A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Machine Learning
Machine Learning
A Database for Handwritten Text Recognition Research
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reducing multiclass to binary: a unifying approach for margin classifiers
The Journal of Machine Learning Research
Preference learning with Gaussian processes
ICML '05 Proceedings of the 22nd international conference on Machine learning
Graph-based text classification: learn from your neighbors
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Multi-class pattern classification using neural networks
Pattern Recognition
Pairwise classifier combination using belief functions
Pattern Recognition Letters
Information Sciences: an International Journal
Robust ASR using Support Vector Machines
Speech Communication
Artificial Intelligence in Medicine
Discriminative classifiers for deterministic dependency parsing
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Mining statistically important equivalence classes and delta-discriminative emerging patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards capturing fine phonetic variation in speech using articulatory features
Speech Communication
Data-driven decomposition for multi-class classification
Pattern Recognition
Local Experts Organization Model for Natural Scene Images Classification
Neural Processing Letters
Segmentation and recognition of motion capture data stream by classification
Multimedia Tools and Applications
Proceedings of the international workshop on Workshop on multimedia information retrieval
Letters: Compact multi-class support vector machine
Neurocomputing
Computational Intelligence and Neuroscience - Brain-Computer Interfaces: Towards Practical Implementations and Potential Applications
A new genetic algorithm in proteomics: Feature selection for SELDI-TOF data
Computational Statistics & Data Analysis
Multi-layer objectionable video classification system using local-global information
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Classifying carpets based on laser scanner data
Engineering Applications of Artificial Intelligence
Label ranking by learning pairwise preferences
Artificial Intelligence
Evolution of Multi-class Single Layer Perceptron
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
Multi-class Prediction Using Stochastic Logic Programs
Inductive Logic Programming
On the Combination of Locally Optimal Pairwise Classifiers
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
A Study of Emotion Recognition and Its Applications
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
On Pairwise Naive Bayes Classifiers
ECML '07 Proceedings of the 18th European conference on Machine Learning
On Minimizing the Position Error in Label Ranking
ECML '07 Proceedings of the 18th European conference on Machine Learning
Efficient Pairwise Classification
ECML '07 Proceedings of the 18th European conference on Machine Learning
Multiclass Boosting Algorithms for Shrinkage Estimators of Class Probability
ALT '07 Proceedings of the 18th international conference on Algorithmic Learning Theory
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Learning to Predict One or More Ranks in Ordinal Regression Tasks
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Multiple Sources Data Fusion Strategies Based on Multi-class Support Vector Machine
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
A local experts organization model with application to face emotion recognition
Expert Systems with Applications: An International Journal
Learning Pairwise Dissimilarity Profiles for Appearance Recognition in Visual Surveillance
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
On the combination of locally optimal pairwise classifiers
Engineering Applications of Artificial Intelligence
Detecting Violent Scenes in Movies by Auditory and Visual Cues
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Multi-Classifier Systems (MCSs) of Remote Sensing Imagery Classification Based on Texture Analysis
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
Using SVM as back-end classifier for language identification
EURASIP Journal on Audio, Speech, and Music Processing - Intelligent Audio, Speech, and Music Processing Applications
Multiclass Boosting Algorithms for Shrinkage Estimators of Class Probability
IEICE - Transactions on Information and Systems
Automatic Language Identification with Discriminative Language Characterization Based on SVM
IEICE - Transactions on Information and Systems
Graffiti: node labeling in heterogeneous networks
Proceedings of the 18th international conference on World wide web
Leukocyte segmentation and SVM classification in blood smear images
Machine Graphics & Vision International Journal
Boosting a fast neural network for supervised land cover classification
Computers & Geosciences
Artificial Intelligence in Medicine
Short-term emotion assessment in a recall paradigm
International Journal of Human-Computer Studies
Recommendation as link prediction: a graph kernel-based machine learning approach
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
International Journal of Remote Sensing
A unified image retrieval framework on local visual and semantic concept-based feature spaces
Journal of Visual Communication and Image Representation
Extractive summarization using supervised and semi-supervised learning
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A novel kernel-based maximum a posteriori classification method
Neural Networks
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Ranking reader emotions using pairwise loss minimization and emotional distribution regression
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Proceedings of the ACM International Conference on Image and Video Retrieval
On predictive accuracy and risk minimization in pairwise label ranking
Journal of Computer and System Sciences
A review on the combination of binary classifiers in multiclass problems
Artificial Intelligence Review
Adaptive Bayesian filtering for vibration-based terrain classification
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Fast and robust text detection in images and video frames
Image and Vision Computing
Accurate detection of demosaicing regularity for digital image forensics
IEEE Transactions on Information Forensics and Security - Special issue on electronic voting
