codon Usage and Support Vector Machines
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Fuzzy multi-class classifier based on support vector data description and improved PCM
Expert Systems with Applications: An International Journal
Computers and Industrial Engineering
Engineering Applications of Artificial Intelligence
Adapting svm for data sparseness and imbalance: A case study in information extraction
Natural Language Engineering
Small Number of Hidden Units for ELM with Two-Stage Linear Model
IEICE - Transactions on Information and Systems
Image pattern classification for the identification of disease causing agents in plants
Computers and Electronics in Agriculture
Boosting One-Class Support Vector Machines for Multi-Class Classification
Applied Artificial Intelligence
A new maximal-margin spherical-structured multi-class support vector machine
Applied Intelligence
Expert Systems with Applications: An International Journal
Scaling conditional random fields by one-against-the-other decomposition
Journal of Computer Science and Technology
Support Vectors Machine-based identification of heart valve diseases using heart sounds
Computer Methods and Programs in Biomedicine
EEG-based classification for elbow versus shoulder torque intentions involving stroke subjects
Computers in Biology and Medicine
Border feature detection and adaptation algorithm for consensual decision making
International Journal of Remote Sensing - Remote Sensing: its Applications and Integration with GIS
Sparse multinomial kernel discriminant analysis (sMKDA)
Pattern Recognition
Semi-structured document categorization with a semantic kernel
Pattern Recognition
Training fuzzy support vector machines by using boundary of rough set
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
AD-SVMs: A light extension of SVMs for multicategory classification
International Journal of Hybrid Intelligent Systems - Data Mining and Hybrid Intelligent Systems
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Intelligent file scoring system for malware detection from the gray list
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Extraction of the Reduced Training Set Based on Rough Set in SVMs
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Cooperative Recurrent Neural Network for Multiclass Support Vector Machine Learning
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Classification with Unknown Classes
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Detecting spammers and content promoters in online video social networks
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
CIE-9-MC Code Classification with knn and SVM
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
A Machine Learning Approach to Mass Spectra Classification with Unsupervised Feature Selection
Computational Intelligence Methods for Bioinformatics and Biostatistics
Support Vector Machines for TCP traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
A unified image retrieval framework on local visual and semantic concept-based feature spaces
Journal of Visual Communication and Image Representation
A pixel-based digital photo authentication framework via demosaicking inter-pixel correlation
Proceedings of the 11th ACM workshop on Multimedia and security
A discrete mixture-based kernel for SVMs: Application to spam and image categorization
Information Processing and Management: an International Journal
EURASIP Journal on Advances in Signal Processing
A novel kernel-based maximum a posteriori classification method
Neural Networks
A Comparison of Artifact Reduction Methods for Real-Time Analysis of fNIRS Data
Proceedings of the Symposium on Human Interface 2009 on Human Interface and the Management of Information. Information and Interaction. Part II: Held as part of HCI International 2009
Multiclass Microarray Gene Expression Analysis Based on Mutual Dependency Models
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
Di-codon Usage for Gene Classification
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
Evaluation Measures for Multi-class Subgroup Discovery
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Real-time classification of electromyographic signals for robotic control
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Relation extraction from wikipedia using subtree mining
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Stochastic optimization for collision selection in high energy physics
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Is unlabeled data suitable for multiclass SVM-based web page classification?
SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
A framework for kernel-based multi-category classification
Journal of Artificial Intelligence Research
Automatic prediction of individual performance from "thin slices" of social behavior
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Integrated access to legal literature through automated semantic classification
Artificial Intelligence and Law
Facial emotion classification using active appearance model and support vector machine classifier
Machine Graphics & Vision International Journal
An improved method for face recognition based on SVM in frequency domain
Machine Graphics & Vision International Journal
A novel method for automated EMG decomposition and MUAP classification
Artificial Intelligence in Medicine
Computational Biology and Chemistry
Data & Knowledge Engineering
Experiments on pattern-based relation learning
Proceedings of the 18th ACM conference on Information and knowledge management
Proceedings of the ACM International Conference on Image and Video Retrieval
PathMiner: a web-based tool for computer-assisted diagnostics in pathology
IEEE Transactions on Information Technology in Biomedicine
Machine learning for event selection in high energy physics
Engineering Applications of Artificial Intelligence
Multiclass MTS for saxophone timbre quality inspection using waveform-shape-based features
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Novel multiclass classifiers based on the minimization of the within-class variance
IEEE Transactions on Neural Networks
The effect of target vector selection on the invariance of classifier performance measures
IEEE Transactions on Neural Networks
Recognition of human activities using SVM multi-class classifier
Pattern Recognition Letters
Application of support vector machine technology for weed and nitrogen stress detection in corn
Computers and Electronics in Agriculture
A review on the combination of binary classifiers in multiclass problems
Artificial Intelligence Review
Support Vector Machines and MLP for automatic classification of seismic signals at Stromboli volcano
Proceedings of the 2009 conference on Neural Nets WIRN09: Proceedings of the 19th Italian Workshop on Neural Nets, Vietri sul Mare, Salerno, Italy, May 28--30 2009
Pattern Recognition Letters
Intelligent diagramming in the electronic online classroom
HSI'09 Proceedings of the 2nd conference on Human System Interactions
Using an Information Quality Framework to Evaluate the Quality of Product Reviews
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Novel Design of Decision-Tree-Based Support Vector Machines Multi-class Classifier
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Two Multi-class Lagrangian Support Vector Machine Algorithms
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Frontal view recognition in multiview video sequences
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
GNG-SVM framework: classifying large datasets with support vector machines using growing neural gas
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
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
Piecewise multi-classification support vector machines
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
One-against-all-based multiclass SVM strategies applied to vehicle plate character recognition
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Effective segmentation and classification for HCC biopsy images
Pattern Recognition
A comparative study of decision tree approaches to multi-class Support Vector Machines
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Artificial Intelligence Review
WSEAS Transactions on Computers
Association rule mining-based dissolved gas analysis for fault diagnosis of power transformers
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Desktop applications for Mongolian blind people using CR engine and TTS synthesiser for Mongolian
Telehealth/AT '08 Proceedings of the IASTED International Conference on Telehealth/Assistive Technologies
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
Parallel multiclass classification using SVMs on GPUs
Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units
Feature extraction and recognition of landmine
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Localization in wireless sensor network based on multi-class support vector machines
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach
International Journal of Bioinformatics Research and Applications
Activated automotive control of continuous voice using sequential feature segmentation
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Efficient wavelet adaptation for hybrid wavelet-large margin classifiers
Pattern Recognition
Variable silhouette energy image representations for recognizing human actions
Image and Vision Computing
Review: Development of soft computing and applications in agricultural and biological engineering
Computers and Electronics in Agriculture
Complex-valued support vector classifiers
Digital Signal Processing
Object classification by fusing SVMs and Gaussian mixtures
Pattern Recognition
Expert Systems with Applications: An International Journal
Nonlinear Models Using Dirichlet Process Mixtures
The Journal of Machine Learning Research
Classification Using Geometric Level Sets
The Journal of Machine Learning Research
Expediting model selection for support vector machines based on an advanced data reduction algorithm
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Texture classification using finite Ridgelet transform and support vector machines
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Classifiers fusion in recognition of wheat varieties
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
One-versus-one and one-versus-all multiclass SVM-RFE for gene selection in cancer classification
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
SVMs for automatic speech recognition: a survey
Progress in nonlinear speech processing
An EA multi-model selection for SVM multiclass schemes
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Hierarchical classifiers for detection of fractures in x-ray images
