Practical methods of optimization; (2nd ed.)
Practical methods of optimization; (2nd ed.)
The nature of statistical learning theory
The nature of statistical learning theory
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
Predicting Time Series with Support Vector Machines
ICANN '97 Proceedings of the 7th International Conference on Artificial Neural Networks
Improvements to the SMO algorithm for SVM regression
IEEE Transactions on Neural Networks
Kernel Nearest-Neighbor Algorithm
Neural Processing Letters
A note on the decomposition methods for support vector regression
Neural Computation
A parallel mixture of SVMs for very large scale problems
Neural Computation
Sparse Online Greedy Support Vector Regression
ECML '02 Proceedings of the 13th 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
A New Cache Replacement Algorithm in SMO
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Scaling Large Learning Problems with Hard Parallel Mixtures
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
A Comparative Study of Polynomial Kernel SVM Applied to Appearance-Based Object Recognition
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Surrogate Deterministic Mutation: Preliminary Results
Selected Papers from the 5th European Conference on Artificial Evolution
Performance analysis of connectionist paradigms for modeling chaotic behavior of stock indices
Second international workshop on Intelligent systems design and application
Interactive deduplication using active learning
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining newsgroups using networks arising from social behavior
WWW '03 Proceedings of the 12th international conference on World Wide Web
Modeling chaotic behavior of stock indices using intelligent paradigms
Neural, Parallel & Scientific Computations - Special issue: Advances in intelligent systems and applications
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
On the algorithmic implementation of multiclass kernel-based vector machines
The Journal of Machine Learning Research
Exact simplification of support vector solutions
The Journal of Machine Learning Research
Feature extraction by non parametric mutual information maximization
The Journal of Machine Learning Research
Classifying large data sets using SVMs with hierarchical clusters
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient multi-way text categorization via generalized discriminant analysis
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Addressing the Problems of Bayesian Network Classification of Video Using High-Dimensional Features
IEEE Transactions on Knowledge and Data Engineering
Various hyperplane classifiers using kernel feature spaces
Acta Cybernetica
Parameter detection of thin films from their x-ray reflectivity by support vector machines
Applied Numerical Mathematics
Citation prediction using time series approach KDD Cup 2003 (task 1)
ACM SIGKDD Explorations Newsletter
In Defense of One-Vs-All Classification
The Journal of Machine Learning Research
Content-based music structure analysis with applications to music semantics understanding
Proceedings of the 12th annual ACM international conference on Multimedia
Fast SVM Training Algorithm with Decomposition on Very Large Data Sets
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semantics and feature discovery via confidence-based ensemble
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Automatic music video summarization based on audio-visual-text analysis and alignment
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient computations via scalable sparse kernel partial least squares and boosted latent features
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
SVM in oracle database 10g: removing the barriers to widespread adoption of support vector machines
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Using One-Class and Two-Class SVMs for Multiclass Image Annotation
IEEE Transactions on Knowledge and Data Engineering
Core Vector Regression for very large regression problems
ICML '05 Proceedings of the 22nd international conference on Machine learning
Making SVMs Scalable to Large Data Sets using Hierarchical Cluster Indexing
Data Mining and Knowledge Discovery
Classification of ophthalmologic images using an ensemble of classifiers
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Selecting parameters of SVM using meta-learning and kernel matrix-based meta-features
Proceedings of the 2006 ACM symposium on Applied computing
Training linear SVMs in linear time
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient semantic annotation method for indexing large personal video database
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Efficient top-k hyperplane query processing for multimedia information retrieval
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Fast Kernel Classifiers with Online and Active Learning
The Journal of Machine Learning Research
Content-adaptive digital music watermarking based on music structure analysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
FS_SFS: A novel feature selection method for support vector machines
Pattern Recognition
Non-parametric classifier-independent feature selection
Pattern Recognition
Multicriteria analysis tools in real-life problems
Computers & Mathematics with Applications
A hybrid model for exchange rate prediction
Decision Support Systems
Automatic discrimination between laughter and speech
Speech Communication
Analysis of SVM regression bounds for variable ranking
Neurocomputing
Parallel Software for Training Large Scale Support Vector Machines on Multiprocessor Systems
The Journal of Machine Learning Research
Incremental Support Vector Learning: Analysis, Implementation and Applications
The Journal of Machine Learning Research
Information Discriminant Analysis: Feature Extraction with an Information-Theoretic Objective
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the 24th international conference on Machine learning
Support vector regression for classifier prediction
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Iterative sliced inverse regression for segmentation of ultrasound and MR images
Pattern Recognition
Motion pattern-based video classification and retrieval
