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
Communications of the ACM
Choosing Multiple Parameters for Support Vector Machines
Machine Learning
Sparse Regression Ensembles in Infinite and Finite Hypothesis Spaces
Machine Learning
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
MARK: a boosting algorithm for heterogeneous kernel models
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
An introduction to boosting and leveraging
Advanced lectures on machine learning
Convex Optimization
Column-generation boosting methods for mixture of kernels
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Multiple kernel learning, conic duality, and the SMO algorithm
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A statistical framework for genomic data fusion
Bioinformatics
Large scale genomic sequence SVM classifiers
ICML '05 Proceedings of the 22nd international conference on Machine learning
Totally corrective boosting algorithms that maximize the margin
ICML '06 Proceedings of the 23rd international conference on Machine learning
Efficient Margin Maximizing with Boosting
The Journal of Machine Learning Research
Learning interpretable SVMs for biological sequence classification
RECOMB'05 Proceedings of the 9th Annual international conference on Research in Computational Molecular Biology
Neighborhood Property--Based Pattern Selection for Support Vector Machines
Neural Computation
The Interplay of Optimization and Machine Learning Research
The Journal of Machine Learning Research
More efficiency in multiple kernel learning
Proceedings of the 24th international conference on Machine learning
Simpler core vector machines with enclosing balls
Proceedings of the 24th international conference on Machine learning
A kernel path algorithm for support vector machines
Proceedings of the 24th international conference on Machine learning
Discriminant kernel and regularization parameter learning via semidefinite programming
Proceedings of the 24th international conference on Machine learning
Nonlinear adaptive distance metric learning for clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Training SVM with indefinite kernels
Proceedings of the 25th international conference on Machine learning
Localized multiple kernel learning
Proceedings of the 25th international conference on Machine learning
Proceedings of the 25th international conference on Machine learning
Multi-class Discriminant Kernel Learning via Convex Programming
The Journal of Machine Learning Research
Consistency of the Group Lasso and Multiple Kernel Learning
The Journal of Machine Learning Research
Learning subspace kernels for classification
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Improving SVM Performance Using a Linear Combination of Kernels
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
A Multiple Kernel Learning Approach to Joint Multi-class Object Detection
Proceedings of the 30th DAGM symposium on Pattern Recognition
Learning and Classification of Malware Behavior
DIMVA '08 Proceedings of the 5th international conference on Detection of Intrusions and Malware, and Vulnerability Assessment
Incremental Relevance Vector Machine with Kernel Learning
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Kernel-Based Inductive Transfer
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Kernel Matrix Learning for One-Class Classification
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Automatic feature selection for anomaly detection
Proceedings of the 1st ACM workshop on Workshop on AISec
A model for a complex polynomial SVM kernel
SMO'08 Proceedings of the 8th conference on Simulation, modelling and optimization
A New Multiple Kernel Approach for Visual Concept Learning
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Two-Phased Active Support Kernel Machine Learning
New Frontiers in Applied Data Mining
Kernel Trees for Support Vector Machines
IEICE - Transactions on Information and Systems
Proceedings of the International Conference on Advances in Computing, Communication and Control
A Family-Based Evolutional Approach for Kernel Tree Selection in SVMs
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Semi-supervised learning using label mean
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Multi-class image segmentation using conditional random fields and global classification
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
More generality in efficient multiple kernel learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Non-monotonic feature selection
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Learning Kernel Matrix from Gene Ontology and Annotation Data for Protein Function Prediction
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
An evolutionary method for constructing complex SVM kernels
MCBC'09 Proceedings of the 10th WSEAS international conference on Mathematics and computers in biology and chemistry
Evolutionary Optimization of Kernel Weights Improves Protein Complex Comembership Prediction
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Class Prediction from Disparate Biological Data Sources Using an Iterative Multi-Kernel Algorithm
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
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
Kernels for Periodic Time Series Arising in Astronomy
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
The Feature Importance Ranking Measure
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Margin and Radius Based Multiple Kernel Learning
