A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Machine Learning
Making large-scale support vector machine learning practical
Advances in kernel methods
Fast training of support vector machines using sequential minimal optimization
Advances in kernel methods
Polynomial-Time Decomposition Algorithms for Support Vector Machines
Machine Learning
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Improvements to Platt's SMO Algorithm for SVM Classifier Design
Neural Computation
Neural Computation
Building Projectable Classifiers of Arbitrary Complexity
ICPR '96 Proceedings of the 13th International Conference on Pattern Recognition - Volume 2
Asymptotic convergence of an SMO algorithm without any assumptions
IEEE Transactions on Neural Networks
QP Algorithms with Guaranteed Accuracy and Run Time for Support Vector Machines
The Journal of Machine Learning Research
The Interplay of Optimization and Machine Learning Research
The Journal of Machine Learning Research
Maximum-Gain Working Set Selection for SVMs
The Journal of Machine Learning Research
Parallel Software for Training Large Scale Support Vector Machines on Multiprocessor Systems
The Journal of Machine Learning Research
Comments on the "Core Vector Machines: Fast SVM Training on Very Large Data Sets"
The Journal of Machine Learning Research
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Second-order smo improves svm online and active learning
Neural Computation
Managing team-based problem solving with symbiotic bid-based genetic programming
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Fast support vector machine training and classification on graphics processors
Proceedings of the 25th international conference on Machine learning
Optimized cutting plane algorithm for support vector machines
Proceedings of the 25th international conference on Machine learning
The Journal of Machine Learning Research
Coevolutionary bid-based genetic programming for problem decomposition in classification
Genetic Programming and Evolvable Machines
A Novel Hybrid GMM/SVM Architecture for Protein Secondary Structure Prediction
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Using Support Vector Regression for Classification
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
On the Equivalence of the SMO and MDM Algorithms for SVM Training
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Prostate Cancer Probability Maps Based on Ultrasound RF Time Series and SVM Classifiers
MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
Design of Experiments in Computational Intelligence: On the Use of Statistical Inference
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Identifying video spammers in online social networks
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
Continuous speech recognition with sparse coding
Computer Speech and Language
Determination of ocean primary productivity using support vector machines
International Journal of Remote Sensing - Satellite observations of the atmosphere, ocean and their interface in relation to climate, natural hazards and management of the coastal zone
Analysis of varying approaches to topical web query classification
Proceedings of the 3rd international conference on Scalable information systems
On Mixtures of Linear SVMs for Nonlinear Classification
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Multi-class Support Vector Machine Simplification
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Fabric defect detection based on multiple fractal features and support vector data description
Engineering Applications of Artificial Intelligence
Separating hypersurfaces of SVMs in input spaces
Pattern Recognition Letters
Cycle-breaking acceleration of SVM training
Neurocomputing
A new maximal-margin spherical-structured multi-class support vector machine
Applied Intelligence
An active set quasi-Newton method with projected search for bound constrained minimization
Computers & Mathematics with Applications
AD-SVMs: A light extension of SVMs for multicategory classification
International Journal of Hybrid Intelligent Systems - Data Mining and Hybrid Intelligent Systems
Building emotion lexicon from weblog corpora
ACL '07 Proceedings of the 45th Annual Meeting of the ACL on Interactive Poster and Demonstration Sessions
Financial Forecasting Using Character N-Gram Analysis and Readability Scores of Annual Reports
Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence
Orthogonal Quadratic Discriminant Functions for Face Recognition
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Semantic image annotation via hierarchical classification
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
Concept of a Multi-Agent System for Assisting in Real Estate Appraisals
KES-AMSTA '09 Proceedings of the Third KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications
Candidate working set strategy based SMO algorithm in support vector machine
Information Processing and Management: an International Journal
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
Computational Intelligence Methods for Bioinformatics and Biostatistics
HOS-based mode classification for infomobility framework
First International Workshop on Cognitive Wireless Networks
Human motion recognition using support vector machines
Computer Vision and Image Understanding
Multilingual subjectivity analysis using machine translation
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
A Convex Method for Locating Regions of Interest with Multi-instance Learning
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Semi-supervised classification using local and global regularization
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Classification by discriminative regularization
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Label to region by bi-layer sparsity priors
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Recursive Bayesian linear regression for adaptive classification
IEEE Transactions on Signal Processing
A convergent hybrid decomposition algorithm model for SVM training
IEEE Transactions on Neural Networks
Detectando usuários maliciosos em interações via vídeos no YouTube
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
An Analysis of Meta-learning Techniques for Ranking Clustering Algorithms Applied to Artificial Data
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
A Fast BMU Search for Support Vector Machine
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
A Simple Proof of the Convergence of the SMO Algorithm for Linearly Separable Problems
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
