Pairwise classification and support vector machines

Multiclass LS-SVMs: Moderated Outputs and Coding-Decoding Schemes

Neural Processing Letters

K-SVCR. A Multi-class Support Vector Machine

ECML '00 Proceedings of the 11th European Conference on Machine Learning

Multiclass Classification with Pairwise Coupled Neural Networks or Support Vector Machines

ICANN '01 Proceedings of the International Conference on Artificial Neural Networks

Fast Training of Support Vector Machines by Extracting Boundary Data

ICANN '01 Proceedings of the International Conference on Artificial Neural Networks

Recognition of Consonant-Vowel (CV) Units of Speech in a Broadcast News Corpus Using Support Vector Machines

SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines

Multi-Class SVM Classifier Based on Pairwise Coupling

SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines

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

Tree-Structured Support Vector Machines for Multi-class Pattern Recognition

MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems

Solving Multi-class Pattern Recognition Problems with Tree-Structured Support Vector Machines

Proceedings of the 23rd DAGM-Symposium on Pattern Recognition

Scaling multi-class support vector machines using inter-class confusion

Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining

Fuzzy least squares support vector machines for multiclass problems

Neural Networks - 2003 Special issue: Advances in neural networks research — IJCNN'03

Round robin classification

The Journal of Machine Learning Research

On nearest-neighbor error-correcting output codes with application to all-pairs multiclass support vector machines

The Journal of Machine Learning Research

Symbolization assisted SVM classifier for noisy data

Pattern Recognition Letters

Biomedical named entity recognition using two-phase model based on SVMs

Journal of Biomedical Informatics - Special issue: Named entity recognition in biomedicine

Support Vector Learning for Semantic Argument Classification

Machine Learning

Adapting two-class support vector classification methods to many class problems

ICML '05 Proceedings of the 22nd international conference on Machine learning

Comparison between error correcting output codes and fuzzy support vector machines

Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition

Similarity-driven Sequence Classification Based on Support Vector Machines

ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition

Multi-Classification by Using Tri-Class SVM

Neural Processing Letters

Minimum spanning trees in hierarchical multiclass support vector machines generation

IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence

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

Two-phase biomedical NE recognition based on SVMs

BioMed '03 Proceedings of the ACL 2003 workshop on Natural language processing in biomedicine - Volume 13

Incremental training of support vector machines using hyperspheres

Pattern Recognition Letters

Automatic detection of group functional roles in face to face interactions

Proceedings of the 8th international conference on Multimodal interfaces

Dual unification of bi-class support vector machine formulations

Pattern Recognition

Protein cellular localization prediction with Support Vector Machines and Decision Trees

Computers in Biology and Medicine

Bayes classification based on minimum bounding spheres

Neurocomputing

Combining eigenvector methods and support vector machines for detecting variability of Doppler ultrasound signals

Computer Methods and Programs in Biomedicine

Second-order cone programming formulations for robust multiclass classification

Neural Computation

Prediction in Marketing Using the Support Vector Machine

Marketing Science

A combined MRI and MRSI based multiclass system for brain tumour recognition using LS-SVMs with class probabilities and feature selection

Artificial Intelligence in Medicine

A three-tier IDS via data mining approach

Proceedings of the 3rd annual ACM workshop on Mining network data

Rough set based 1-v-1 and 1-v-r approaches to support vector machine multi-classification

Information Sciences: an International Journal

Extraction of fuzzy rules from support vector machines

Fuzzy Sets and Systems

New Least Squares Support Vector Machines Based on Matrix Patterns

Neural Processing Letters

Reducing the number of sub-classifiers for pairwise multi-category support vector machines

Pattern Recognition Letters

Round robin ensembles

Intelligent Data Analysis

Comparing Combination Rules of Pairwise Neural Networks Classifiers

Neural Processing Letters

Domain density description for multiclass pattern classification with reduced computational load

