Kernel projection algorithm for large-scale SVM problems
Journal of Computer Science and Technology
Constructing Boosting Algorithms from SVMs: An Application to One-Class Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian learning and evolutionary parameter optimization
AI Communications - Special issue on KI-2001
Segmentation of ultrasonic images using support vector machines
Pattern Recognition Letters - Speciqal issue: Ultrasonic image processing and analysis
Optimizing Kernel-Based Nonlinear Subspace Methods Using Prototype Reduction Schemes
AI '02 Proceedings of the 15th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Learning to Predict the Leave-One-Out Error of Kernel Based Classifiers
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
New Methods for Splice Site Recognition
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Fast Independent Component Analysis in Kernel Feature Spaces
SOFSEM '01 Proceedings of the 28th Conference on Current Trends in Theory and Practice of Informatics Piestany: Theory and Practice of Informatics
Probabilistic Discriminative Kernel Classifiers for Multi-class Problems
Proceedings of the 23rd DAGM-Symposium on Pattern Recognition
Image denoising using self-organizing map-based nonlinear independent component analysis
Neural Networks - New developments in self-organizing maps
IEEE Transactions on Pattern Analysis and Machine Intelligence
Kernel-based nonlinear blind source separation
Neural Computation
An introduction to boosting and leveraging
Advanced lectures on machine learning
Ho--Kashyap classifier with generalization control
Pattern Recognition Letters
The subspace information criterion for infinite dimensional hypothesis spaces
The Journal of Machine Learning Research
Digital Least Squares Support Vector Machines
Neural Processing Letters
Kernel VA-files for relevance feedback retrieva
MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
A survey of kernels for structured data
ACM SIGKDD Explorations Newsletter
Optimal Cluster Preserving Embedding of Nonmetric Proximity Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
Clustering Incomplete Data Using Kernel-Based Fuzzy C-means Algorithm
Neural Processing Letters
Asymptotic properties of the Fisher kernel
Neural Computation
Document clustering by concept factorization
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Kernels and Distances for Structured Data
Machine Learning
A new efficient SVM-based edge detection method
Pattern Recognition Letters
Detecting and Partitioning Data Objects in Complex Web Pages
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Credit rating analysis with support vector machines and neural networks: a market comparative study
Decision Support Systems - Special issue: Data mining for financial decision making
Scenery image segmentation using support vector machines
Fundamenta Informaticae
On approximating weighted sums with exponentially many terms
Journal of Computer and System Sciences
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
Offline Geometric Parameters for Automatic Signature Verification Using Fixed-Point Arithmetic
IEEE Transactions on Pattern Analysis and Machine Intelligence
Kernel Vector Approximation Files for Relevance Feedback Retrieval in Large Image Databases
Multimedia Tools and Applications
Is negative selection appropriate for anomaly detection?
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Evolutionary strategies for multi-scale radial basis function kernels in support vector machines
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
One-class support vector machines: an application in machine fault detection and classification
Computers and Industrial Engineering
A phonotactic-semantic paradigm for automatic spoken document classification
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
A kernel-based subtractive clustering method
Pattern Recognition Letters
A comparison of SVM and HMM classifiers in the off-line signature verification
Pattern Recognition Letters
An efficient star acquisition method based on SVM with mixtures of kernels
Pattern Recognition Letters
Learning to crawl: Comparing classification schemes
ACM Transactions on Information Systems (TOIS)
Large scale genomic sequence SVM classifiers
ICML '05 Proceedings of the 22nd international conference on Machine learning
Kernel Matched Subspace Detectors for Hyperspectral Target Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning Object Models from Semistructured Web Documents
IEEE Transactions on Knowledge and Data Engineering
2005 Speical Issue: Graph kernels for chemical informatics
Neural Networks - Special issue on neural networks and kernel methods for structured domains
Selecting parameters of SVM using meta-learning and kernel matrix-based meta-features
Proceedings of the 2006 ACM symposium on Applied computing
On a theory of learning with similarity functions
ICML '06 Proceedings of the 23rd international conference on Machine learning
Pattern Recognition Letters
Kernel projection classifiers with suppressing features of other classes
Neural Computation
Kernel Spectral Matched Filter for Hyperspectral Imagery
International Journal of Computer Vision
Application of support vector machines in classification of magnetic resonance images
International Journal of Computers and Applications
Personal authentication based on generalized symmetric max minimal distance in subspace
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Proceedings of the 1st ACM international workshop on Human-centered multimedia
Support vector machines for collaborative filtering
Proceedings of the 44th annual Southeast regional conference
Graph Embedding and Extensions: A General Framework for Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Some Equivalences between Kernel Methods and Information Theoretic Methods
