A tutorial on support vector regression

Authors:
Alex J. Smola;Bernhard Schölkopf
Affiliations:
RSISE, Australian National University, Canberra 0200, Australia. Alex.Smola@anu.edu.au;Max-Planck-Institut für biologische Kybernetik, 72076 Tübingen, Germany. Bernhard.Schoelkopf@tuebingen.mpg.de
Venue:
Statistics and Computing
Year:
2004

Citing 54
Cited 304

Nonlinear programming: theory, algorithms, and applications

Nonlinear programming: theory, algorithms, and applications
Practical methods of optimization; (2nd ed.)

Practical methods of optimization; (2nd ed.)
Pathways to the optimal set in linear programming

on Progress in Mathematical Programming: Interior-Point and Related Methods
Introduction to the IBM optimization subroutine library

IBM Systems Journal
A training algorithm for optimal margin classifiers

COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Bayesian methods for adaptive models

Bayesian methods for adaptive models
An introduction to Kolmogorov complexity and its applications

An introduction to Kolmogorov complexity and its applications
The nature of statistical learning theory

The nature of statistical learning theory
Support-Vector Networks

Machine Learning
On the formulation and theory of the Newton interior-point method for nonlinear programming

Journal of Optimization Theory and Applications
The connection between regularization operators and support vector kernels

Neural Networks
Nonlinear component analysis as a kernel eigenvalue problem

Neural Computation
An equivalence between sparse approximation and support vector machines

Neural Computation
Advances in kernel methods: support vector learning

Advances in kernel methods: support vector learning
Three remarks on the support vector method of function estimation

Advances in kernel methods
Support vector machines, reproducing kernel Hilbert spaces, and randomized GACV

Advances in kernel methods
Geometry and invariance in kernel based methods

Advances in kernel methods
Solving the quadratic programming problem arising in support vector classification

Advances in kernel methods
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
Support vector machines for dynamic reconstruction of a chaotic system

Advances in kernel methods
Reducing the run-time complexity in support vector machines

Advances in kernel methods
Support vector regression with ANOVA decomposition kernels

Advances in kernel methods
Support vector density estimation

Advances in kernel methods
Combining support vector and mathematical programming methods for classification

Advances in kernel methods
Prior knowledge in support vector kernels

NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Atomic Decomposition by Basis Pursuit

SIAM Journal on Scientific Computing
Prediction with Gaussian processes: from linear regression to linear prediction and beyond

Learning in graphical models
An introduction to support Vector Machines: and other kernel-based learning methods

An introduction to support Vector Machines: and other kernel-based learning methods
AI Game Programming Wisdom

AI Game Programming Wisdom
Neural Networks: A Comprehensive Foundation

Neural Networks: A Comprehensive Foundation
Bayesian Learning for Neural Networks

Bayesian Learning for Neural Networks
Neural Networks for Pattern Recognition

Neural Networks for Pattern Recognition
SSVM: A Smooth Support Vector Machine for Classification

Computational Optimization and Applications
Learning from Data: Concepts, Theory, and Methods

Learning from Data: Concepts, Theory, and Methods
A Tutorial on Support Vector Machines for Pattern Recognition

Data Mining and Knowledge Discovery
Support Vector Machines

IEEE Intelligent Systems
Feature Selection via Concave Minimization and Support Vector Machines

ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Sparse Greedy Matrix Approximation for Machine Learning

ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Automatic Capacity Tuning of Very Large VC-Dimension Classifiers

Advances in Neural Information Processing Systems 5, [NIPS Conference]
Incorporating Invariances in Support Vector Learning Machines

ICANN 96 Proceedings of the 1996 International Conference on Artificial Neural Networks
Comparison of View-Based Object Recognition Algorithms Using Realistic 3D Models

ICANN 96 Proceedings of the 1996 International Conference on Artificial Neural Networks
Predicting Time Series with Support Vector Machines

ICANN '97 Proceedings of the 7th International Conference on Artificial Neural Networks
Evaluation of gaussian processes and other methods for non-linear regression

Evaluation of gaussian processes and other methods for non-linear regression
Experimentally optimal ν in support vector regression for different noise models and parameter settings

Neural Networks
Estimation of Dependences Based on Empirical Data: Springer Series in Statistics (Springer Series in Statistics)