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Feature Selection for Density Level-Sets
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
A procedure of adaptive kernel combination with kernel-target alignment for object classification
Proceedings of the ACM International Conference on Image and Video Retrieval
Robust label propagation on multiple networks
IEEE Transactions on Neural Networks
Building sparse multiple-kernel SVM classifiers
IEEE Transactions on Neural Networks
Sparse Bayesian modeling with adaptive kernel learning
IEEE Transactions on Neural Networks
Learning the optimal neighborhood kernel for classification
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
On multiple kernel learning with multiple labels
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Discriminative semi-supervised feature selection via manifold regularization
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
MKL for Robust Multi-modality AD Classification
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Detecting "In-Play" Photos in Sports News Photo Database
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Multiple kernel active learning for image classification
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Representation and feature selection using multiple kernel learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Tree kernel-based semantic relation extraction with rich syntactic and semantic information
Information Sciences: an International Journal
Action-related place-based mobile manipulation
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Journal of Biomedical Informatics
Dlib-ml: A Machine Learning Toolkit
The Journal of Machine Learning Research
Cost-conscious multiple kernel learning
Pattern Recognition Letters
Optimising multiple kernels for SVM by genetic programming
EvoCOP'08 Proceedings of the 8th European conference on Evolutionary computation in combinatorial optimization
Multiple Kernel learning using regularized Ho-Kashyap classifier in empirical Kernel mapping space
ICNC'09 Proceedings of the 5th international conference on Natural computation
Multiple feature fusion for social media applications
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Use of MKL as symbol classifier for Gujarati character recognition
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
A food image recognition system with multiple kernel learning
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Multiple kernel maximum margin criterion
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Expert Systems with Applications: An International Journal
Employing multiple-kernel support vector machines for counterfeit banknote recognition
Applied Soft Computing
Learning Translation Invariant Kernels for Classification
The Journal of Machine Learning Research
The SHOGUN Machine Learning Toolbox
The Journal of Machine Learning Research
Regularizing multiple kernel learning using response surface methodology
Pattern Recognition
Discriminative semi-supervised feature selection via manifold regularization
IEEE Transactions on Neural Networks
Per-sample multiple kernel approach for visual concept learning
Journal on Image and Video Processing - Special issue on selected papers from multimedia modeling conference 2009
On numerical optimization theory of infinite kernel learning
Journal of Global Optimization
S3MKL: scalable semi-supervised multiple kernel learning for image data mining
Proceedings of the international conference on Multimedia
Support feature machine for DNA microarray data
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
A multiple-kernel support vector regression approach for stock market price forecasting
Expert Systems with Applications: An International Journal
On the power of topological kernel in microarray-based detection of cancer
IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
Improving accuracy of LVQ algorithm by instance weighting
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Novel machine learning methods for MHC Class I binding prediction
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
A unifying view of multiple kernel learning
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Online multiple kernel learning: algorithms and mistake bounds
ALT'10 Proceedings of the 21st international conference on Algorithmic learning theory
Sparse RBF Networks with Multi-kernels
Neural Processing Letters
Multiple kernel learning for image indexing
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Robust multi-view boosting with priors
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Adapted transfer of distance measures for quantitative structure-activity relationships
DS'10 Proceedings of the 13th international conference on Discovery science
Medical image classification with multiple kernel learning
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Tuning n-gram string kernel SVMs via meta learning
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Bilinear formulated multiple kernel learning for multi-class classification problem
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Learning with uncertain kernel matrix set
Journal of Computer Science and Technology
Planted (l,d) motif finding with allowable mismatches using kernel based approach
Proceedings of the 2011 International Conference on Communication, Computing & Security
Multiple kernel learning improved by MMD