Journal of VLSI Signal Processing Systems
Extracting relations with integrated information using kernel methods
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Discriminative slot detection using kernel methods
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
A fast kernel-based nonlinear discriminant analysis for multi-class problems
Pattern Recognition
Classification of acoustic events using SVM-based clustering schemes
Pattern Recognition
Edit distance-based kernel functions for structural pattern classification
Pattern Recognition
On solving the face recognition problem with one training sample per subject
Pattern Recognition
Sequence-driven features for prediction of subcellular localization of proteins
Pattern Recognition
Kernel clustering-based discriminant analysis
Pattern Recognition
Domain described support vector classifier for multi-classification problems
Pattern Recognition
Matrix-pattern-oriented Ho-Kashyap classifier with regularization learning
Pattern Recognition
An application of one-class support vector machines in content-based image retrieval
Expert Systems with Applications: An International Journal
Identification of contributing variables using kernel-based discriminant modeling and reconstruction
Expert Systems with Applications: An International Journal
Berlin Brain-Computer Interface-The HCI communication channel for discovery
International Journal of Human-Computer Studies
K-T.R.A.C.E: A kernel k-means procedure for classification
Computers and Operations Research
Multimedia Tools and Applications
Semantic categorization of digital home photo using photographic region templates
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
International Journal of Systems Science
One-Class Novelty Detection for Seizure Analysis from Intracranial EEG
The Journal of Machine Learning Research
Local Discriminant Wavelet Packet Coordinates for Face Recognition
The Journal of Machine Learning Research
Interactive Semisupervised Learning for Microarray Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Neural Computation
A novel fuzzy compensation multi-class support vector machine
Applied Intelligence
A kernel path algorithm for support vector machines
Proceedings of the 24th international conference on Machine learning
Using a kernel: based approach to visualize integrated chronic fatigue syndrome datasets
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Pattern Recognition
Integrated kernels and their properties
Pattern Recognition
Kernel based automatic clustering using modified particle swarm optimization algorithm
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Using pseudo amino acid composition to predict protein subnuclear localization: Approached with PSSM
Pattern Recognition Letters
A survey of kernel and spectral methods for clustering
Pattern Recognition
Theory and Applications of Clifford Support Vector Machines
Journal of Mathematical Imaging and Vision
EURASIP Journal on Applied Signal Processing
Engineering Applications of Artificial Intelligence
Shape representation by a network of V4-like cells
Neural Networks
Reducing examples to accelerate support vector regression
Pattern Recognition Letters
A general soft method for learning SVM classifiers with L1-norm penalty
Pattern Recognition
Segmentation of Three-dimensional Retinal Image Data
IEEE Transactions on Visualization and Computer Graphics
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Expert Systems with Applications: An International Journal
Kernel quadratic discriminant analysis for small sample size problem
Pattern Recognition
A Modified Deterministic Annealing Algorithm for Robust Image Segmentation
Journal of Mathematical Imaging and Vision
Kernel class-wise locality preserving projection
Information Sciences: an International Journal
Kernel quadratic discriminant analysis for small sample size problem
Pattern Recognition
Automatic kernel clustering with a Multi-Elitist Particle Swarm Optimization Algorithm
Pattern Recognition Letters
A Fuzzy support vector classifier based on Bayesian optimization
Fuzzy Optimization and Decision Making
Support vector machines based on K-means clustering for real-time business intelligence systems
International Journal of Business Intelligence and Data Mining
Using support vector machines in data mining
ISTASC'04 Proceedings of the 4th WSEAS International Conference on Systems Theory and Scientific Computation
Local vs global interactions in clustering algorithms: Advances over K-means
International Journal of Knowledge-based and Intelligent Engineering Systems
KPCA denoising and the pre-image problem revisited
Digital Signal Processing
Estimating VDT mental fatigue using multichannel linear descriptors and KPCA-HMM
EURASIP Journal on Advances in Signal Processing
Linear-Time Computation of Similarity Measures for Sequential Data
The Journal of Machine Learning Research
Nonlinear estimation of subpixel proportion via kernel least square regression
International Journal of Remote Sensing
Adaptive quasiconformal kernel discriminant analysis
Neurocomputing
Expert Systems with Applications: An International Journal
Semi-supervised sub-manifold discriminant analysis
Pattern Recognition Letters
On-line fuzzy modeling via clustering and support vector machines
Information Sciences: an International Journal
Cancer classification using kernelized fuzzy C-means
FS'08 Proceedings of the 9th WSEAS International Conference on Fuzzy Systems
Towards Effective Visual Data Mining with Cooperative Approaches
Visual Data Mining
The Condition of Kernelizing an Algorithm and an Equivalence Between Kernel Methods