Estimation of Dependences Based on Empirical Data: Springer Series in Statistics (Springer Series in Statistics)
Training ν-Support Vector Classifiers: Theory and Algorithms

Neural Computation
Estimating the Support of a High-Dimensional Distribution

Neural Computation
Improvements to Platt's SMO Algorithm for SVM Classifier Design

Neural Computation
New Support Vector Algorithms

Neural Computation
Comparing support vector machines with Gaussian kernels to radialbasis function classifiers

IEEE Transactions on Signal Processing
Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators

IEEE Transactions on Information Theory
Input space versus feature space in kernel-based methods

IEEE Transactions on Neural Networks
On the convergence of the decomposition method for support vector machines

IEEE Transactions on Neural Networks

Support vector machines: hype or hallelujah?

ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Leave-One-Out Bounds for Support Vector Regression Model Selection

Neural Computation
Spikernels: Predicting Arm Movements by Embedding Population Spike Rate Patterns in Inner-Product Spaces

Neural Computation
Estimating the Support of a High-Dimensional Distribution

Neural Computation
An Equivalence between SILF-SVR and Ordinary Kriging

Neural Processing Letters
Support vector machines framework for linear signal processing

Signal Processing
Computational studies of human motion: part 1, tracking and motion synthesis

Foundations and Trends® in Computer Graphics and Vision
He says, she says: conflict and coordination in Wikipedia

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Recursive Finite Newton Algorithm for Support Vector Regression in the Primal

Neural Computation
Efficient Computation and Model Selection for the Support Vector Regression

Neural Computation
A machine learning approach to TCP throughput prediction

Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Identification of dynamic diagnostic models with the use of methodology of knowledge discovery in databases

Engineering Applications of Artificial Intelligence
Letters: Estimation of software project effort with support vector regression

Neurocomputing
Support vector regression for classifier prediction

Proceedings of the 9th annual conference on Genetic and evolutionary computation
Cross-lingual query suggestion using query logs of different languages

SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Music emotion recognition: the role of individuality

Proceedings of the international workshop on Human-centered multimedia
Integrating relevance vector machines and genetic algorithms for optimization of seed-separating process

Engineering Applications of Artificial Intelligence
Construction of Bayesian support vector regression in the feature space spanned by Bezier-Bernstein polynomial functions

Cybernetics and Systems Analysis
Data mining approaches for modeling complex electronic circuit design activities

Computers and Industrial Engineering
Incorporating prior knowledge in support vector regression

Machine Learning
Multimodal corpus of multi-party meetings for automatic social behavior analysis and personality traits detection

Proceedings of the 2007 workshop on Tagging, mining and retrieval of human related activity information
On ranking controversies in wikipedia: models and evaluation

WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
A GA-based feature selection and parameters optimization for support vector regression applied to software effort estimation

Proceedings of the 2008 ACM symposium on Applied computing
Estimating electropalatographic patterns from the speech signal

Computer Speech and Language
Online kernel selection for Bayesian reinforcement learning

Proceedings of the 25th international conference on Machine learning
Bi-level path following for cross validated solution of kernel quantile regression

Proceedings of the 25th international conference on Machine learning
On the Suitable Domain for SVM Training in Image Coding

The Journal of Machine Learning Research
Nonlinear estimation of subpixel proportion via kernel least square regression

International Journal of Remote Sensing
Kernels, regularization and differential equations

Pattern Recognition
Support vector regression from simulation data and few experimental samples

Information Sciences: an International Journal
Semi-supervised learning with data calibration for long-term time series forecasting

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Prognostics of machine condition using soft computing

Robotics and Computer-Integrated Manufacturing
Letters: A new approach to TS fuzzy modeling using dual kernel-based learning machines

Neurocomputing
A heuristic weight-setting strategy and iteratively updating algorithm for weighted least-squares support vector regression

Neurocomputing
Switched and PieceWise Nonlinear Hybrid System Identification

HSCC '08 Proceedings of the 11th international workshop on Hybrid Systems: Computation and Control
Predicting Software Metrics at Design Time

PROFES '08 Proceedings of the 9th international conference on Product-Focused Software Process Improvement
An Optimization-Based Classification Approach with the Non-additive Measure

ICCS '08 Proceedings of the 8th international conference on Computational Science, Part II
Predicting the Performance of Learning Algorithms Using Support Vector Machines as Meta-regressors

ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Prediction of Biomechanical Parameters of the Proximal Femur Using Statistical Appearance Models and Support Vector Regression

MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
Age Determination of Children in Preschool and Primary School Age with GMM-Based Supervectors and Support Vector Machines/Regression

TSD '08 Proceedings of the 11th international conference on Text, Speech and Dialogue
Theoretical Analysis of a Rigid Coreset Minimum Enclosing Ball Algorithm for Kernel Regression Estimation

ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
A Sparse Sampling Method for Classification Based on Likelihood Factor

ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
Exploring and predicting the architecture/optimising compiler co-design space

CASES '08 Proceedings of the 2008 international conference on Compilers, architectures and synthesis for embedded systems
Nonlinear clustering-based support vector machine for large data sets

Optimization Methods & Software - Mathematical programming in data mining and machine learning
Non-Mercer hybrid kernel for linear programming support vector regression in nonlinear systems identification

Applied Soft Computing
Model optimizing and feature selecting for support vector regression in time series forecasting

Neurocomputing
Adaptive spherical Gaussian kernel in sparse Bayesian learning framework for nonlinear regression

Expert Systems with Applications: An International Journal
Support vector regression for link load prediction

Computer Networks: The International Journal of Computer and Telecommunications Networking
Toward Multi-modal Music Emotion Classification

PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Personalized MTV Affective Analysis Using User Profile

PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Trade-off between accuracy and interpretability: Experience-oriented fuzzy modeling via reduced-set vectors

Computers & Mathematics with Applications
γ-C plane and robustness in static reservoir for nonlinear regression estimation

Neurocomputing
Ranking and classifying attractiveness of photos in folksonomies

Proceedings of the 18th international conference on World wide web
Rough ν-support vector regression

Expert Systems with Applications: An International Journal
Predicting chinese abbreviations from definitions: an empirical learning approach using support vector regression

Journal of Computer Science and Technology
Modelling of a new solar air heater through least-squares support vector machines

Expert Systems with Applications: An International Journal
Semantic analysis of real-world images using support vector machine

Expert Systems with Applications: An International Journal
Simultaneous input variable and basis function selection for RBF networks

Neurocomputing
Parameters optimization of support vector regression based on immune particle swarm optimization algorithm

Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
MedLDA: maximum margin supervised topic models for regression and classification

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Immune Particle Swarm Optimization for Support Vector Regression on Forest Fire Prediction

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

Pattern Recognition
Partial Lanczos extreme learning machine for single-output regression problems

Neurocomputing
TS-fuzzy system-based support vector regression

Fuzzy Sets and Systems
A Simple Maximum Gain Algorithm for Support Vector Regression

IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Interval Regression Analysis with Soft-Margin Reduced Support Vector Machine

IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Limited stochastic meta-descent for kernel-based online learning

Neural Computation
A virtual metrology system for semiconductor manufacturing

Expert Systems with Applications: An International Journal
SKU demand forecasting in the presence of promotions

Expert Systems with Applications: An International Journal
Lattice Constant Prediction of A2BB'O6 Type Double Perovskites

ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Improving the training time of support vector regression algorithms through novel hyper-parameters search space reductions

Neurocomputing
Modeling the Personality of Participants During Group Interactions

UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Objective vs. Subjective Evaluation of Speakers with and without Complete Dentures

TSD '09 Proceedings of the 12th International Conference on Text, Speech and Dialogue
Kernel regression with order preferences

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Transferring multi-device localization models using latent multi-task learning

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Modeling wine preferences by data mining from physicochemical properties

Decision Support Systems
Accessible image search

MM '09 Proceedings of the 17th ACM international conference on Multimedia
SVR-based music mood classification and context-based music recommendation

MM '09 Proceedings of the 17th ACM international conference on Multimedia
Towards a language-independent intelligibility assessment of children with cleft lip and palate

Proceedings of the 2nd Workshop on Child, Computer and Interaction
Optimization of aircraft structural components by using nature-inspired algorithms and multi-fidelity approximations

Journal of Global Optimization
SVM-based fuzzy rules acquisition system for pulsed GTAW process

Engineering Applications of Artificial Intelligence
Machine learning and genetic algorithms in pharmaceutical development and manufacturing processes

Decision Support Systems
Seeing stars when there aren't many stars: graph-based semi-supervised learning for sentiment categorization

TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
Predicting lattice constant of cubic perovskites using support vector regression

Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Positional effects on citation and readership in arXiv

Journal of the American Society for Information Science and Technology
gRegress: extracting features from graph transactions for regression

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Applying support vector regression for web effort estimation using a cross-company dataset

ESEM '09 Proceedings of the 2009 3rd International Symposium on Empirical Software Engineering and Measurement
On the accuracy of TCP throughput prediction for opportunistic wireless networks

SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
Application of machine learning approaches on quantitative structure activity relationships

CIBCB'09 Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology
PCA-Based Representations of Graphs for Prediction in QSAR Studies

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Using Data Mining for Wine Quality Assessment

DS '09 Proceedings of the 12th International Conference on Discovery Science
Using Support Vector Regression for Web Development Effort Estimation

IWSM '09 /Mensura '09 Proceedings of the International Conferences on Software Process and Product Measurement
Research on Natural Disaster Risk Assessment Model Based on Support Vector Machine and Its Application

ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Dynamic engine modeling through linear programming support vector regression

ACC'09 Proceedings of the 2009 conference on American Control Conference
Splice site prediction using support vector machines with a Bayes kernel

Expert Systems with Applications: An International Journal
Resource demand modeling for multi-tier services

Proceedings of the first joint WOSP/SIPEW international conference on Performance engineering
Online modeling based on support vector machine

CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference
Electrical energy consumption forecasting in oil refining industry using support vector machines and particle swarm optimization

WSEAS Transactions on Information Science and Applications
A data-driven approach to manage the length of stay for appendectomy patients

IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Time series prediction using support vector machines: a survey

IEEE Computational Intelligence Magazine
SVM-based fuzzy inference system (SVM-FIS) for frequency calibration in wireless networks

CIT'09 Proceedings of the 3rd International Conference on Communications and information technology
Exploiting query logs for cross-lingual query suggestions

ACM Transactions on Information Systems (TOIS)
Feature selection for content-based, time-varying musical emotion regression

Proceedings of the international conference on Multimedia information retrieval
Reducing samples for accelerating multikernel semiparametric support vector regression

Expert Systems with Applications: An International Journal
Improving supervised learning for meeting summarization using sampling and regression

Computer Speech and Language
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regression

The Journal of Machine Learning Research
Image Denoising with Kernels Based on Natural Image Relations

The Journal of Machine Learning Research
Multiple SVMs enabled sales forecasting support system

PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Cutting plane method for continuously constrained kernel-based regression

IEEE Transactions on Neural Networks
How useful are your comments?: analyzing and predicting youtube comments and comment ratings

Proceedings of the 19th international conference on World wide web
Taming hardware event samples for FDO compilation

Proceedings of the 8th annual IEEE/ACM international symposium on Code generation and optimization
Rejecting Mismatches by Correspondence Function

International Journal of Computer Vision
Unbiased SVM density estimation with application to graphical pattern recognition

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Real-time foreground-background segmentation using adaptive support vector machine algorithm

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
MP-polynomial kernel for training support vector machines

CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Support vector regression based hybrid rule extraction methods for forecasting

Expert Systems with Applications: An International Journal
A novel estimation of the regularization parameter for Ɛ-SVM

IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
GA-SVM based framework for time series forecasting

ICNC'09 Proceedings of the 5th international conference on Natural computation
Multiple order gradient feature for macro-invertebrate identification using support vector machines

ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Utilizing affective analysis for efficient movie browsing

ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A locally recurrent fuzzy neural network with support vector regression for dynamic-system modeling

IEEE Transactions on Fuzzy Systems
Head pose estimation and augmented reality tracking: an integrated system and evaluation for monitoring driver awareness

IEEE Transactions on Intelligent Transportation Systems
A mono surrogate for multiobjective optimization

Proceedings of the 12th annual conference on Genetic and evolutionary computation
A pareto-compliant surrogate approach for multiobjective optimization

Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Online learning of relevance feedback from expert readers for mammogram retrieval

Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Sparse learning for support vector classification

Pattern Recognition Letters
Automated segmentation of brain lesions by combining intensity and spatial information

ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Improved noninvasive intracranial pressure assessment with nonlinear kernel regression

IEEE Transactions on Information Technology in Biomedicine
An interval type-2 fuzzy-neural network with support-vector regression for noisy regression problems