A Multi-agent System to Assist with Real Estate Appraisals Using Bagging Ensembles
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
Noise robust features for speech/music discrimination in real-time telecommunication
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
The multiple pairs SMO: a modified SMO algorithm for the acceleration of the SVM training
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Java interface for scilab based on the JLab environment
ASID'09 Proceedings of the 3rd international conference on Anti-Counterfeiting, security, and identification in communication
Comparison of data driven models for the valuation of residential premises using KEEL
International Journal of Hybrid Intelligent Systems - Hybrid Fuzzy Models
Parallel multiclass classification using SVMs on GPUs
Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units
Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Selecting a reduced set for building sparse support vector regression in the primal
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Journal of Intelligent Information Systems
Feature selection on Chinese text classification using character n-grams
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Evolving fuzzy systems based on the eTS learning algorithm for the valuation of residential premises
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
A general learning framework using local and global regularization
Pattern Recognition
WASP: an enhanced indoor locationing algorithm for a congested Wi-Fi environment
MELT'09 Proceedings of the 2nd international conference on Mobile entity localization and tracking in GPS-less environments
An effective method of pruning support vector machine classifiers
IEEE Transactions on Neural Networks
An improved algorithm for the solution of the regularization path of support vector machine
IEEE Transactions on Neural Networks
An adaptive multiobjective approach to evolving ART architectures
IEEE Transactions on Neural Networks
An online core vector machine with adaptive MEB adjustment
Pattern Recognition
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Proximity queries using separating bounding volumes
International Journal of Computer Applications in Technology
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Fast and Scalable Local Kernel Machines
The Journal of Machine Learning Research
Computational Optimization and Applications
System Development and Demonstration of a Cooperative UAV Team for Mapping and Tracking
International Journal of Robotics Research
A hedgehop over a max-margin framework using hedge cues
CoNLL '10: Shared Task Proceedings of the Fourteenth Conference on Computational Natural Language Learning --- Shared Task
Efficient statement identification for automatic market forecasting
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Leveraging loosely-tagged images and inter-object correlations for tag recommendation
Proceedings of the international conference on Multimedia
Sorted label classifier chains for learning images with multi-label
Proceedings of the international conference on Multimedia
Faster directions for second order SMO
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Spectrum evaluation on multispectral images by machine learning techniques
ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part II
Using an iterative linear solver in an interior-point method for generating support vector machines
Computational Optimization and Applications
An optimization model of the portfolio adjusting problem with fuzzy return and a SMO algorithm
Expert Systems with Applications: An International Journal
Computational TMA analysis and cell nucleus classification of renal cell carcinoma
Proceedings of the 32nd DAGM conference on Pattern recognition
Research of long-term runoff forecast based on support vector machine method
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part II
A texton-based approach for the classification of lung parenchyma in CT images
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
First and Second Order SMO Algorithms for LS-SVM Classifiers
Neural Processing Letters
Condensed vector machines: learning fast machine for large data
IEEE Transactions on Neural Networks
Mixing linear SVMs for nonlinear classification
IEEE Transactions on Neural Networks
Class information adapted kernel for support vector machine
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
SVM-RFE based feature selection for tandem mass spectrum quality assessment
International Journal of Data Mining and Bioinformatics
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
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
On improving dissimilarity-based classifications using a statistical similarity measure
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
High performance lithographic hotspot detection using hierarchically refined machine learning
Proceedings of the 16th Asia and South Pacific Design Automation Conference
A wearable gaze tracking system for children in unconstrained environments
Computer Vision and Image Understanding
An empirical evaluation on dimensionality reduction schemes for dissimilarity-based classifications
Pattern Recognition Letters
Tree Decomposition for Large-Scale SVM Problems
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Large-scale training of SVMs with automata kernels
CIAA'10 Proceedings of the 15th international conference on Implementation and application of automata
Multiple classifier systems in texton-based approach for the classification of CT images of lung
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
Classification as clustering: A pareto cooperative-competitive gp approach
Evolutionary Computation
Effectively discriminating fighting shots in action movies
Journal of Computer Science and Technology - Special issue on natural language processing
Selecting training points for one-class support vector machines
Pattern Recognition Letters
A GPU-tailored approach for training kernelized SVMs
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
lp-Norm Multiple Kernel Learning
The Journal of Machine Learning Research
Laplacian Support Vector Machines Trained in the Primal
The Journal of Machine Learning Research
Proceedings of the 15th WSEAS international conference on Systems
Momentum acceleration of least-squares support vector machines
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Fast support vector training by Newton's method
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Fast support vector machines for structural Kernels