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Efficient large-scale image data set exploration: visual concept network and image summarization
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Learning Multi-modal Similarity
The Journal of Machine Learning Research
Variable Sparsity Kernel Learning
The Journal of Machine Learning Research
A multi-scale learning framework for visual categorization
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Geotagged iage rcognition by cmbining tree dfferent knds of golocation fatures
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Human tracking by multiple kernel boosting with locality affinity constraints
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Randomised manifold forests for principal angle-based face recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Evolution strategies based adaptive Lp LS-SVM
Information Sciences: an International Journal
Graph-based methods for the automatic annotation and retrieval of art prints
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Expert Systems with Applications: An International Journal
Multiple kernel active learning for facial expression analysis
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
lp-Norm Multiple Kernel Learning
The Journal of Machine Learning Research
A Family of Simple Non-Parametric Kernel Learning Algorithms
The Journal of Machine Learning Research
Multiple Kernel Learning Algorithms
The Journal of Machine Learning Research
Fusion of similarity measures for time series classification
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Active multiple kernel learning for interactive 3D object retrieval systems
ACM Transactions on Interactive Intelligent Systems (TiiS)
Multiple random subset-kernel learning
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Novel fusion methods for pattern recognition
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Two-stage augmented kernel matrix for object recognition
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Multiple kernel learning via distance metric learning for interactive image retrieval
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
Correlated multi-label feature selection
Proceedings of the 20th ACM international conference on Information and knowledge management
Efficient lp-norm multiple feature metric learning for image categorization
Proceedings of the 20th ACM international conference on Information and knowledge management
Solving semi-infinite linear programs using boosting-like methods
ALT'06 Proceedings of the 17th international conference on Algorithmic Learning Theory
Graph based semi-supervised learning with sharper edges
ECML'06 Proceedings of the 17th European conference on Machine Learning
Segmentation of DNA using simple recurrent neural network
Knowledge-Based Systems
Fast neighborhood component analysis
Neurocomputing
Optimization of complex SVM kernels using a hybrid algorithm based on wasp behaviour
LSSC'09 Proceedings of the 7th international conference on Large-Scale Scientific Computing
Weighted kernel Fisher discriminant analysis for integrating heterogeneous data
Computational Statistics & Data Analysis
Face recognition using the POEM descriptor
Pattern Recognition
Generating visual concept network from large-scale weakly-tagged images
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Combining multiple kernels by augmenting the kernel matrix
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
Optimization with Sparsity-Inducing Penalties
Foundations and Trends® in Machine Learning
Foundations and Trends® in Computer Graphics and Vision
Multi kernel learning with online-batch optimization
The Journal of Machine Learning Research
Non-sparse multiple kernel fisher discriminant analysis
The Journal of Machine Learning Research
Algorithms for learning kernels based on centered alignment
The Journal of Machine Learning Research
High-throughput-derived biologically-inspired features for unconstrained face recognition
Image and Vision Computing
Incorporation of radius-info can be simple with SimpleMKL
Neurocomputing
Multiple kernel learning with gaussianity measures
Neural Computation
Multi-kernel multi-label learning with max-margin concept network
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Statistical Analysis and Data Mining
SPF-GMKL: generalized multiple kernel learning with a million kernels
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A general frame for building optimal multiple SVM kernels
LSSC'11 Proceedings of the 8th international conference on Large-Scale Scientific Computing
Multi-Kernel based feature selection for regression
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Review: Supervised classification and mathematical optimization
Computers and Operations Research
Distributed customer behavior prediction using multiplex data: A collaborative MK-SVM approach
Knowledge-Based Systems
Learning the coordinate gradients
Advances in Computational Mathematics
Learning and reasoning with action-related places for robust mobile manipulation
Journal of Artificial Intelligence Research
Visual knowledge transfer among multiple cameras for people counting with occlusion handling
Proceedings of the 20th ACM international conference on Multimedia
Detection bank: an object detection based video representation for multimedia event recognition
Proceedings of the 20th ACM international conference on Multimedia
Trajectory signature for action recognition in video
Proceedings of the 20th ACM international conference on Multimedia