IEEE Transactions on Fuzzy Systems
Pricing currency options with support vector regression and stochastic volatility model with jumps

Expert Systems with Applications: An International Journal
GA-based method for feature selection and parameters optimization for machine learning regression applied to software effort estimation

Information and Software Technology
Framelet kernels with applications to support vector regression and regularization networks

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Multi-objective optimization based on robust design for etching process parameters of hard disk drive slider fabrication

ICAI'10 Proceedings of the 11th WSEAS international conference on Automation & information
Query-based text normalization selection models for enhanced retrieval accuracy

SS '10 Proceedings of the NAACL HLT 2010 Workshop on Semantic Search
How effective is Tabu search to configure support vector regression for effort estimation?

Proceedings of the 6th International Conference on Predictive Models in Software Engineering
Topic-driven web search result organization by leveraging wikipedia semantic knowledge

CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Predicting transformed audio descriptors: a system design and evaluation

Proceedings of 3rd international workshop on Machine learning and music
Virtual metrology for run-to-run control in semiconductor manufacturing

Expert Systems with Applications: An International Journal
Predicting the length of hospital stay of burn patients: Comparisons of prediction accuracy among different clinical stages

Decision Support Systems
Optimal selection of support vector regression parameters and molecular descriptors for retention indices prediction

ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Learning relations among movie characters: a social network perspective

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Clipping algorithms for solving the nearest point problem over reduced convex hulls

Pattern Recognition
Moving Intervals for Nonlinear Time Series Forecasting

Proceedings of the 2010 conference on Artificial Intelligence Research and Development: Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence
Support vector regression for porosity prediction in a heterogeneous reservoir: A comparative study

Computers & Geosciences
An optimized tongue image color correction scheme

IEEE Transactions on Information Technology in Biomedicine
Short term wind speed prediction based on evolutionary support vector regression algorithms

Expert Systems with Applications: An International Journal
Decision fusion for urine particle classification in multispectral images

Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
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 machine learning approach for deformable guide-wire tracking in fluoroscopic sequences

MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III
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
Evaluating the visual quality of web pages using a computational aesthetic approach

Proceedings of the fourth ACM international conference on Web search and data mining
Data mining applications in hydrocarbon exploration

Artificial Intelligence Review
Switching Neural Network: An application to Regression Problems

Proceedings of the 2011 conference on Neural Nets WIRN10: Proceedings of the 20th Italian Workshop on Neural Nets
Age estimation using a hierarchical classifier based on global and local facial features

Pattern Recognition
A comparative study of the multi-objective optimization algorithms for coal-fired boilers

Expert Systems with Applications: An International Journal
Energy consumption forecasting in process industry using support vector machines and particle swarm optimization

MMACTEE'09 Proceedings of the 11th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering
Theoretical analysis for solution of support vector data description

Neural Networks
A wearable gaze tracking system for children in unconstrained environments

Computer Vision and Image Understanding
A machine learning approach to TCP throughput prediction

IEEE/ACM Transactions on Networking (TON)
Surrogate modeling approximation using a mixture of experts based on EM joint estimation

Structural and Multidisciplinary Optimization
Investigating the use of Support Vector Regression for web effort estimation

Empirical Software Engineering
Your noise is my command: sensing gestures using the body as an antenna

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
SOM time series clustering and prediction with recurrent neural networks

Neurocomputing
Research article: Data-based modeling and prediction of cytotoxicity induced by contaminants in water resources

Computational Biology and Chemistry
Tuning metaheuristics: A data mining based approach for particle swarm optimization

Expert Systems with Applications: An International Journal
Recursive support vector censored regression for monitoring product quality based on degradation profiles

Applied Intelligence
Conditional topical coding: an efficient topic model conditioned on rich features

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-parametric gaussian kernel function optimization for ε-SVMr using a genetic algorithm

IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Online incremental learning of inverse dynamics incorporating prior knowledge

AIS'11 Proceedings of the Second international conference on Autonomous and intelligent systems
"This sentence is wrong." Detecting errors in machine-translated sentences

Machine Translation
Robust design for etching process parameters of hard disk drive slider fabrication using data mining and multi response optimization

WSEAS Transactions on Systems and Control
Exploiting online music tags for music emotion classification