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Extensions of Manifold Learning Algorithms in Kernel Feature Space
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Long-Term Electricity Demand Forecasting Using Relevance Vector Learning Mechanism
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
A Kernel-Based Two-Stage One-Class Support Vector Machines Algorithm
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
A Criterion for Learning the Data-Dependent Kernel for Classification
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Feature Extraction Using Low-Rank Approximations of the Kernel Matrix
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
On Relevant Dimensions in Kernel Feature Spaces
The Journal of Machine Learning Research
Model selection approaches for non-linear system identification: a review
International Journal of Systems Science
Entropy-based associative classification algorithm for mining manufacturing data
International Journal of Computer Integrated Manufacturing
On the internet delay space dimensionality
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Data description and noise filtering based detection with its application and performance comparison
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Application of Higher Order Spectra for the Identification of Diabetes Retinopathy Stages
Journal of Medical Systems
Research Letters in Signal Processing
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
EURASIP Journal on Advances in Signal Processing
Separation of composite defect patterns on wafer bin map using support vector clustering
Expert Systems with Applications: An International Journal
Adaptive spherical Gaussian kernel in sparse Bayesian learning framework for nonlinear regression
Expert Systems with Applications: An International Journal
Outlier identification and market segmentation using kernel-based clustering techniques
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Comparing Distance Measures with Visual Methods
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
On-Line Modeling Via Fuzzy Support Vector Machines
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
A Theoretical Derivation of the Kernel Extreme Energy Ratio Method for EEG Feature Extraction
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Optimal Kernel in a Class of Kernels with an Invariant Metric
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Incorporation of Application Layer Protocol Syntax into Anomaly Detection
ICISS '08 Proceedings of the 4th International Conference on Information Systems Security
International Journal of Knowledge Engineering and Soft Data Paradigms
Expert Systems with Applications: An International Journal
Fabric defect detection based on multiple fractal features and support vector data description
Engineering Applications of Artificial Intelligence
A model for a complex polynomial SVM kernel
SMO'08 Proceedings of the 8th conference on Simulation, modelling and optimization
Identity Management in Face Recognition Systems
Biometrics and Identity Management
Dealing with non-metric dissimilarities in fuzzy central clustering algorithms
International Journal of Approximate Reasoning
Online fuzzy modeling with structure and parameter learning
Expert Systems with Applications: An International Journal
Fuzzy multi-class classifier based on support vector data description and improved PCM
Expert Systems with Applications: An International Journal
Gaussian kernel optimization for pattern classification
Pattern Recognition
A Learning Algorithm of Boosting Kernel Discriminant Analysis for Pattern Recognition
IEICE - Transactions on Information and Systems
Proceedings of the International Conference on Advances in Computing, Communication and Control
Automatic EEG signal classification for epilepsy diagnosis with Relevance Vector Machines
Expert Systems with Applications: An International Journal
Blind Non-stationnary Sources Separation by Sparsity in a Linear Instantaneous Mixture
ICA '09 Proceedings of the 8th International Conference on Independent Component Analysis and Signal Separation
EEG-based classification for elbow versus shoulder torque intentions involving stroke subjects
Computers in Biology and Medicine
Multi-view kernel machine on single-view data
Neurocomputing
Classification of audio signals using Fuzzy c-Means with divergence-based Kernel
Pattern Recognition Letters
Tensor linear Laplacian discrimination (TLLD) for feature extraction
Pattern Recognition
Expert Systems with Applications: An International Journal
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
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
Learning by local kernel polarization
Neurocomputing
Kernelization of Softassign and Motzkin-Strauss Algorithms
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Using Rest Class and Control Paradigms for Brain Computer Interfacing
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
A Maxmin Approach to Optimize Spatial Filters for EEG Single-Trial Classification
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Least squares one-class support vector machine
Pattern Recognition Letters
Image matting based on local color discrimination by SVM
Pattern Recognition Letters
EURASIP Journal on Advances in Signal Processing
An overview of text-independent speaker recognition: From features to supervectors
Speech Communication
Facial emotion classification using active appearance model and support vector machine classifier
Machine Graphics & Vision International Journal
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
One-class support vector machines-an application in machine fault detection and classification
Computers and Industrial Engineering
Heartbeat time series classification with support vector machines