EURASIP Journal on Applied Signal Processing
An improved way tomake large-scale SVR learning practical
EURASIP Journal on Applied Signal Processing
Reducing examples to accelerate support vector regression
Pattern Recognition Letters
Active learning and logarithmic opinion pools for hpsg parse selection
Natural Language Engineering
Estimating electropalatographic patterns from the speech signal
Computer Speech and Language
Text categorization via generalized discriminant analysis
Information Processing and Management: an International Journal
Better multiclass classification via a margin-optimized single binary problem
Pattern Recognition Letters
Classification Methods for Speaker Recognition
Speaker Classification I
Predicting Time Series Using Incremental Langrangian Support Vector Regression
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
XML Document Classification Using Extended VSM
Focused Access to XML Documents
Engineering Applications of Artificial Intelligence
Robust support vector regression in the primal
Neural Networks
Recursive reduced least squares support vector regression
Pattern Recognition
Supplier selection based on hierarchical potential support vector machine
Expert Systems with Applications: An International Journal
Breast mass classification based on cytological patterns using RBFNN and SVM
Expert Systems with Applications: An International Journal
G-hash: towards fast kernel-based similarity search in large graph databases
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Comparing Feature Point Tracking with Dense Flow Tracking for Facial Expression Recognition
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
Data Mining of Agricultural Yield Data: A Comparison of Regression Models
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Cutting-plane training of structural SVMs
Machine Learning
Approximate policy iteration using large-margin classifiers
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Three-dimensional facial surface modeling applied to recognition
Engineering Applications of Artificial Intelligence
Automated assessment of breast tissue density in digital mammograms
Computer Vision and Image Understanding
Classifier Selection in a Family of Polyhedron Classifiers
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Acoustic segment modeling for speaker recognition
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
Kernel methods for short-term portfolio management
Expert Systems with Applications: An International Journal
Time series prediction using support vector machines: a survey
IEEE Computational Intelligence Magazine
Feature extraction and recognition of landmine
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
TSVR: An efficient Twin Support Vector Machine for regression
Neural Networks
Reducing samples for accelerating multikernel semiparametric support vector regression
Expert Systems with Applications: An International Journal
Robust truncated support vector regression
Expert Systems with Applications: An International Journal
Dlib-ml: A Machine Learning Toolkit
The Journal of Machine Learning Research
Dimensionality Estimation, Manifold Learning and Function Approximation using Tensor Voting
The Journal of Machine Learning Research
Tornado detection with support vector machines
ICCS'03 Proceedings of the 2003 international conference on Computational science
Independent residual analysis for temporally correlated signals
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
Human splice site identification with multiclass support vector machines and bagging
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Online processing of multiple inputs in a sparsely-connected recurrent neural network
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Generalized SMO-style decomposition algorithms
COLT'07 Proceedings of the 20th annual conference on Learning theory
A framework of context-aware object recognition for smart home
ICOST'07 Proceedings of the 5th international conference on Smart homes and health telematics
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Ensembles of pre-processing techniques for noise detection in gene expression data
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Subspace construction and selection for speaker recognition
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Paraphrase identification using machine learning techniques
ICNVS'10 Proceedings of the 12th international conference on Networking, VLSI and signal processing
An effective method of pruning support vector machine classifiers
IEEE Transactions on Neural Networks
Proximity queries using separating bounding volumes
International Journal of Computer Applications in Technology
Integrating clustering and supervised learning for categorical data analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
GMM-SVM Kernel with a Bhattacharyya-based distance for speaker recognition
IEEE Transactions on Audio, Speech, and Language Processing
Robotics and Computer-Integrated Manufacturing
Multikernel semiparametric linear programming support vector regression
Expert Systems with Applications: An International Journal
Extended VSM for XML document classification using frequent subtrees
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
Faster directions for second order SMO
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Bridging the Gap Between Neural Network and Kernel Methods: Applications to Drug Discovery
Proceedings of the 2011 conference on Neural Nets WIRN10: Proceedings of the 20th Italian Workshop on Neural Nets
An Iterative Method for Deciding SVM and Single Layer Neural Network Structures
Neural Processing Letters
Exploiting separability in large-scale linear support vector machine training
Computational Optimization and Applications
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
Fast support vector regression based on cut
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
International Journal of Speech Technology
Learning to identify educational materials
ACM Transactions on Speech and Language Processing (TSLP)
Construction of convex hull classifiers in high dimensions
Pattern Recognition Letters
Language recognition with language total variability
Proceedings of the 2011 International Conference on Innovative Computing and Cloud Computing