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Improved prediction of biomass composition for switchgrass using reproducing kernel methods with wavelet compressed FT-NIR spectra

Expert Systems with Applications: An International Journal
Intelligibility rating with automatic speech recognition, prosodic, and cepstral evaluation

TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
Hybrid virtual sensor based on RBFN or SVR compared for an embedded application

KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
On-line regression algorithms for learning mechanical models of robots: A survey

Robotics and Autonomous Systems
An improved adaptive PID controller based on online LSSVR with multi RBF Kernel tuning

ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
A trajectory tracking application of redundant planar robot arm via support vector machines

ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
On climate reconstruction using bivalves: Three methods to interpret the chemical signature of a shell

Computer Methods and Programs in Biomedicine
Learning to identify educational materials

ACM Transactions on Speech and Language Processing (TSLP)
Using data mining techniques to predict deformability properties of jet grouting laboratory formulations over time

EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Citation count prediction: learning to estimate future citations for literature

Proceedings of the 20th ACM international conference on Information and knowledge management
Grey relational grade in local support vector regression for financial time series prediction

Expert Systems with Applications: An International Journal
Gaussian kernel-based fuzzy inference systems for high dimensional regression

Neurocomputing
Improved conjugate gradient implementation for least squares support vector machines

Pattern Recognition Letters
Coarse head pose estimation of construction equipment operators to formulate dynamic blind spots

Advanced Engineering Informatics
A computational estimate of the physical effort in human poses

MMM'07 Proceedings of the 13th International conference on Multimedia Modeling - Volume Part II
Harmonic source model based on support vector machine

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Using support vector machine for modeling of pulsed GTAW process

IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Predicting network throughput for grid applications on network virtualization areas

Proceedings of the first international workshop on Network-aware data management
Support vector machines with beta-mixing input sequences

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
What's in a hashtag?: content based prediction of the spread of ideas in microblogging communities

Proceedings of the fifth ACM international conference on Web search and data mining
Conceptual views for entity-centric search: turning data into meaningful concepts

Computer Science - Research and Development
Regression and ranking based optimisation for sentence level machine translation evaluation

WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Mapping the speech signal onto electromagnetic articulography trajectories using support vector regression

TSD'05 Proceedings of the 8th international conference on Text, Speech and Dialogue
MODE: mix driven on-line resource demand estimation

Proceedings of the 7th International Conference on Network and Services Management
Learning to predict ice accretion on electric power lines

Engineering Applications of Artificial Intelligence
Temporal gene expression profiles reconstruction by support vector regression and framelet kernel

ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Support vector regression algorithms in the forecasting of daily maximums of tropospheric ozone concentration in madrid

HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Inference system using softcomputing and mixed data applied in metabolic pathway datamining

International Journal of Data Mining and Bioinformatics
A multi-agent system for web-based risk management in small and medium business

Expert Systems with Applications: An International Journal
Optimal training subset in a support vector regression electric load forecasting model

Applied Soft Computing
Estimating the physical effort of human poses

CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Pushing the boundaries of crowd-enabled databases with query-driven schema expansion

Proceedings of the VLDB Endowment
Multivariate convex support vector regression with semidefinite programming

Knowledge-Based Systems
Support vector machines with weighted regularization

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Supervising latent topic model for maximum-margin text classification and regression

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
On the acoustic-to-electropalatographic mapping

NOLISP'05 Proceedings of the 3rd international conference on Non-Linear Analyses and Algorithms for Speech Processing
Exploring and Predicting the Effects of Microarchitectural Parameters and Compiler Optimizations on Performance and Energy

ACM Transactions on Embedded Computing Systems (TECS)
Evolutionary kernel density regression

Expert Systems with Applications: An International Journal
Letters: A compact neural network for training support vector machines

Neurocomputing
Nonlinear time series modeling and prediction using local variable weights RBF network

SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Age estimation using active appearance models and ensemble of classifiers with dissimilarity-based classification

ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
False-positive reduction in computer-aided detection of polyps in CT colonography: a massive-training support vector regression approach

MICCAI'10 Proceedings of the Second international conference on Virtual Colonoscopy and Abdominal Imaging: computational challenges and clinical opportunities
Leveraging user comments for aesthetic aware image search reranking

Proceedings of the 21st international conference on World Wide Web
A Framework for Incorporating Functional Interrelationships into Protein Function Prediction Algorithms