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Analysis of the distance between two classes for tuning SVM hyperparameters
IEEE Transactions on Neural Networks
Evaluating multi-class multiple-instance learning for image categorization
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
A novel multi-stage classifier for face recognition
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
LSMS'07 Proceedings of the Life system modeling and simulation 2007 international conference on Bio-Inspired computational intelligence and applications
Using decision templates to predict subcellular localization of protein
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
Ensemble approaches of support vector machines for multiclass classification
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
MSN'07 Proceedings of the 3rd international conference on Mobile ad-hoc and sensor networks
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
ICMB'08 Proceedings of the 1st international conference on Medical biometrics
Characteristic-based descriptors for motion sequence recognition
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Computers in Biology and Medicine
Scene classification based on multi-resolution orientation histogram of Gabor features
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Authorship analysis in cybercrime investigation
ISI'03 Proceedings of the 1st NSF/NIJ conference on Intelligence and security informatics
Multiclass support vector machines for adaptation in MIMO-OFDM wireless systems
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
An improved DAG-SVM for multi-class classification
ICNC'09 Proceedings of the 5th international conference on Natural computation
Fault diagnosis of regenerative water heater based-on multi-class support vector machines
ICNC'09 Proceedings of the 5th international conference on Natural computation
Image annotation by incorporating word correlations into multi-class SVM
ICNC'09 Proceedings of the 5th international conference on Natural computation
Transformer fault diagnosis based on improved SVM model
ICNC'09 Proceedings of the 5th international conference on Natural computation
A new model of multi-class support vector machine with parameter υ
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
An improved distinguishing different vowel sounds of language approach
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Using support vector machines and rough sets theory for classifying faulty types of diesel engine
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
New clustering algorithms for the support vector machine based hierarchical classification
Pattern Recognition Letters
A comparison study on multiple binary-class SVM methods for unilabel text categorization
Pattern Recognition Letters
Multi-class SVM for forestry classification
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Feature fusion using locally linear embedding for classification
IEEE Transactions on Neural Networks
A maximizing-discriminability-based self-organizing fuzzy network for classification problems
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Neural Networks
Multicategory nets of single-layer perceptrons: complexity and sample-size issues
IEEE Transactions on Neural Networks
Journal of Intelligent Information Systems
Content-enriched classifier for web video classification
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A semi-dependent decomposition approach to learn hierarchical classifiers
Pattern Recognition
Emotion detection via discriminative kernel method
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
Computer Methods and Programs in Biomedicine
MammoSys: A content-based image retrieval system using breast density patterns
Computer Methods and Programs in Biomedicine
Patent classification system using a new hybrid genetic algorithm support vector machine
Applied Soft Computing
A hybrid radial basis function and data envelopment analysis neural network for classification
Computers and Operations Research
Support vector classifier based on fuzzy c-means and Mahalanobis distance
Journal of Intelligent Information Systems
Noise reduction for instance-based learning with a local maximal margin approach
Journal of Intelligent Information Systems
Shape recognition based on Kernel-edit distance
Computer Vision and Image Understanding
Multi-class support vector machine classifier in EMG diagnosis
WSEAS Transactions on Signal Processing
Training and Testing Low-degree Polynomial Data Mappings via Linear SVM
The Journal of Machine Learning Research
Fast and Scalable Local Kernel Machines
The Journal of Machine Learning Research
Discriminative semi-supervised feature selection via manifold regularization
IEEE Transactions on Neural Networks
Scalable large-margin Mahalanobis distance metric learning
IEEE Transactions on Neural Networks
Improved natural language learning via variance-regularization support vector machines
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Orientation distance-based discriminative feature extraction for multi-class classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A hierarchical classifier applied to multi-way sentiment detection
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Fuzzy integral to speed up support vector machines training for pattern classification
International Journal of Knowledge-based and Intelligent Engineering Systems
Two-level hierarchical combination method for text classification
Expert Systems with Applications: An International Journal
Computers and Electronics in Agriculture
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Local class boundaries for support vector machine
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 decision support system for cost-effective diagnosis
Artificial Intelligence in Medicine
Music genre classification based on ensemble of signals produced by source separation methods
Intelligent Decision Technologies
What is happening now? Detection of activities of daily living from simple visual features