IEEE Transactions on Information Technology in Biomedicine - Special section on biomedical informatics
Use of kernel functions in artificial immune systems for the nonlinear classification problems
IEEE Transactions on Information Technology in Biomedicine - Special section on biomedical informatics
Proximal support vector machine using local information
Neurocomputing
A volume-based heat-diffusion classifier
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Novel multiclass classifiers based on the minimization of the within-class variance
IEEE Transactions on Neural Networks
Kernel-matching pursuits with arbitrary loss functions
IEEE Transactions on Neural Networks
Feature extraction by multilayer perceptron: visualization of internal representation of input data
VIIP '07 The Seventh IASTED International Conference on Visualization, Imaging and Image Processing
A new Kernelized hybrid c-mean clustering model with optimized parameters
Applied Soft Computing
Local normalized linear summation kernel for fast and robust recognition
Pattern Recognition
An ensemble approach applied to classify spam e-mails
Expert Systems with Applications: An International Journal
Measuring effectiveness of a dynamic artificial neural network algorithm for classification problems
Expert Systems with Applications: An International Journal
On the Relevance of Image Acquisition Resolution for Hand Geometry Identification Based on MLP
Proceedings of the 2009 conference on Neural Nets WIRN09: Proceedings of the 19th Italian Workshop on Neural Nets, Vietri sul Mare, Salerno, Italy, May 28--30 2009
Kernel-based fuzzy clustering and fuzzy clustering: A comparative experimental study
Fuzzy Sets and Systems
Feature Extraction Using Linear and Non-linear Subspace Techniques
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Determine the Kernel Parameter of KFDA Using a Minimum Search Algorithm
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Kernel Difference-Weighted k-Nearest Neighbors Classification
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Kernel Approaches to Unsupervised and Supervised Machine Learning
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Convolution kernels on constituent, dependency and sequential structures for relation extraction
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Subspace based linear programming support vector machines
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Online temporal pattern learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Production indices prediction model of ore dressing process based on PCA-GA-BP neural network
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
One-class SVM applied to identification of diffractive optical variable image
ASID'09 Proceedings of the 3rd international conference on Anti-Counterfeiting, security, and identification in communication
On the simplification of an examples-based controller with support vector machines
Control and Intelligent Systems
Wiener implementation of kernel machines
SPPRA '08 Proceedings of the Fifth IASTED International Conference on Signal Processing, Pattern Recognition and Applications
Designing Model Based Classifiers by Emphasizing Soft Targets
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
Adaptive kernel principal component analysis
Signal Processing
Multiclass detection of cells in multicontrast composite images
Computers in Biology and Medicine
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Robust face recognition using 2D and 3D data: Pose and illumination compensation
Pattern Recognition
Extreme energy difference for feature extraction of EEG signals
Expert Systems with Applications: An International Journal
The Journal of Machine Learning Research
A study of tuning hyperparameters for support vector machines
ICCSA'03 Proceedings of the 2003 international conference on Computational science and its applications: PartI
Scalable keyframe extraction using one-class support vector machine
ICCS'03 Proceedings of the 2003 international conference on Computational science
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Multiple classifier systems in remote sensing: from basics to recent developments
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
On a new class of framelet kernels for support vector regression and regularization networks
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Centroid neural network with Bhattacharyya kernel for GPDF data clustering
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Machine learning and applications for brain-computer interfacing
Proceedings of the 2007 conference on Human interface: Part I
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
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Environment recognition system for biped walking robot using vision based sensor fusion
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
A kernel method for measuring structural similarity between XML documents
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Implementation of vision based walking assistant system for biped robot
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Nested support vector machines
IEEE Transactions on Signal Processing
Scaling kernels: a new least squares support vector machine kernel for approximation
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Fuzzy classifiers based on kernel discriminant analysis
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Greedy KPCA in biomedical signal processing
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Using fisher kernel on 2D-shape identification
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
ICNC'09 Proceedings of the 5th international conference on Natural computation