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Web log analysis: a review of a decade of studies about information acquisition, inspection and interpretation of user interaction

Data Mining and Knowledge Discovery
Multi-objective shape optimization of transonic airfoil sections using swarm intelligence and surrogate models

Structural and Multidisciplinary Optimization
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
Heuristic rule-based regression via dynamic reduction to classification

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Accurate low-cost microwave component models using shape-preserving response prediction

International Journal of Numerical Modelling: Electronic Networks, Devices and Fields
Speaker recognition from encrypted VoIP communications

Digital Investigation: The International Journal of Digital Forensics & Incident Response
Consistency and error analysis of Prior-Knowledge-Based Kernel Regression

Neurocomputing
MapReduce Workload Modeling with Statistical Approach

Journal of Grid Computing
A non-linear quality improvement model using SVR for manufacturing TFT-LCDs

Journal of Intelligent Manufacturing
Speech-based recognition of self-reported and observed emotion in a dimensional space

Speech Communication
Save the best for last? The treatment of dominant predictors in financial forecasting

Expert Systems with Applications: An International Journal
MANET location prediction using machine learning algorithms

WWIC'12 Proceedings of the 10th international conference on Wired/Wireless Internet Communication
Short time series of website visits prediction by RBF neural networks and support vector machine regression

ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
Learning a concept-based document similarity measure

Journal of the American Society for Information Science and Technology
Coded output support vector machine

ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
A reduced support vector machine approach for interval regression analysis

Information Sciences: an International Journal
Multi-robot coalition formation in real-time scenarios

Robotics and Autonomous Systems
Review: Supervised classification and mathematical optimization

Computers and Operations Research
A new support vector model-based imperialist competitive algorithm for time estimation in new product development projects

Robotics and Computer-Integrated Manufacturing
Nonparametric bivariate copula estimation based on shape-restricted support vector regression

Knowledge-Based Systems
UNITOR: combining semantic text similarity functions through SV regression

SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Iterated time series prediction with multiple support vector regression models

Neurocomputing
Automated essay scoring based on finite state transducer: towards ASR transcription of oral English speech

ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
The UPC submission to the WMT 2012 shared task on quality estimation

WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Multiple-ν support vector regression based on spectral risk measure minimization

Neurocomputing
Estimating α-frontier technical efficiency with shape-restricted kernel quantile regression

Neurocomputing
Towards enhancing centroid classifier for text classification-A border-instance approach

Neurocomputing
EEG-based vigilance estimation using extreme learning machines

Neurocomputing
Predicting student academic performance in an engineering dynamics course: A comparison of four types of predictive mathematical models

Computers & Education
Model combination for support vector regression via regularization path

PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Comparative evaluation of regression methods for 3d-2d image registration

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Evolutionary support vector machines for time series forecasting

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Surrogate modeling of microwave structures using kriging, co-kriging, and space mapping

International Journal of Numerical Modelling: Electronic Networks, Devices and Fields
Event aware workload prediction: a study using auction events

WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Forecasting seasonal time series with computational intelligence: On recent methods and the potential of their combinations

Expert Systems with Applications: An International Journal
An algorithm for training a large scale support vector machine for regression based on linear programming and decomposition methods

Pattern Recognition Letters
Actor level emotion magnitude prediction in text and speech

Multimedia Tools and Applications
Crashworthiness optimization of foam-filled tapered thin-walled structure using multiple surrogate models

Structural and Multidisciplinary Optimization
A learning framework for the optimization and automation of document binarization methods

Computer Vision and Image Understanding
Naïve learning algorithms utilized for the prediction of stock prices to compare economic models of decision making

Proceedings of the Winter Simulation Conference
A Hierarchical Signal-Space Partitioning Technique for Indoor Positioning with WLAN to Support Location-Awareness in Mobile Map Services

Wireless Personal Communications: An International Journal
On the determination of inlining vectors for program optimization

CC'13 Proceedings of the 22nd international conference on Compiler Construction
Investigation of incremental support vector regression applied to real estate appraisal

ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Investigation of mixture of experts applied to residential premises valuation

ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Learning nonlinear hybrid systems: from sparse optimization to support vector regression

Proceedings of the 16th international conference on Hybrid systems: computation and control
Provably safe and robust learning-based model predictive control