Personal and Ubiquitous Computing
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
Stacking class probabilities obtained from view-based cluster ensembles
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Canonical correlation analysis for multiview semisupervised feature extraction
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
ICMI'06/IJCAI'07 Proceedings of the ICMI 2006 and IJCAI 2007 international conference on Artifical intelligence for human computing
Fast Multiclass SVM Classification Using Decision Tree Based One-Against-All Method
Neural Processing Letters
Applying electromagnetism-like mechanism for feature selection
Information Sciences: an International Journal
Active learning methods for electrocardiographic signal classification
IEEE Transactions on Information Technology in Biomedicine
Clifford support vector machines for classification, regression, and recurrence
IEEE Transactions on Neural Networks
Effect of number of features on classification of roller bearing faults using SVM and PSVM
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A novel robust kernel for visual learning problems
Neurocomputing
Artificial Intelligence in Medicine
Designing an artificial immune system-based machine learning classifier for medical diagnosis
ICICA'10 Proceedings of the First international conference on Information computing and applications
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
Mining comparative opinions from customer reviews for Competitive Intelligence
Decision Support Systems
Quality evaluation of product reviews using an information quality framework
Decision Support Systems
Expert Systems with Applications: An International Journal
Support Vector Machine for soft fault location in electrical circuits
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Mixing linear SVMs for nonlinear classification
IEEE Transactions on Neural Networks
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Development of an anthropomorphic prosthetic hand for man-machine interaction
ICIRA'10 Proceedings of the Third international conference on Intelligent robotics and applications - Volume Part I
First-Order Multi-class Subgroup Discovery
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
Protein interaction detection in sentences via Gaussian Processes: a preliminary evaluation
International Journal of Data Mining and Bioinformatics
Expert Systems with Applications: An International Journal
SVM practical industrial application for mechanical faults diagnostic
Expert Systems with Applications: An International Journal
Tensor-based locally maximum margin classifier for image and video classification
Computer Vision and Image Understanding
Optimal feature retrieval for classification of non-stationary Power Quality disturbances
International Journal of Artificial Intelligence and Soft Computing
Feature analysis and classification of lymph nodes
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part III
Density-induced margin support vector machines
Pattern Recognition
A sparse nearest mean classifier for high dimensional multi-class problems
Pattern Recognition Letters
Multimedia Tools and Applications
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
SVM based context awareness using body area sensor network for pervasive healthcare monitoring
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
A machine learning approach to classify vigilance states in rats
Expert Systems with Applications: An International Journal
On the ERA ranking representability of pairwise bipartite ranking functions
Artificial Intelligence
Classification as clustering: A pareto cooperative-competitive gp approach
Evolutionary Computation
Unsupervised and Supervised Learning Approaches Together for Microarray Analysis
Fundamenta Informaticae
NN'05 Proceedings of the 6th WSEAS international conference on Neural networks
NN'05 Proceedings of the 6th WSEAS international conference on Neural networks
WAMUS'07 Proceedings of the 7th WSEAS international conference on Wavelet analysis & multirate systems
Bearing fault detection of induction motor using wavelet and Support Vector Machines (SVMs)
Applied Soft Computing
Recognition of heartbeats using support vector machine networks: a comparative study
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Communicative interactivity: a multimodal communicative situation classification approach
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Support vector machine for recognition of bio-products in gasoline
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Computational Biology and Chemistry
Improved binary particle swarm optimization using catfish effect for feature selection
Expert Systems with Applications: An International Journal
Composite Function Wavelet Neural Networks with Differential Evolution and Extreme Learning Machine
Neural Processing Letters
Inferring users' online activities through traffic analysis
Proceedings of the fourth ACM conference on Wireless network security
Classification and retrieval on macroinvertebrate image databases
Computers in Biology and Medicine
Semi-supervised genetic programming for classification
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Artificial Life and Robotics
Applying ICA and SVM to mixture control chart patterns recognition in a process
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
An efficient statistical feature selection approach for classification of gene expression data
Journal of Biomedical Informatics
A sequential dynamic multi-class model and recursive filtering by variational bayesian methods
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Detecting adversarial advertisements in the wild
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning multi-class theories in ILP
ILP'10 Proceedings of the 20th international conference on Inductive logic programming
Maximum Margin One Class Support Vector Machines for multiclass problems
Pattern Recognition Letters
Unsupervized data-driven partitioning of multiclass problems
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
Profile-based 3D-aided face recognition