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
International Journal of Data Mining and Bioinformatics
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
In silico prediction of noncoding RNAs using supervised learning and feature ranking methods
International Journal of Bioinformatics Research and Applications
In silico prediction of noncoding RNAs using supervised learning and feature ranking methods
International Journal of Bioinformatics Research and Applications
Improved conjugate gradient implementation for least squares support vector machines
Pattern Recognition Letters
Learning to Infer the Status of Heavy-Duty Sensors for Energy-Efficient Context-Sensing
ACM Transactions on Intelligent Systems and Technology (TIST)
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Automatic facial expression recognition
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Image label completion by pursuing contextual decomposability
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Expert Systems with Applications: An International Journal
On low-rank regularized least squares for scalable nonlinear classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Speed-Up LOO-CV with SVM classifier
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Application frameworks and methods for assisting tracking of actionable items
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Evaluation measures for kernel optimization
Pattern Recognition Letters
Image classification by multimodal subspace learning
Pattern Recognition Letters
Four machine learning algorithms for biometrics fusion: a comparative study
Applied Computational Intelligence and Soft Computing
Sparse multikernel support vector regression machines trained by active learning
Expert Systems with Applications: An International Journal
Recurrent sparse support vector regression machines trained by active learning in the time-domain
Expert Systems with Applications: An International Journal
Proceedings of the 49th Annual Design Automation Conference
An annotation rule extraction algorithm for image retrieval
Pattern Recognition Letters
Detonation Classification from Acoustic Signature with the Restricted Boltzmann Machine
Computational Intelligence
Contact-free hand geometry-based identification system
Expert Systems with Applications: An International Journal
SVM with CUDA accelerated kernels for big sparse problems
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
International Journal of Data Mining and Bioinformatics
EEG estimates of engagement and cognitive workload predict math problem solving outcomes
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
A hybrid approach to managing job offers and candidates
Information Processing and Management: an International Journal
Label-to-region with continuity-biased bi-layer sparsity priors
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Fusion of feature sets and classifiers for facial expression recognition
Expert Systems with Applications: An International Journal
Hedge detection as a lens on framing in the GMO debates: a position paper
ExProM '12 Proceedings of the Workshop on Extra-Propositional Aspects of Meaning in Computational Linguistics
Combining approaches for early diagnosis of breast diseases using thermal imaging
International Journal of Innovative Computing and Applications
Margin maximization in spherical separation
Computational Optimization and Applications
Fast multi-label core vector machine
Pattern Recognition
Person identification using full-body motion and anthropometric biometrics from kinect videos
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Nested sequential minimal optimization for support vector machines
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Parallel multitask cross validation for Support Vector Machine using GPU
Journal of Parallel and Distributed Computing
Anomaly intrusion detection based on PLS feature extraction and core vector machine
Knowledge-Based Systems
A multi-tier ensemble construction of classifiers for phishing email detection and filtering
CSS'12 Proceedings of the 4th international conference on Cyberspace Safety and Security
Support vector machine for large databases as classifier
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
A text cube approach to human, social and cultural behavior in the twitter stream
SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
Analyzing User Retweet Behavior on Twitter
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
An analysis of a spatial EA parallel boosting algorithm
Proceedings of the 15th annual conference on Genetic and evolutionary computation
lp-norm multikernel learning approach for stock market price forecasting
Computational Intelligence and Neuroscience
Fast pruning superfluous support vectors in SVMs
Pattern Recognition Letters
Multilabel relationship learning
ACM Transactions on Knowledge Discovery from Data (TKDD)
Algorithms for discovery of multiple Markov boundaries
The Journal of Machine Learning Research
Multistage approach for clustering and classification of ECG data
Computer Methods and Programs in Biomedicine
Efficient sparse least squares support vector machines for pattern classification
Computers & Mathematics with Applications
Clock power minimization using structured latch templates and decision tree induction
Proceedings of the International Conference on Computer-Aided Design
Random block coordinate descent method for multi-label support vector machine with a zero label
Expert Systems with Applications: An International Journal
Convex and scalable weakly labeled SVMs
The Journal of Machine Learning Research
Training sparse SVM on the core sets of fitting-planes
Neurocomputing
Attention-Based Health Monitoring
International Journal of Monitoring and Surveillance Technologies Research
On the use of meta-learning for instance selection: An architecture and an experimental study
Information Sciences: an International Journal
A novel class dependent feature selection method for cancer biomarker discovery
Computers in Biology and Medicine
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Working set selection is an important step in decomposition methods for training support vector machines (SVMs). This paper develops a new technique for working set selection in SMO-type decomposition methods. It uses second order information to achieve fast convergence. Theoretical properties such as linear convergence are established. Experiments demonstrate that the proposed method is faster than existing selection methods using first order information.