Tuning SVM parameters by using a hybrid CLPSO-BFGS algorithm
Neurocomputing
A comparison of data preparation approaches for e-mail categorisation
International Journal of Intelligent Information and Database Systems
Evaluation of e-learning systems based on fuzzy clustering models and statistical tools
Expert Systems with Applications: An International Journal
Image segmentation in a kernel-induced space
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Effective level set image segmentation with a kernel induced data term
IEEE Transactions on Image Processing
Gene function prediction with gene interaction networks: a context graph kernel approach
IEEE Transactions on Information Technology in Biomedicine
Feature extraction by learning Lorentzian metric tensor and its extensions
Pattern Recognition
Sparse approximation through boosting for learning large scale kernel machines
IEEE Transactions on Neural Networks
Symbolic kernel fisher discriminant method with a new RBF kernel function for face recognition
Machine Graphics & Vision International Journal
Image and Vision Computing
Dimension reduction by a novel unified scheme using divergence analysis and genetic search
Digital Signal Processing
ECG signal monitoring using one-class support vector machine
AEE'10 Proceedings of the 9th WSEAS international conference on Applications of electrical engineering
Multi-weight vector projection support vector machines
Pattern Recognition Letters
Radar target recognition based on KLLE and a KNRD classifier
WSEAS Transactions on Signal Processing
How to Explain Individual Classification Decisions
The Journal of Machine Learning Research
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
Kernel-induced sampling theorem
IEEE Transactions on Signal Processing
A kernel-based parametric method for conditional density estimation
Pattern Recognition
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Tensor sparse coding for region covariances
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
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
Distance metric learning by minimal distance maximization
Pattern Recognition
The computational model to predict accurately inhibitory activity for inhibitors towardsCYP3A4
Computers in Biology and Medicine
Kernel-based regularized-angle spectral matching for target detection in hyperspectral imagery
Pattern Recognition Letters
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Cujo: efficient detection and prevention of drive-by-download attacks
Proceedings of the 26th Annual Computer Security Applications Conference
An optimized tongue image color correction scheme
IEEE Transactions on Information Technology in Biomedicine
Kernel Wiener filter and its application to pattern recognition
IEEE Transactions on Neural Networks
Clifford support vector machines for classification, regression, and recurrence
IEEE Transactions on Neural Networks
Blind extraction of intermittent sources
LVA/ICA'10 Proceedings of the 9th international conference on Latent variable analysis and signal separation
3D reconstruction and face recognition using kernel-based ICA and neural networks
Expert Systems with Applications: An International Journal
Kernel subspace LDA with optimized kernel parameters on face recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Semi-Supervised Novelty Detection
The Journal of Machine Learning Research
A method for text localization and recognition in real-world images
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Signature classification using optimum contour
ACS'06 Proceedings of the 6th WSEAS international conference on Applied computer science
A kernel prototype-based clustering algorithm
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Training of support vector machines with Mahalanobis kernels
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Gear crack detection using kernel function approximation
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
A novel multi-view learning developed from single-view patterns
Pattern Recognition
Nonlinear nonnegative matrix factorization based on Mercer kernel construction
Pattern Recognition
sEMG Signal classification for the motion pattern of intelligent bionic artificial limb
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I
lp-Norm Multiple Kernel Learning
The Journal of Machine Learning Research
Using graphs to improve activity prediction in smart environments based on motion sensor data
ICOST'11 Proceedings of the 9th international conference on Toward useful services for elderly and people with disabilities: smart homes and health telematics
Kernel fusion of audio and visual information for emotion recognition
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part II
Optimized EIF-SLAM algorithm for precision agriculture mapping based on stems detection
Computers and Electronics in Agriculture
Kernel machines for epilepsy diagnosis via EEG signal classification: A comparative study
Artificial Intelligence in Medicine
Face Recognition Using Kernel UDP
Neural Processing Letters
PDA-SVM Hybrid: A Unified Model for Kernel-Based Supervised Classification
Journal of Signal Processing Systems
An improvement to matrix-based LDA
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Grey relational grade in local support vector regression for financial time series prediction
Expert Systems with Applications: An International Journal
Kernel sparse representation based classification
Neurocomputing
A new soft biometric approach for keystroke dynamics based on gender recognition
International Journal of Information Technology and Management
Smart metering de-pseudonymization
Proceedings of the 27th Annual Computer Security Applications Conference
Kernel Analysis of Deep Networks