Pattern Recognition
Operators for transforming kernels into quasi-local kernels that improve SVM accuracy
Journal of Intelligent Information Systems
Multi-label classification for image annotation via sparse similarity voting
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Multiclass SVM classification using graphs calibrated by similarity between classes
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part IV
Cross-validation, bootstrap, and support vector machines
Advances in Artificial Neural Systems
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
MBIA'11 Proceedings of the First international conference on Multimodal brain image analysis
A nonparametric classification method based on K-associated graphs
Information Sciences: an International Journal
Learning from label preferences
DS'11 Proceedings of the 14th international conference on Discovery science
Offline signature verification and identification by hybrid features and Support Vector Machine
International Journal of Artificial Intelligence and Soft Computing
Fast Kernel Discriminant Analysis for Classification of Liver Cancer Mass Spectra
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Protein Classification with Extended-Sequence Coding by Sliding Window
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
MSSVM: A Modular Solver for Support Vector Machines
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Modeling personalized email prioritization: classification-based and regression-based approaches
Proceedings of the 20th ACM international conference on Information and knowledge management
Voting based extreme learning machine
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Audio based solutions for detecting intruders in wild areas
Signal Processing
Using main content extraction to improve performance of Vietnamese web page classification
Proceedings of the Second Symposium on Information and Communication Technology
Information---Theoretic Multiclass Classification Based on Binary Classifiers
Journal of Signal Processing Systems
A simplified multi-class support vector machine with reduced dual optimization
Pattern Recognition Letters
Data fusion for fault diagnosis using dempster-shafer theory based multi-class SVMs
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Multi-view face recognition with min-max modular SVMs
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
A weighting initialization strategy for weighted support vector machines
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Segmentation evaluation using a support vector machine
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Fuzzy pairwise multiclass support vector machines
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Distance function learning in error-correcting output coding framework
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Approaches to classification of multichannel images
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Support vector machines for mathematical symbol recognition
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Multiple parameter selection for LS-SVM using smooth leave-one-out error
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Trajectory-Based support vector multicategory classifier
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Twi-Map support vector machine for multi-classification problems
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Active learning with irrelevant examples
ECML'06 Proceedings of the 17th European conference on Machine Learning
Gesture recognition through HITEG data glove to provide a new way of communication
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Fast pixel classification by SVM using vector quantization, tabu search and hybrid color space
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Automatic extraction of hierarchical relations from text
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
Neural network ensemble and support vector machine classifiers: an application to remote sensed data
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
Data dimension reduction using rough sets for support vector classifier
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Facial expression recognition based on rough set theory and SVM
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Support vector machines with huffman tree architecture for multiclass classification
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
Arrhythmia classification using local hölder exponents and support vector machine
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Multi-class SVMs based on SOM decoding algorithm and its application in pattern recognition
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
MFCC and SVM based recognition of chinese vowels
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part II
A robust SVM design for multi-class classification
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
A peer-to-peer hypertext categorization using directed acyclic graph support vector machines
PDCAT'04 Proceedings of the 5th international conference on Parallel and Distributed Computing: applications and Technologies
Automatic face recognition by support vector machines
IWCIA'04 Proceedings of the 10th international conference on Combinatorial Image Analysis
Prediction of protein-protein interface residues using sequence neighborhood and surface properties
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Multiclass credit cardholders’ behaviors classification methods
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
A novel hybrid CNN-SVM classifier for recognizing handwritten digits
Pattern Recognition
Computers and Operations Research
Engineering Applications of Artificial Intelligence
Bearing fault prognosis based on health state probability estimation
Expert Systems with Applications: An International Journal
PSSP with dynamic weighted kernel fusion based on SVM-PHGS
Knowledge-Based Systems
A novel multi-class support vector machine based on fuzzy theories