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
A classification-driven similarity matching framework for retrieval of biomedical images
Proceedings of the international conference on Multimedia information retrieval
Learning Nondeterministic Classifiers
The Journal of Machine Learning Research
Classifiers fusion in recognition of wheat varieties
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Classifier ensembles for vector space embedding of graphs
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Multiple classifier systems in remote sensing: from basics to recent developments
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
SVMs for automatic speech recognition: a survey
Progress in nonlinear speech processing
An EA multi-model selection for SVM multiclass schemes
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Discriminative classifiers with adaptive kernels for noise robust speech recognition
Computer Speech and Language
Discriminative temporal smoothing for activity recognition from wearable sensors
UCS'07 Proceedings of the 4th international conference on Ubiquitous computing systems
Analyzing facial expression by fusing manifolds
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Improving the accuracy of global feature fusion based image categorisation
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
Probabilistic estimation of a novel music emotion model
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Protein fold discovery using stochastic logic programs
Probabilistic inductive logic programming
Image annotation by incorporating word correlations into multi-class SVM
ICNC'09 Proceedings of the 5th international conference on Natural computation
Characterizing an unknown pollution source in groundwater resources systems using PSVM and PNN
Expert Systems with Applications: An International Journal
A person independent system for recognition of hand postures used in sign language
Pattern Recognition Letters
Fusion of SVMs in wavelet domain for hyperspectral data classification
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
Track-based self-supervised classification of dynamic obstacles
Autonomous Robots
Multicategory nets of single-layer perceptrons: complexity and sample-size issues
IEEE Transactions on Neural Networks
Artificial Intelligence in Medicine
A transitivity analysis of bipartite rankings in pairwise multi-class classification
Information Sciences: an International Journal
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Proceedings of the international conference on Multimedia
Credibility coefficients based on SVM
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Data mining with neural networks and support vector machines using the R/rminer tool
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Topological localization of mobile robots using probabilistic support vector classification
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Modeling the temporal extent of actions
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Using support vector machines for generating synthetic datasets
PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
Adapting decision DAGs for multipartite ranking
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Active learning methods for electrocardiographic signal classification
IEEE Transactions on Information Technology in Biomedicine
Cost-Sensitive Active Visual Category Learning
International Journal of Computer Vision
Age classification combining contour and texture feature
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Expert Systems with Applications: An International Journal
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Robust 3D face recognition based on resolution invariant features
Pattern Recognition Letters
Active learning with the furthest nearest neighbor criterion for facial age estimation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
On the ERA ranking representability of pairwise bipartite ranking functions
Artificial Intelligence
Automatic initialization for 3D soccer player tracking
Pattern Recognition Letters
Region-based annotation of digital photographs
CCIW'11 Proceedings of the Third international conference on Computational color imaging
Multi-domain sentiment classification with classifier combination
Journal of Computer Science and Technology - Special issue on natural language processing
A query expansion framework in image retrieval domain based on local and global analysis
Information Processing and Management: an International Journal
Brain volumetry: An active contour model-based segmentation followed by SVM-based classification
Computers in Biology and Medicine
Dual layer voting method for efficient multi-label classification
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Finding rare classes: adapting generative and discriminative models in active learning
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Semi-supervised multiclass Kernel machines with probabilistic constraints
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Multiple region categorization for scenery images
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Cross-validation, bootstrap, and support vector machines
Advances in Artificial Neural Systems
A general system for automatic biomedical image segmentation using intensity neighborhoods
Journal of Biomedical Imaging
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Learning from label preferences
DS'11 Proceedings of the 14th international conference on Discovery science
Combining binary classifiers with imprecise probabilities
IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making
Two stage architecture for multi-label learning
Pattern Recognition
Use of image regions in context-adaptive image classification
SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
Fuzzy pairwise multiclass support vector machines
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Human identification based on ECG signals from wearable health monitoring devices
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Summarizing figures, tables, and algorithms in scientific publications to augment search results
ACM Transactions on Information Systems (TOIS)
Supervised machine learning based medical image annotation and retrieval in ImageCLEFmed 2005