Pattern Recognition

On the time series support vector machine using dynamic time warping kernel for brain activity classification

Cybernetics and Systems Analysis

Multimodal support to group dynamics

Personal and Ubiquitous Computing - Special Issue: User-centred design and evaluation of ubiquitous groupware

Evolutionary design of multiclass support vector machines

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - VIII Brazilian Symposium on Neural Networks

Multiclass SVM-RFE for product form feature selection

Expert Systems with Applications: An International Journal

Classification model for product form design using fuzzy support vector machines

Computers and Industrial Engineering

Robust and efficient multiclass SVM models for phrase pattern recognition

Pattern Recognition

Review: A new training method for support vector machines: Clustering k-NN support vector machines

Expert Systems with Applications: An International Journal

Regularized nonsmooth Newton method for multi-class support vector machines

Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine

A distributed PSO-SVM hybrid system with feature selection and parameter optimization

Applied Soft Computing

Evolutionary tuning of SVM parameter values in multiclass problems

Neurocomputing

Label ranking by learning pairwise preferences

Artificial Intelligence

Multilabel classification via calibrated label ranking

Machine Learning

Multi-class Support Vector Machines Based on Arranged Decision Graphs and Particle Swarm Optimization for Model Selection

ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II

Appearance-Based Robot Discrimination Using Eigenimages

RoboCup 2006: Robot Soccer World Cup X

A Two-Pass Classification Method Based on Hyper-Ellipsoid Neural Networks and SVM's with Applications to Face Recognition

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III

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

Prediction of Protein Homo-oligomer Types with a Novel Approach of Glide Zoom Window Feature Extraction

ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues

Multimodal recognition of personality traits in social interactions

ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces

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

Choosing the kernel parameters for support vector machines by the inter-cluster distance in the feature space

Pattern Recognition

Multi-class support vector machine for classification of the ultrasonic images of supraspinatus

Expert Systems with Applications: An International Journal

Using new attribute construction to incorporate the expertise of human experts into a smuggling vessels classification system

Expert Systems with Applications: An International Journal

A new maximal-margin spherical-structured multi-class support vector machine

Applied Intelligence

Wafer defect pattern recognition by multi-class support vector machines by using a novel defect cluster index

Expert Systems with Applications: An International Journal

AD-SVMs: A light extension of SVMs for multicategory classification

International Journal of Hybrid Intelligent Systems - Data Mining and Hybrid Intelligent Systems

Application of multi-class support vector machines for power system on-line static security assessment using DT - based feature and data selection algorithms

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

A Parallel Implementation of Error Correction SVM with Applications to Face Recognition

ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II

Letters: Adaptive binary tree for fast SVM multiclass classification

Neurocomputing

Multi-lingual dependency parsing at NAIST

CoNLL-X '06 Proceedings of the Tenth Conference on Computational Natural Language Learning

Combining Color and Shape Features for Image Retrieval

UAHCI '09 Proceedings of the 5th International Conference on Universal Access in Human-Computer Interaction. Part III: Applications and Services

Soft Margin Trees

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I

Leveraging Higher Order Dependencies between Features for Text Classification

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I

Integration of Contextual Information in Online Handwriting Representation

ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and 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

An improved method for face recognition based on SVM in frequency domain

Machine Graphics & Vision International Journal

Bio-medical entity extraction using support vector machines

Artificial Intelligence in Medicine

ACO-based hybrid classification system with feature subset selection and model parameters optimization

Neurocomputing

On strategies for imbalanced text classification using SVM: A comparative study

Decision Support Systems

Recognition of human activities using SVM multi-class classifier

Pattern Recognition Letters

A unified single scan algorithm for Japanese base phrase chunking and dependency parsing

ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers

A review on the combination of binary classifiers in multiclass problems

Artificial Intelligence Review

Learning Large Margin First Order Decision Lists for Multi-Class Classification

DS '09 Proceedings of the 12th International Conference on Discovery Science

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

Multiobjective Multiclass Soft-Margin Support Vector Machine and Its Solving Technique Based on Benson's Method

MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence

Dynamics of facial expression extracted automatically from video

Image and Vision Computing

Face recognition using optimal linear components of range images

Image and Vision Computing

An improved weighted posterior probability reconstruction strategy for multi-class support vector machine

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference

Real-time highway traffic condition assessment framework using vehicle-infrastructure integration (VII) with artificial intelligence (AI)

IEEE Transactions on Intelligent Transportation Systems

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

Interactive emotion recognition using support vector machine for human-robot interaction

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach

International Journal of Bioinformatics Research and Applications

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

Estimation of class membership probabilities in the document classification

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining

Multi-classification with tri-class support vector machines: a review

IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks

A new multi-class support vector machine with multi-sphere in the feature space

IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems

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

Using decision templates to predict subcellular localization of protein

PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics

Analyzing foreign exchange rates by rough set theory and directed acyclic graph support vector machines

Expert Systems with Applications: An International Journal

Multi-agent system for custom relationship management with SVMs tool

KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications

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

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

A Chinese question classification using one-vs-one method as a learning tool

International Journal of Intelligent Information and Database Systems

Discriminant analysis for fast multiclass data classification through regularized kernel function approximation

IEEE Transactions on Neural Networks

Emotion detection via discriminative kernel method

Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments

Fingerprint classification based on subclass analysis using multiple templates of support vector machines

Intelligent Data Analysis

Noise reduction for instance-based learning with a local maximal margin approach

Journal of Intelligent Information Systems

Identification and analysis of transcription factor family-specific features derived from DNA and protein information

Pattern Recognition Letters

Fast and Scalable Local Kernel Machines

The Journal of Machine Learning Research

Vector projection method for unclassifiable region of support vector machine

Expert Systems with Applications: An International Journal

Building binary-tree-based multiclass classifiers using separability measures

Neurocomputing

What is happening now? Detection of activities of daily living from simple visual features

Personal and Ubiquitous Computing

An improved PSO-SVM approach for multi-faults diagnosis of satellite reaction wheel

AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part II

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

A vision inspection system for the surface defects of strongly reflected metal based on multi-class SVM

Expert Systems with Applications: An International Journal

A novel framework for multi-class classification via ternary smooth support vector machine

Pattern Recognition

Process knowledge based multi-class support vector classification (PK-MSVM) approach for surface defects in hot rolling

Expert Systems with Applications: An International Journal

A new algorithm for training SVMs using approximate minimal enclosing balls

CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications

A sequential minimal optimization algorithm for the all-distances support vector machine

CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications

LIBSVM: A library for support vector machines

ACM Transactions on Intelligent Systems and Technology (TIST)

The large-scale crowd density estimation based on effective region feature extraction method

ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III

A classification-based Kansei engineering system for modeling consumers' affective responses and analyzing product form features

Expert Systems with Applications: An International Journal

A novel multi-view classifier based on Nyström approximation

Expert Systems with Applications: An International Journal

Improved binary particle swarm optimization using catfish effect for feature selection

Expert Systems with Applications: An International Journal

Face recognition based on gabor enhanced marginal fisher model and error correction SVM

ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II

Operators for transforming kernels into quasi-local kernels that improve SVM accuracy

Journal of Intelligent Information Systems

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

Reducing number of classifiers in DAGSVM based on class similarity

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I

Learning from label preferences

DS'11 Proceedings of the 14th international conference on Discovery science

A hybrid discriminative/generative approach to protein fold recognition

Neurocomputing

Feature selection using Bayesian and multiclass Support Vector Machines approaches: Application to bank risk prediction

Expert Systems with Applications: An International Journal

A simplified multi-class support vector machine with reduced dual optimization

Pattern Recognition Letters

Fuzzy pairwise multiclass support vector machines

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence

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

Intra-pulse modulation recognition of advanced radar emitter signals using intelligent recognition method

RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology

Constructing multiclass learners from binary learners: a simple black-box analysis of the generalization errors

ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory

A new support vector machine for multi-class classification

CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I

Comparison of multiclass SVM decomposition schemes for visual object recognition

PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition

A comparative study on the use of labeled and unlabeled data for large margin classifiers

IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing

Deterministic dependency structure analyzer for chinese

IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing

Automatic face recognition by support vector machines

IWCIA'04 Proceedings of the 10th international conference on Combinatorial Image Analysis

Using directed acyclic graph support vector machines with tabu search for classifying faulty product types

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III

A corporate credit rating model using multi-class support vector machines with an ordinal pairwise partitioning approach

Computers and Operations Research

A novel algorithm combining support vector machine with the discrete wavelet transform for the prediction of protein subcellular localization

Computers in Biology and Medicine

Binary tree support vector machine based on kernel fisher discriminant for multi-classification

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

An SVM classification algorithm with error correction ability applied to face recognition

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I

Composed complex-cue histograms: An investigation of the information content in receptive field based image descriptors for object recognition

Computer Vision and Image Understanding

Half-Against-Half multi-class support vector machines

MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems

Protein cellular localization with multiclass support vector machines and decision trees

BSB'05 Proceedings of the 2005 Brazilian conference on Advances in Bioinformatics and Computational Biology

Automatic occupation coding with combination of machine learning and hand-crafted rules

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Text classification for DAG-Structured categories

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Cost effective depression patient thought record categorization via self-taught learning

Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments

Face recognition based on gabor-enhanced manifold learning and SVM

ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II

Learning data structure from classes: A case study applied to population genetics

Information Sciences: an International Journal

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

Knowledge element extraction for knowledge-based learning resources organization

ICWL'07 Proceedings of the 6th international conference on Advances in web based learning

ECG classification using ICA features and support vector machines

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I

A modified two-stage SVM-RFE model for cancer classification using microarray data

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I

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

Automated text classification using a dynamic artificial neural network model

Expert Systems with Applications: An International Journal

Nonlinear vertex discriminant analysis with reproducing kernels

Statistical Analysis and Data Mining

A Cascade-Hybrid Music Recommender System for mobile services based on musical genre classification and personality diagnosis

Multimedia Tools and Applications

Intelligent machine homicide

COSADE'12 Proceedings of the Third international conference on Constructive Side-Channel Analysis and Secure Design

Regularized multi-view learning machine based on response surface technique

Neurocomputing

A hybrid approach to increase the performance of protein folding recognition using support vector machines

MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition

Dynamic and scalable audio classification by collective network of binary classifiers framework: An evolutionary approach

Neural Networks

Letters: Handwritten digit recognition using biologically inspired features

Neurocomputing

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

Concurrent control chart patterns recognition with singular spectrum analysis and support vector machine

Computers and Industrial Engineering

Hybrid of artificial immune system and particle swarm optimization-based support vector machine for Radio Frequency Identification-based positioning system

Computers and Industrial Engineering

The one-against-all partition based binary tree support vector machine algorithms for multi-class classification

Neurocomputing

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

Using nonlinear dimensionality reduction to visualize classifiers

IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I

Self-advising support vector machine

Knowledge-Based Systems

Large scale visual classification with many classes

MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition

Integration of semi-fuzzy SVDD and CC-Rule method for supplier selection

Expert Systems with Applications: An International Journal

Self-taught learning via exponential family sparse coding for cost-effective patient thought record categorization

Personal and Ubiquitous Computing

A distance sum-based hybrid method for intrusion detection

Applied Intelligence

Classification of driver fatigue expressions by combined curvelet features and gabor features, and random subspace ensembles of support vector machines

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

A novel class dependent feature selection method for cancer biomarker discovery

Computers in Biology and Medicine