The Journal of Machine Learning Research
Application of Higher Order Spectra to Identify Epileptic EEG
Journal of Medical Systems
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Egomotion estimation as an appearance-based classification problem
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Self-aware and learning structure
EG-ICE'06 Proceedings of the 13th international conference on Intelligent Computing in Engineering and Architecture
Model selection using a class of kernels with an invariant metric
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Fuzzy c-means algorithm with divergence-based kernel
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Combining fuzzy cognitive maps with support vector machines for bladder tumor grading
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Evoked potentials estimation in brain-computer interface using support vector machine
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Automated book reader for persons with blindness
ICCHP'06 Proceedings of the 10th international conference on Computers Helping People with Special Needs
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Image annotation for adaptive enhancement of uncalibrated color images
VISUAL'05 Proceedings of the 8th international conference on Visual Information and Information Systems
Home photo categorization based on photographic region templates
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Robust data clustering in mercer kernel-induced feature space
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Automatic classification of building types in 3D city models
Geoinformatica
Two dimensional laplacianfaces method for face recognition
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
3D head model classification using KCDA
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Structural damage detection by integrating independent component analysis and support vector machine
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Edit distance based kernel functions for attributed graph matching
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
A kernel function method in clustering
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Using classification techniques to improve replica selection in data grid
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part II
Learning interpretable SVMs for biological sequence classification
RECOMB'05 Proceedings of the 9th Annual international conference on Research in Computational Molecular Biology
A comparative study of real-valued negative selection to statistical anomaly detection techniques
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Clustering with proximity knowledge and relational knowledge
Pattern Recognition
A modified large margin classifier in hidden space for face recognition
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Sensor network localization using least squares kernel regression
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Improved kernel common vector method for face recognition varying in background conditions
CompIMAGE'10 Proceedings of the Second international conference on Computational Modeling of Objects Represented in Images
Large margin classifiers and Random Forests for integrated biological prediction
International Journal of Bioinformatics Research and Applications
Using relevance feedback to bridge the semantic gap
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
Random projection, margins, kernels, and feature-selection
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Feature Extraction Using a Complete Kernel Extension of Supervised Graph Embedding
Neural Processing Letters
Face recognition using discriminant sparsity neighborhood preserving embedding
Knowledge-Based Systems
A novel kernelized fuzzy C-means algorithm with application in medical image segmentation
Artificial Intelligence in Medicine
Book review: Neural and adaptive systems: fundamentals through simulations
Automatica (Journal of IFAC)
The application of an oblique-projected Landweber method to a model of supervised learning
Mathematical and Computer Modelling: An International Journal
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
Dynamic control model of BOF steelmaking process based on ANFIS and robust relevance vector machine
Expert Systems with Applications: An International Journal
Pruning least objective contribution in KMSE
Neurocomputing
Kernel approximately harmonic projection
Neurocomputing
Diagnosis of Several Diseases by Using Combined Kernels with Support Vector Machine
Journal of Medical Systems
Letters: Random optimized geometric ensembles
Neurocomputing
On Taxonomies for Multi-class Image Categorization
International Journal of Computer Vision
Higher rank Support Tensor Machines for visual recognition
Pattern Recognition
Inhibition in multiclass classification
Neural Computation
Strong fuzzy c-means in medical image data analysis
Journal of Systems and Software
Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining
ClassAMP: A Prediction Tool for Classification of Antimicrobial Peptides
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Two-phase test sample representation with efficient m-nearest neighbor selection in face recognition
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
Designing Model Based Classifiers by Emphasizing Soft Targets
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
L1 norm based KPCA for novelty detection
Pattern Recognition
Scenery Image Segmentation Using Support Vector Machines
Fundamenta Informaticae
Early detection of malicious behavior in JavaScript code
Proceedings of the 5th ACM workshop on Security and artificial intelligence
Autonomous learning for detection of JavaScript attacks: vision or reality?