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Automatic image annotation based on wordnet and hierarchical ensembles
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Support vector machines ensemble based on fuzzy integral for classification
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
SVDD-Based method for fast training of multi-class support vector classifier
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
A fast and sparse implementation of multiclass kernel perceptron algorithm
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Knowledge-Based multiclass support vector machines applied to vertical two-phase flow
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part I
KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
Efficient prediction algorithms for binary decomposition techniques
Data Mining and Knowledge Discovery
Automatic classification of building types in 3D city models
Geoinformatica
Cluster-based adaptive metric classification
Neurocomputing
A computer-aided driving posture prediction system based on driver comfort
ICAT'06 Proceedings of the 16th international conference on Advances in Artificial Reality and Tele-Existence
SVM based false alarm minimization scheme on intrusion prevention system
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part V
Study of multiuser detection: the support vector machine approach
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Intrusion detection system based on multi-class SVM
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Continuous body and hand gesture recognition for natural human-computer interaction
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special Issue on Affective Interaction in Natural Environments
Half-Against-Half multi-class support vector machines
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Which is the best multiclass SVM method? an empirical study
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Feature subset selection for protein subcellular localization prediction
ICIC'06 Proceedings of the 2006 international conference on Computational Intelligence and Bioinformatics - Volume Part III
A hybrid classifier based on rough set theory and support vector machines
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Fuzzy output support vector machines for classification
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
Fuzzy support vector machines based on λ-cut
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Learning SVM kernel with semi-definite programming
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Partially supervised classification – based on weighted unlabeled samples support vector machine
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Radar emitter signal recognition based on feature selection and support vector machines
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Cost effective depression patient thought record categorization via self-taught learning
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
Improved pairwise coupling support vector machines with correcting classifiers
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Enforcing security with behavioral fingerprinting
Proceedings of the 7th International Conference on Network and Services Management
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
A scalable algorithm for learning a mahalanobis distance metric
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Building an intrusion detection system based on support vector machine and genetic algorithm
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
A novel approach to corona monitoring
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
Multi-class probability SVM fusion using fuzzy integral for fault diagnosis
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
Face recognition with improved pairwise coupling support vector machines
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Machine learning to design full-reference image quality assessment algorithm
Image Communication
Binary image steganographic techniques classification based on multi-class steganalysis
ISPEC'10 Proceedings of the 6th international conference on Information Security Practice and Experience
OVA scheme vs. single machine approach in feature selection for microarray datasets
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
A modified large margin classifier in hidden space for face recognition
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
A new maximum-relevance criterion for significant gene selection
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Prediction of protein subcellular localizations using moment descriptors and support vector machine
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Support vector machine tree based on feature selection
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Data mining with parallel support vector machines for classification
ADVIS'06 Proceedings of the 4th international conference on Advances in Information Systems
Efficient multilabel classification algorithms for large-scale problems in the legal domain
Semantic Processing of Legal Texts
Expert Systems with Applications: An International Journal
A two-stage evolutionary algorithm based on sensitivity and accuracy for multi-class problems
Information Sciences: an International Journal
A generalized subspace projection approach for sparse representation classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
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
A comparison of model selection methods for multi-class support vector machines
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV
A speech recognizer based on multiclass SVMs with HMM-Guided segmentation
NOLISP'05 Proceedings of the 3rd international conference on Non-Linear Analyses and Algorithms for Speech Processing
Multi-view laplacian support vector machines
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
An improved swarm optimized functional link artificial neural network (ISO-FLANN) for classification
Journal of Systems and Software
Constructing the shortest ECOC for fast multi-classification