Maximum A Posteriori Linear Regression for language recognition
Expert Systems with Applications: An International Journal
Support vector machine classification based on fuzzy clustering for large data sets
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Paraphrase identification on the basis of supervised machine learning techniques
FinTAL'06 Proceedings of the 5th international conference on Advances in Natural Language Processing
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
Concept updating with support vector machines
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Some improvements to a parallel decomposition technique for training support vector machines
PVM/MPI'05 Proceedings of the 12th European PVM/MPI users' group conference on Recent Advances in Parallel Virtual Machine and Message Passing Interface
Face identification performance using facial expressions as perturbation
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Discovering approximate expressions of GPS geometric dilution of precision using genetic programming
Advances in Engineering Software
Greener aviation with virtual sensors: a case study
Data Mining and Knowledge Discovery
The IIR submission to CSLP 2006 speaker recognition evaluation
ISCSLP'06 Proceedings of the 5th international conference on Chinese Spoken Language Processing
Fusion of acoustic and tokenization features for speaker recognition
ISCSLP'06 Proceedings of the 5th international conference on Chinese Spoken Language Processing
A new iris recognition approach for embedded system
ICESS'04 Proceedings of the First international conference on Embedded Software and Systems
Training support vector machines with multiple equality constraints
ECML'05 Proceedings of the 16th European conference on Machine Learning
An incremental learning method based on SVM for online sketchy shape recognition
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Training support vector machines using greedy stagewise algorithm
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Sentiment classification using information extraction technique
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Semi-sparse algorithm based on multi-layer optimization for recommendation system
Proceedings of the 2012 International Workshop on Programming Models and Applications for Multicores and Manycores
Semantic region detection in acoustic music signals
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
The effect of semantic knowledge expansion to textual entailment recognition
TSD'06 Proceedings of the 9th international conference on Text, Speech and Dialogue
Support vector inductive logic programming
DS'05 Proceedings of the 8th international conference on Discovery Science
Entropy criterion for classifier-independent feature selection
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Machine learning to design full-reference image quality assessment algorithm
Image Communication
Malware characteristics and threats on the internet ecosystem
Journal of Systems and Software
Artificial neural networks applied to cancer detection in a breast screening programme
Mathematical and Computer Modelling: An International Journal
On employing fuzzy modeling algorithms for the valuation of residential premises
Information Sciences: an International Journal
Discriminative feature extraction for speech recognition using continuous output codes
Pattern Recognition Letters
An Optimum-Path Forest framework for intrusion detection in computer networks
Engineering Applications of Artificial Intelligence
Expert Systems with Applications: An International Journal
Review: Supervised classification and mathematical optimization
Computers and Operations Research
Automatic speaker age and gender recognition using acoustic and prosodic level information fusion
Computer Speech and Language
Expert Systems with Applications: An International Journal
Estimation of sleepiness using pupillary response and its frequency components
International Journal of Bioinformatics Research and Applications
Detecting RNA sequences using two-stage SVM classifier
LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation
Toward the scalability of neural networks through feature selection
Expert Systems with Applications: An International Journal
Support vector machine for large databases as classifier
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Expert Systems with Applications: An International Journal
Fractional Fourier transform based features for speaker recognition using support vector machine
Computers and Electrical Engineering
A case-based analysis of the effect of offline media on online conversion actions
Proceedings of the 22nd international conference on World Wide Web companion
Twin least squares support vector regression
Neurocomputing
Engineering Applications of Artificial Intelligence
A nested heuristic for parameter tuning in Support Vector Machines
Computers and Operations Research
Online learning algorithm of kernel-based ternary classifiers using support vectors
Optical Memory and Neural Networks
Semi-sparse algorithm based on multi-layer optimization for recommender system
The Journal of Supercomputing
Fast classification for large data sets via random selection clustering and Support Vector Machines
Intelligent Data Analysis
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Support Vector Machines (SVMs) for regression problems are trained by solving a quadratic optimization problem which needs on the order of l square memory and time resources to solve, where l is the number of training examples. In this paper, we propose a decomposition algorithm, SVMTorch (available at http://www.idiap.ch/learning/SVMTorch.html), which is similar to SVM-Light proposed by Joachims (1999) for classification problems, but adapted to regression problems. With this algorithm, one can now efficiently solve large-scale regression problems (more than 20000 examples). Comparisons with Nodelib, another publicly available SVM algorithm for large-scale regression problems from Flake and Lawrence (2000) yielded significant time improvements. Finally, based on a recent paper from Lin (2000), we show that a convergence proof exists for our algorithm.