Automatica (Journal of IFAC)
Embedding change rate estimation based on ensemble learning

Proceedings of the first ACM workshop on Information hiding and multimedia security
A computational approach to body mass index prediction from face images

Image and Vision Computing
Robust novelty detection in the framework of a contamination neighbourhood

International Journal of Intelligent Information and Database Systems
Robust novelty detection in the framework of a contamination neighbourhood

International Journal of Intelligent Information and Database Systems
Automatic selection of social media responses to news

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Whom to mention: expand the diffusion of tweets by @ recommendation on micro-blogging systems

Proceedings of the 22nd international conference on World Wide Web
On-line Support Vector Regression of the transition model for the Kalman filter

Image and Vision Computing
A proximal classifier with consistency

Knowledge-Based Systems
ViziCal: accurate energy expenditure prediction for playing exergames

Proceedings of the 26th annual ACM symposium on User interface software and technology
MedLDA: maximum margin supervised topic models

The Journal of Machine Learning Research
Efficient surrogate construction by combining response surface methodology and reduced order modeling

Structural and Multidisciplinary Optimization
Performance of an ensemble of ordinary, universal, non-stationary and limit Kriging predictors

Structural and Multidisciplinary Optimization
Efficient global optimization algorithm assisted by multiple surrogate techniques

Journal of Global Optimization
An evolutionary-based hyper-heuristic approach for optimal construction of group method of data handling networks

Information Sciences: an International Journal
GPS multipath mitigation: a nonlinear regression approach

GPS Solutions
Parameter identification in climate models using surrogate-based optimization

Journal of Computational Methods in Sciences and Engineering - Special issue on Advances in Simulation-Driven Optimization and Modeling
Hierarchical modified regularized least squares fuzzy support vector regression through multiscale approach

IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Minimal learning machine: a new distance-based method for supervised learning

IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Wastewater treatment plant performance prediction with support vector machines

ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects
Binary coded output support vector machine

ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Online learning of single-and multivalued functions with an infinite mixture of linear experts

Neural Computation
The combination of self-organizing feature maps and support vector regression for solving the inverse ECG problem

Computers & Mathematics with Applications
Predicting sentence translation quality using extrinsic and language independent features

Machine Translation
Weakly supervised approaches for quality estimation

Machine Translation
Aircraft taxi time prediction: Comparisons and insights

Applied Soft Computing
Fast damage recovery in robotics with the T-resilience algorithm

International Journal of Robotics Research
User demographics prediction based on mobile data

Pervasive and Mobile Computing
Smart meter monitoring and data mining techniques for predicting refrigeration system performance

Expert Systems with Applications: An International Journal
A novel hybrid fusion algorithm to bridge the period of GPS outages using low-cost INS

Expert Systems with Applications: An International Journal
Least squares regression with l1 -regularizer in sum space

Journal of Computational and Applied Mathematics
Efficient feature size reduction via predictive forward selection

Pattern Recognition
FIMUS: A framework for imputing missing values using co-appearance, correlation and similarity analysis

Knowledge-Based Systems
Combined application of Power Spectrum Centroid and Support Vector Machines for measurement improvement in Optical Scanning Systems

Signal Processing
Sales forecasting of computer products based on variable selection scheme and support vector regression

Neurocomputing
Enhanced and hierarchical structure algorithm for data imbalance problem in semantic extraction under massive video dataset

Multimedia Tools and Applications
A fast and robust model selection algorithm for multi-input multi-output support vector machine

Neurocomputing
Sparse least square support vector machine via coupled compressive pruning

Neurocomputing
A unified SVM framework for signal estimation

Digital Signal Processing
Using soft computing techniques to predict corrected air permeability using Thomeer parameters, air porosity and grain density

Computers & Geosciences
Least squares twin parametric-margin support vector machine for classification

Applied Intelligence
TS-fuzzy modeling based on ε-insensitive smooth support vector regression

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

Quantified Score

Hi-index	0.04

Visualization

Abstract

In this tutorial we give an overview of the basic ideas underlying Support Vector (SV) machines for function estimation. Furthermore, we include a summary of currently used algorithms for training SV machines, covering both the quadratic (or convex) programming part and advanced methods for dealing with large datasets. Finally, we mention some modifications and extensions that have been applied to the standard SV algorithm, and discuss the aspect of regularization from a SV perspective.