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
A Flexible PCB Inspection System Based on Statistical Learning
Journal of Signal Processing Systems
Twin Mahalanobis distance-based support vector machines for pattern recognition
Information Sciences: an International Journal
Classification of emotional speech using 3DEC hierarchical classifier
Speech Communication
Automated text classification using a dynamic artificial neural network model
Expert Systems with Applications: An International Journal
Detonation Classification from Acoustic Signature with the Restricted Boltzmann Machine
Computational Intelligence
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
A dynamic model selection strategy for support vector machine classifiers
Applied Soft Computing
Network vulnerability analysis using text mining
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
An experimental study of different ordinal regression methods and measures
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Intelligent systems for the assessment of crop disorders
Computers and Electronics in Agriculture
Mathematical and Computer Modelling: An International Journal
A parsimony fuzzy rule-based classifier using axiomatic fuzzy set theory and support vector machines
Information Sciences: an International Journal
A compact hybrid feature vector for an accurate secondary structure prediction
Information Sciences: an International Journal
Higher-order SVD analysis for crowd density estimation
Computer Vision and Image Understanding
Diagnostics of Filtered Analog Circuits with Tolerance Based on LS-SVM Using Frequency Features
Journal of Electronic Testing: Theory and Applications
A simple methodology for soft cost-sensitive classification
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Selection of vocal features for Parkinson's Disease diagnosis
International Journal of Data Mining and Bioinformatics
Variational multinomial logit gaussian process
The Journal of Machine Learning Research
Inhibition in multiclass classification
Neural Computation
Object recognition based on three-dimensional model
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Image quality assessment based on distortion-aware decision fusion
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Fusion of supervised and unsupervised learning for improved classification of hyperspectral images
Information Sciences: an International Journal
Class Specific Fuzzy Decision Trees for Mining High Speed Data Streams
Fundamenta Informaticae
Efficient pairwise classification using local cross off strategy
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Reduced universal background model for speech recognition and identification system
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Learning to classify service data with latent semantics
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
BodyScope: a wearable acoustic sensor for activity recognition
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Scenery Image Segmentation Using Support Vector Machines
Fundamenta Informaticae
Ellipse Invariant Algorithm for Texture Classification
Fundamenta Informaticae
Accurate Prediction of Coronary Artery Disease Using Reliable Diagnosis System
Journal of Medical Systems
A Computer Aided Diagnosis System for Thyroid Disease Using Extreme Learning Machine
Journal of Medical Systems
Journal of Signal Processing Systems
A novel probabilistic feature selection method for text classification
Knowledge-Based Systems
A generic model of multi-class support vector machine
International Journal of Intelligent Information and Database Systems
Divergence-based feature selection for separate classes
Neurocomputing
A twin-hypersphere support vector machine classifier and the fast learning algorithm
Information Sciences: an International Journal
A subspace approach to error correcting output codes
Pattern Recognition Letters
Parsimonious Mahalanobis kernel for the classification of high dimensional data
Pattern Recognition
Multitask multiclass support vector machines: Model and experiments
Pattern Recognition
Enhancing directed binary trees for multi-class classification
Information Sciences: an International Journal
Generalized locality preserving Maxi-Min Margin Machine
Neural Networks
TrueSkill-Based pairwise coupling for multi-class classification
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
An efficient way of combining SVMs for handwritten digit recognition
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
A hybrid intelligent system for 3D reconstruction from a single line drawing
International Journal of Computer Applications in Technology
A sequential algorithm for sparse support vector classifiers
Pattern Recognition
Elderly activities recognition and classification for applications in assisted living
Expert Systems with Applications: An International Journal
Linear classifier combination and selection using group sparse regularization and hinge loss
Pattern Recognition Letters
A study on output normalization in multiclass SVMs
Pattern Recognition Letters
Journal of Visual Communication and Image Representation
Computers and Industrial Engineering
Intelligent data analysis by a home-use human monitoring robot
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
Expert Systems with Applications: An International Journal
Three-fold structured classifier design based on matrix pattern
Pattern Recognition
Network intrusion detection based on multi-class support vector machine
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
Information Sciences: an International Journal
Ordinal and nominal classification of wind speed from synoptic pressurepatterns
Engineering Applications of Artificial Intelligence
Pulmonary crackle detection using time-frequency and time-scale analysis
Digital Signal Processing
International Journal of Speech Technology
Expert Systems with Applications: An International Journal
A vector-valued support vector machine model for multiclass problem
Information Sciences: an International Journal
Fast instance selection for speeding up support vector machines