Proceedings of the 5th ACM workshop on Security and artificial intelligence
Similarity measures for sequential data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Feature extraction for cancer classification using kernel-based methods
LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation
Kernel generalized fuzzy c-means clustering with spatial information for image segmentation
Digital Signal Processing
Random projection ensemble learning with multiple empirical kernels
Knowledge-Based Systems
Efficient training of graph-regularized multitask SVMs
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Benchmarking for steganography by kernel fisher discriminant criterion
Inscrypt'11 Proceedings of the 7th international conference on Information Security and Cryptology
Extended analyses for an optimal kernel in a class of kernels with an invariant metric
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Three-fold structured classifier design based on matrix pattern
Pattern Recognition
International Journal of Systems and Service-Oriented Engineering
Speeding-up the kernel k-means clustering method: A prototype based hybrid approach
Pattern Recognition Letters
Kernel: based visualisation of genes with the gene ontology
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
On non-euclidean metrics based clustering
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Enhanced representation and multi-task learning for image annotation
Computer Vision and Image Understanding
Classification of EMG signals using PSO optimized SVM for diagnosis of neuromuscular disorders
Computers in Biology and Medicine
Using the idea of the sparse representation to perform coarse-to-fine face recognition
Information Sciences: an International Journal
Information Sciences: an International Journal
Graph matching and clustering using kernel attributes
Neurocomputing
VLSI design of an SVM learning core on sequential minimal optimization algorithm
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
On the convergence rate of lp-norm multiple kernel learning
The Journal of Machine Learning Research
Security analysis of online centroid anomaly detection
The Journal of Machine Learning Research
Structural and Multidisciplinary Optimization
Toward supervised anomaly detection
Journal of Artificial Intelligence Research
Semi-supervised kernel minimum squared error based on manifold structure
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Local fisher discriminant analysis with locally linear embedding affinity matrix
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Image data classification using fuzzy c-means algorithm with different distance measures
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Analysis of pattern recognition and dimensionality reduction techniques for odor biometrics
Knowledge-Based Systems
Kernel k'-means algorithm for clustering analysis
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Similar handwritten Chinese character recognition by kernel discriminative locality alignment
Pattern Recognition Letters
A general non-local denoising model using multi-kernel-induced measures
Pattern Recognition
Kernel fuzzy c-means with automatic variable weighting
Fuzzy Sets and Systems
Structure of feature spaces related to fuzzy similarity relations as kernels
Fuzzy Sets and Systems
Random walk kernels and learning curves for Gaussian process regression on random graphs
The Journal of Machine Learning Research
International Journal of Computational Intelligence Studies
Robust common spatial filters with a maxmin approach
Neural Computation
Predicting Protein-Ligand Binding Site Using Support Vector Machine with Protein Properties
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Imbalanced evolving self-organizing learning
Neurocomputing
Integrated Computer-Aided Engineering
On-line modeling via fuzzy support vector machines and neural networks
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Recent Advances in Soft Computing: Theories and Applications
International Journal of Mobile Learning and Organisation
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This paper provides an introduction to support vector machines, kernel Fisher discriminant analysis, and kernel principal component analysis, as examples for successful kernel-based learning methods. We first give a short background about Vapnik-Chervonenkis theory and kernel feature spaces and then proceed to kernel based learning in supervised and unsupervised scenarios including practical and algorithmic considerations. We illustrate the usefulness of kernel algorithms by discussing applications such as optical character recognition and DNA analysis