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
Automatic face recognition by support vector machines
IWCIA'04 Proceedings of the 10th international conference on Combinatorial Image Analysis
A novel hybrid CNN-SVM classifier for recognizing handwritten digits
Pattern Recognition
Support vector machines ensemble based on fuzzy integral for classification
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Efficient prediction algorithms for binary decomposition techniques
Data Mining and Knowledge Discovery
Which is the best multiclass SVM method? an empirical study
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Learning label preferences: ranking error versus position error
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Improved pairwise coupling support vector machines with correcting classifiers
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Integrating binding site predictions using non-linear classification methods
Proceedings of the First international conference on Deterministic and Statistical Methods in Machine Learning
Face recognition with improved pairwise coupling support vector machines
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Learning data structure from classes: A case study applied to population genetics
Information Sciences: an International Journal
Local modelling in classification on different feature subspaces
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
Multi-modal query expansion based on local analysis for medical image retrieval
MCBR-CDS'09 Proceedings of the First MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
ECG classification using ICA features and support vector machines
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
A comparison of model selection methods for multi-class support vector machines
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV
Biomedical image retrieval using multimodal context and concept feature spaces
MCBR-CDS'11 Proceedings of the Second MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Impact of vocal effort variability on automatic speech recognition
Speech Communication
A Flexible PCB Inspection System Based on Statistical Learning
Journal of Signal Processing Systems
Time-frequency distributions in the classification of epilepsy from EEG signals
Expert Systems with Applications: An International Journal
Probabilistic outputs for twin support vector machines
Knowledge-Based Systems
An extensive experimental comparison of methods for multi-label learning
Pattern Recognition
Segmentation-based multi-class semantic object detection
Multimedia Tools and Applications
COSADE'12 Proceedings of the Third international conference on Constructive Side-Channel Analysis and Secure Design
Active learning for cross language text categorization
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Efficient pairwise classification using local cross off strategy
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Sketch-based 3D engineering part class browsing and retrieval
SBM'06 Proceedings of the Third Eurographics conference on Sketch-Based Interfaces and Modeling
Integrating video and accelerometer signals for nocturnal epileptic seizure detection
Proceedings of the 14th ACM international conference on Multimodal interaction
A study of speech emotion recognition and its application to mobile services
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
CLEF'06 Proceedings of the 7th international conference on Cross-Language Evaluation Forum: evaluation of multilingual and multi-modal information retrieval
Cascaded classification of high resolution remote sensing images using multiple contexts
Information Sciences: an International Journal
A subspace approach to error correcting output codes
Pattern Recognition Letters
Correcting binary imprecise classifiers: local vs global approach
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
Probability estimation for multi-class classification based on label ranking
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
TrueSkill-Based pairwise coupling for multi-class classification
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Using sensitivity analysis and visualization techniques to open black box data mining models
Information Sciences: an International Journal
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Combining language sources and robust semantic relatedness for attribute-based knowledge transfer
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Multimodal genre classification of TV programs and YouTube videos
Multimedia Tools and Applications
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Optimizing acoustic features for source cell-phone recognition using speech signals
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Inferring social roles and statuses in social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Anchor concept graph distance for web image re-ranking
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Multicategory large-margin unified machines
The Journal of Machine Learning Research
User-adaptive models for recognizing food preparation activities
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ACM Transactions on the Web (TWEB)
A fuzzy classifier to deal with similarity between labels on automatic prosodic labeling
Computer Speech and Language
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Information Fusion
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Pattern Recognition
Learning of perceptual grouping for object segmentation on RGB-D data
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Local business ambience characterization through mobile audio sensing
Proceedings of the 23rd international conference on World wide web
Heartbeat classification using disease-specific feature selection
Computers in Biology and Medicine
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Pairwise coupling is a popular multi-class classification method that combines all comparisons for each pair of classes. This paper presents two approaches for obtaining class probabilities. Both methods can be reduced to linear systems and are easy to implement. We show conceptually and experimentally that the proposed approaches are more stable than the two existing popular methods: voting and the method by Hastie and Tibshirani (1998)