Learning internal representations by error propagation
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1
Robust trainability of single neurons
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
C4.5: programs for machine learning
C4.5: programs for machine learning
The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
On the boosting ability of top-down decision tree learning algorithms
STOC '96 Proceedings of the twenty-eighth annual ACM symposium on Theory of computing
Inducing Features of Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
An adaptive version of the boost by majority algorithm
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Additive models, boosting, and inference for generalized divergences
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Multiclass learning, boosting, and error-correcting codes
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Machine Learning
On the Learnability and Design of Output Codes for Multiclass Problems
COLT '00 Proceedings of the Thirteenth Annual Conference on Computational Learning Theory
Logistic Regression, AdaBoost and Bregman Distances
COLT '00 Proceedings of the Thirteenth Annual Conference on Computational Learning Theory
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
IEEE Transactions on Information Theory
SVM binary classifier ensembles for image classification
Proceedings of the tenth international conference on Information and knowledge management
Multiclass LS-SVMs: Moderated Outputs and Coding-Decoding Schemes
Neural Processing Letters
How to Make AdaBoost.M1 Work for Weak Base Classifiers by Changing Only One Line of the Code
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Multiclass Alternating Decision Trees
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Pairwise Classification as an Ensemble Technique
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Ensembles of Learning Machines
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
Puncturing Multi-class Support Vector Machines
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Multi-Class SVM Classifier Based on Pairwise Coupling
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Boosted Tree Ensembles for Solving Multiclass Problems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Resampling vs Reweighting in Boosting a Relational Weak Learner
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
When Can Two Unsupervised Learners Achieve PAC Separation?
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
PEBL: positive example based learning for Web page classification using SVM
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
The Journal of Machine Learning Research
A new approximate maximal margin classification algorithm
The Journal of Machine Learning Research
Ultraconservative online algorithms for multiclass problems
The Journal of Machine Learning Research
Stopping criterion for boosting based data reduction techniques: from binary to multiclass problem
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Using Discriminant Analysis for Multi-class Classification
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
PEBL: Web Page Classification without Negative Examples
IEEE Transactions on Knowledge and Data Engineering
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Benchmarking Least Squares Support Vector Machine Classifiers
Machine Learning
In Defense of One-Vs-All Classification
The Journal of Machine Learning Research
An iterative method for multi-class cost-sensitive learning
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Ensembles of nested dichotomies for multi-class problems
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Finding predictive gene groups from microarray data
Journal of Multivariate Analysis
Bias-Variance Analysis of Support Vector Machines for the Development of SVM-Based Ensemble Methods
The Journal of Machine Learning Research
Probability Estimates for Multi-class Classification by Pairwise Coupling
The Journal of Machine Learning Research
Data driven approach to designing minimum hamming distance polychotomizer
Proceedings of the 2005 ACM symposium on Applied computing
Target word detection and semantic role chunking using support vector machines
NAACL-Short '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume of the Proceedings of HLT-NAACL 2003--short papers - Volume 2
Question classification with support vector machines and error correcting codes
NAACL-Short '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume of the Proceedings of HLT-NAACL 2003--short papers - Volume 2
Using One-Class and Two-Class SVMs for Multiclass Image Annotation
IEEE Transactions on Knowledge and Data Engineering
Error limiting reductions between classification tasks
ICML '05 Proceedings of the 22nd international conference on Machine learning
Adapting two-class support vector classification methods to many class problems
ICML '05 Proceedings of the 22nd international conference on Machine learning
Unifying the error-correcting and output-code AdaBoost within the margin framework
ICML '05 Proceedings of the 22nd international conference on Machine learning
Comparison between error correcting output codes and fuzzy support vector machines
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Named Entity Extraction using AdaBoost
COLING-02 proceedings of the 6th conference on Natural language learning - Volume 20
Face recognition based on polar frequency features
ACM Transactions on Applied Perception (TAP)
Improving Multiclass Pattern Recognition by the Combination of Two Strategies
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ranking individuals by group comparisons