Biologically inspired task oriented gist model for scene classification
Computer Vision and Image Understanding
Random projection ensemble learning with multiple empirical kernels
Knowledge-Based Systems
Space-variant descriptor sampling for action recognition based on saliency and eye movements
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
MBIA'12 Proceedings of the Second international conference on Multimodal Brain Image Analysis
Separable approximate optimization of support vector machines for distributed sensing
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Supervised patient similarity measure of heterogeneous patient records
ACM SIGKDD Explorations Newsletter
Accelerated max-margin multiple kernel learning
Applied Intelligence
Simultaneous learning of localized multiple kernels and classifier with weighted regularization
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Online Multiple Kernel Classification
Machine Learning
Online multi-modal distance learning for scalable multimedia retrieval
Proceedings of the sixth ACM international conference on Web search and data mining
A SURF-Based spatio-temporal feature for feature-fusion-based action recognition
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
An efficient multiple-kernel learning for pattern classification
Expert Systems with Applications: An International Journal
Multiple kernel local Fisher discriminant analysis for face recognition
Signal Processing
Enhanced representation and multi-task learning for image annotation
Computer Vision and Image Understanding
Unsupervised non-parametric kernel learning algorithm
Knowledge-Based Systems
Don't be SCAREd: use SCalable Automatic REpairing with maximal likelihood and bounded changes
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Evolving fisher kernels for biological sequence classification
Evolutionary Computation
Model selection based product kernel learning for regression on graphs
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Classifying images at scene level: comparing global and local descriptors
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
Multiple spectral kernel learning and a gaussian complexity computation
Neural Computation
Image super resolution using Gaussian Process Regression with patch clustering
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
On the convergence rate of lp-norm multiple kernel learning
The Journal of Machine Learning Research
LCMKL: latent-community and multi-kernel learning based image annotation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Discriminative fusion of shape and appearance features for human pose estimation
Pattern Recognition
Object class detection: A survey
ACM Computing Surveys (CSUR)
Texture classification using kernel-based techniques
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Training Lp norm multiple kernel learning in the primal
Neural Networks
Cross-modal social image clustering and tag cleansing
Journal of Visual Communication and Image Representation
E2LSH based multiple kernel approach for object detection
Neurocomputing
Efficient kernel learning from side information using ADMM
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Off-line hand written input based identity determination using multi kernel feature combination
Pattern Recognition Letters
Proceedings of the 7th ACM international conference on Web search and data mining
Diversity measures for one-class classifier ensembles
Neurocomputing
A nested heuristic for parameter tuning in Support Vector Machines
Computers and Operations Research
A general non-local denoising model using multi-kernel-induced measures
Pattern Recognition
Convex and scalable weakly labeled SVMs
The Journal of Machine Learning Research
Clustering-based ensembles for one-class classification
Information Sciences: an International Journal
Analytic center cutting plane method for multiple kernel learning
Annals of Mathematics and Artificial Intelligence
Boosted kernel for image categorization
Multimedia Tools and Applications
Learning kernels on extended Reeb graphs for 3d shape classification and retrieval
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
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While classical kernel-based learning algorithms are based on a single kernel, in practice it is often desirable to use multiple kernels. Lanckriet et al. (2004) considered conic combinations of kernel matrices for classification, leading to a convex quadratically constrained quadratic program. We show that it can be rewritten as a semi-infinite linear program that can be efficiently solved by recycling the standard SVM implementations. Moreover, we generalize the formulation and our method to a larger class of problems, including regression and one-class classification. Experimental results show that the proposed algorithm works for hundred thousands of examples or hundreds of kernels to be combined, and helps for automatic model selection, improving the interpretability of the learning result. In a second part we discuss general speed up mechanism for SVMs, especially when used with sparse feature maps as appear for string kernels, allowing us to train a string kernel SVM on a 10 million real-world splice data set from computational biology. We integrated multiple kernel learning in our machine learning toolbox SHOGUN for which the source code is publicly available at http://www.fml.tuebingen.mpg.de/raetsch/projects/shogun.