Knowledge-Based Systems
Information Sciences: an International Journal
Face recognition using Gabor-based direct linear discriminant analysis and support vector machine
Computers and Electrical Engineering
The skweezee system: enabling the design and the programming of squeeze interactions
Proceedings of the 26th annual ACM symposium on User interface software and technology
Pairwise support vector machines and their application to large scale problems
The Journal of Machine Learning Research
Exploitation of pairwise class distances for ordinal classification
Neural Computation
Protein fold recognition with a two-layer method based on SVM-SA, WP-NN and C4.5 TLM-SNC
International Journal of Data Mining and Bioinformatics
Image retrieval based on high level concept detection and semantic labelling
Intelligent Decision Technologies
A systematic methodology for OS benchmark characterization
Proceedings of the 2013 Research in Adaptive and Convergent Systems
Computers in Biology and Medicine
TV-based caring videophone system for the elderly in the smart home environment
Journal of Electrical and Computer Engineering - Special issue on Sustainable Energy and its Novel Technologies
Using robust dispersion estimation in support vector machines
Pattern Recognition
Expert Systems with Applications: An International Journal
Approaches to adversarial drift
Proceedings of the 2013 ACM workshop on Artificial intelligence and security
Sleep stage classification using advanced intelligent methods
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
An information-theoretical approach to high-speed flow nature identification
IEEE/ACM Transactions on Networking (TON)
Bias-Guided random walk for network-based data classification
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Automated identification of normal and diabetes heart rate signals using nonlinear measures
Computers in Biology and Medicine
An empirical study of reducing multiclass classification methodologies
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
International Journal of Open Source Software and Processes
Learning group-based dictionaries for discriminative image representation
Pattern Recognition
An efficient 3D face recognition approach using local geometrical signatures
Pattern Recognition
Identification of bacillus species using support vector machine and codon pair relative frequency
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
An organ allocation system for liver transplantation based on ordinal regression
Applied Soft Computing
Computers and Industrial Engineering
Integration of semi-fuzzy SVDD and CC-Rule method for supplier selection
Expert Systems with Applications: An International Journal
PLS-based recursive feature elimination for high-dimensional small sample
Knowledge-Based Systems
Computer Methods and Programs in Biomedicine
Supervised word sense disambiguation using semantic diffusion kernel
Engineering Applications of Artificial Intelligence
Robust support vector machine-trained fuzzy system
Neural Networks
Efficient feature size reduction via predictive forward selection
Pattern Recognition
An experimental validation of a novel clustering approach to PWARX identification
Engineering Applications of Artificial Intelligence
Engineering Applications of Artificial Intelligence
Combining multiple views: Case studies on protein and arrhythmia features
Engineering Applications of Artificial Intelligence
Human activity recognition using multi-features and multiple kernel learning
Pattern Recognition
Personal and Ubiquitous Computing
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering
Neural Processing Letters
GSVM: An SVM for handling imbalanced accuracy between classes inbi-classification problems
Applied Soft Computing
A distance sum-based hybrid method for intrusion detection
Applied Intelligence
Classification of defects in steel strip surface based on multiclass support vector machine
Multimedia Tools and Applications
Ensemble canonical correlation analysis
Applied Intelligence
Information Sciences: an International Journal
Random subspace support vector machine ensemble for reliable face recognition
International Journal of Biometrics
A novel forward gene selection algorithm for microarray data
Neurocomputing
An SVM-AdaBoost facial expression recognition system
Applied Intelligence
Learning a taxonomy of predefined and discovered activity patterns
Journal of Ambient Intelligence and Smart Environments
Latent-Dynamic Conditional Random Fields for recognizing activities in smart homes
Journal of Ambient Intelligence and Smart Environments - Ambient and Smart Component Technologies for Human Centric Computing
Trend forecasting of financial time series using PIPs detection and continuous HMM
Intelligent Data Analysis
A novel class dependent feature selection method for cancer biomarker discovery
Computers in Biology and Medicine
Hi-index | 0.05 |
Support vector machines (SVMs) were originally designed for binary classification. How to effectively extend it for multiclass classification is still an ongoing research issue. Several methods have been proposed where typically we construct a multiclass classifier by combining several binary classifiers. Some authors also proposed methods that consider all classes at once. As it is computationally more expensive to solve multiclass problems, comparisons of these methods using large-scale problems have not been seriously conducted. Especially for methods solving multiclass SVM in one step, a much larger optimization problem is required so up to now experiments are limited to small data sets. In this paper we give decomposition implementations for two such "all-together" methods. We then compare their performance with three methods based on binary classifications: "one-against-all," "one-against-one," and directed acyclic graph SVM (DAGSVM). Our experiments indicate that the "one-against-one" and DAG methods are more suitable for practical use than the other methods. Results also show that for large problems methods by considering all data at once in general need fewer support vectors