ICML '06 Proceedings of the 23rd international conference on Machine learning
Multiclass boosting with repartitioning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Rotation Forest: A New Classifier Ensemble Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
The mean subjective utility score, a novel metric for cost-sensitive classifier evaluation
Pattern Recognition Letters
Relieving the data acquisition bottleneck in word sense disambiguation
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Noun phrase chunking in Hebrew: influence of lexical and morphological features
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Detection of entity mentions occurring in English and Chinese text
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Multi-class pattern classification using neural networks
Pattern Recognition
Unifying multi-class AdaBoost algorithms with binary base learners under the margin framework
Pattern Recognition Letters
Robust ASR using Support Vector Machines
Speech Communication
Multi-Class Learning by Smoothed Boosting
Machine Learning
Artificial Intelligence in Medicine
Superior Guarantees for Sequential Prediction and Lossless Compression via Alphabet Decomposition
The Journal of Machine Learning Research
Gini Support Vector Machine: Quadratic Entropy Based Robust Multi-Class Probability Regression
The Journal of Machine Learning Research
Sharing Visual Features for Multiclass and Multiview Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mining statistically important equivalence classes and delta-discriminative emerging patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Data-driven decomposition for multi-class classification
Pattern Recognition
Intelligent Data Analysis
An incremental node embedding technique for error correcting output codes
Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparing Combination Rules of Pairwise Neural Networks Classifiers
Neural Processing Letters
Multiclass cell detection in bright field images of cell mixtures with ECOC probability estimation
Image and Vision Computing
Multi-group support vector machines with measurement costs: A biobjective approach
Discrete Applied Mathematics
Indirect classification approaches: a comparative study in network intrusion detection
International Journal of Computer Applications in Technology
Risk-sensitive loss functions for sparse multi-category classification problems
Information Sciences: an International Journal
Applying the multi-category learning to multiple video object extraction
Pattern Recognition
VC Theory of Large Margin Multi-Category Classifiers
The Journal of Machine Learning Research
Learning valued preference structures for solving classification problems
Fuzzy Sets and Systems
Regularized nonsmooth Newton method for multi-class support vector machines
Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine
Meta methods for model sharing in personal information systems
ACM Transactions on Information Systems (TOIS)
Better multiclass classification via a margin-optimized single binary problem
Pattern Recognition Letters
Label ranking by learning pairwise preferences
Artificial Intelligence
Building Behavior Scoring Model Using Genetic Algorithm and Support Vector Machines
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
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
On Pairwise Naive Bayes Classifiers
ECML '07 Proceedings of the 18th European conference on Machine Learning
MAD Loss in Pattern Recognition and RBF Learning
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
ICISP '08 Proceedings of the 3rd international conference on Image and Signal Processing
Efficient Feature Selection for PTR-MS Fingerprinting of Agroindustrial Products
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Separability of ternary codes for sparse designs of error-correcting output codes
Pattern Recognition Letters
Error Correcting Output Coding-Based Conditional Random Fields for Web Page Prediction
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Identifying core sets of discriminatory features using particle swarm optimization
Expert Systems with Applications: An International Journal
On the combination of locally optimal pairwise classifiers
Engineering Applications of Artificial Intelligence
Boosting One-Class Support Vector Machines for Multi-Class Classification
Applied Artificial Intelligence
Intravascular Ultrasound Tissue Characterization with Sub-class Error-Correcting Output Codes
Journal of Signal Processing Systems
Multi-resolution Boosting for Classification and Regression Problems
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
ABC-boost: adaptive base class boost for multi-class classification
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Classification with Unknown Classes
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Optimal Extension of Error Correcting Output Codes
Proceedings of the 2006 conference on Artificial Intelligence Research and Development
Automatic video tagging using content redundancy
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
On the Effectiveness of Diversity When Training Multiple Classifier Systems
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Face-to-Face Social Activity Detection Using Data Collected with a Wearable Device
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Enhancing In-Vitro IVUS Data for Tissue Characterization
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Recoding Error-Correcting Output Codes
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
A multiclass classification method based on decoding of binary classifiers
Neural Computation
A fast ensemble pruning algorithm based on pattern mining process
Data Mining and Knowledge Discovery
Automatic tagging of Arabic text: from raw text to base phrase chunks
HLT-NAACL-Short '04 Proceedings of HLT-NAACL 2004: Short Papers
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
Binary Decomposition Methods for Multipartite Ranking
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Multi-class Binary Symbol Classification with Circular Blurred Shape Models
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
A framework for kernel-based multi-category classification
Journal of Artificial Intelligence Research
Brief communication: Reducing multiclass cancer classification to binary by output coding and SVM
Computational Biology and Chemistry
Data & Knowledge Engineering
Aggregation of classifiers for staining pattern recognition in antinuclear autoantibodies analysis
IEEE Transactions on Information Technology in Biomedicine
Improved Arabic base phrase chunking with a new enriched POS tag set
Semitic '07 Proceedings of the 2007 Workshop on Computational Approaches to Semitic Languages: Common Issues and Resources
On predictive accuracy and risk minimization in pairwise label ranking
Journal of Computer and System Sciences
Traffic sign recognition using evolutionary adaboost detection and forest-ECOC classification
IEEE Transactions on Intelligent Transportation Systems
FR3: a fuzzy rule learner for inducing reliable classifiers
IEEE Transactions on Fuzzy Systems
Linear boundary discriminant analysis
Pattern Recognition
Multi-class classifiers and their underlying shared structure
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Pattern Recognition Letters
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Recognition of Properties by Probabilistic Neural Networks
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Learning Large Margin First Order Decision Lists for Multi-Class Classification
DS '09 Proceedings of the 12th International Conference on Discovery Science
A new discriminant analysis based on boundary/non-boundary pattern separation
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
One-against-all-based multiclass SVM strategies applied to vehicle plate character recognition
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Traffic sign recognition system with β -correction
Machine Vision and Applications
Fast shadow detection for urban autonomous driving applications
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Multiclass detection of cells in multicontrast composite images
Computers in Biology and Medicine
Music emotion classification and context-based music recommendation
Multimedia Tools and Applications
Re-coding ECOCs without re-training
Pattern Recognition Letters
Cascade generalisation for ordinal problems
International Journal of Artificial Intelligence and Soft Computing
Nonlinear Models Using Dirichlet Process Mixtures
The Journal of Machine Learning Research
Classification Using Geometric Level Sets
The Journal of Machine Learning Research
Error-Correcting Ouput Codes Library
The Journal of Machine Learning Research
An empirical comparison of three boosting algorithms on real data sets with artificial class noise
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Good error correcting output codes for adaptive multiclass learning
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Softening the margin in discrete SVM
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Sub-class error-correcting output codes
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Tree-structured learning of multi-class SVMs with triple learning units
ICNC'09 Proceedings of the 5th international conference on Natural computation
ALT'09 Proceedings of the 20th international conference on Algorithmic learning theory
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
Fast and Scalable Local Kernel Machines
The Journal of Machine Learning Research
Contextual advertising for web article printing
Proceedings of the 10th ACM symposium on Document engineering
Orientation distance-based discriminative feature extraction for multi-class classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Complex feature alternating decision tree
International Journal of Intelligent Systems Technologies and Applications
Computers and Electronics in Agriculture
Time series gene expression data classification via L1-norm temporal SVM
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
Max-margin dictionary learning for multiclass image categorization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Ordinal extreme learning machine
Neurocomputing
IEEE Transactions on Image Processing
Cue integration through discriminative accumulation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Sharing features: efficient boosting procedures for multiclass object detection
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A fuzzy prediction model for calling communities
International Journal of Networking and Virtual Organisations
Online error correcting output codes
Pattern Recognition Letters
Exploiting code redundancies in ECOC
DS'10 Proceedings of the 13th international conference on Discovery science
Automatic detection of dominance and expected interest
EURASIP Journal on Advances in Signal Processing
Expert Systems with Applications: An International Journal
Learning ECOC and dichotomizers jointly from data
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Empirical remarks on output coding methods for face recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Learning a discriminative classifier using shape context distances
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Automatic recognition of daily living activities based on a hierarchical classifier
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Testing ensembles for intrusion detection: On the identification of mutated network scans
CISIS'11 Proceedings of the 4th international conference on Computational intelligence in security for information systems
Face recognition based on kernelized extreme learning machine
AIS'11 Proceedings of the Second international conference on Autonomous and intelligent systems
Optimizing linear discriminant error correcting output codes using particle swarm optimization
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
A new ensemble-based cascaded framework for multiclass training with simple weak learners
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Recursive Compositional Models for Vision: Description and Review of Recent Work
Journal of Mathematical Imaging and Vision
Thinned-ECOC ensemble based on sequential code shrinking
Expert Systems with Applications: An International Journal
Multi-class multi-scale stacked sequential learning
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Two stage reject rule for ECOC classification systems
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Introducing the separability matrix for error correcting output codes coding
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Shaping the error-reject curve of error correcting output coding systems
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Learning from label preferences
DS'11 Proceedings of the 14th international conference on Discovery science
Fast Kernel Discriminant Analysis for Classification of Liver Cancer Mass Spectra
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Expert Systems with Applications: An International Journal
Information---Theoretic Multiclass Classification Based on Binary Classifiers
Journal of Signal Processing Systems
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
A modular k-nearest neighbor classification method for massively parallel text categorization
CIS'04 Proceedings of the First international conference on Computational and Information Science
Fuzzy pairwise multiclass support vector machines
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Performance analysis of multiple classifier fusion for semantic video content indexing and retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Decoding of ternary error correcting output codes
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Some comments on error correcting output codes
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory
A new support vector machine for multi-class classification
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Probability estimation in error correcting output coding framework using game theory
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
A classifier design based on combining multiple components by maximum entropy principle
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Recognition method of throwing force of athlete based on multi-class SVM
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Computer Methods and Programs in Biomedicine
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence
A fast and sparse implementation of multiclass kernel perceptron algorithm
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
An SVM classification algorithm with error correction ability applied to face recognition
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
Automatic time expression labeling for english and chinese text
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
A general procedure for combining binary classifiers and its performance analysis
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
On ECOC as binary ensemble classifiers
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Sensitive error correcting output codes
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Efficient subsampling for training complex language models
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Mutual information measures for subclass error-correcting output codes classification
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
Minimal design of error-correcting output codes
Pattern Recognition Letters
RBF nets in faults localization
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
A speech recognizer based on multiclass SVMs with HMM-Guided segmentation
NOLISP'05 Proceedings of the 3rd international conference on Non-Linear Analyses and Algorithms for Speech Processing
Constructing the shortest ECOC for fast multi-classification
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Detection of Carotid Artery Disease by Using Learning Vector Quantization Neural Network
Journal of Medical Systems
Malware characteristics and threats on the internet ecosystem
Journal of Systems and Software
Two New Prediction-Driven Approaches to Discrete Choice Prediction
ACM Transactions on Management Information Systems (TMIS)
Urinary nucleosides as potential tumor markers evaluated by learning vector quantization
Artificial Intelligence in Medicine
Ensemble of binary learners for reliable text categorization with a reject option
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Classification of users by using support vector machines
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Design of reject rules for ECOC classification systems
Pattern Recognition
Inhibition in multiclass classification
Neural Computation
Towards improving automatic image annotation using improvised fractal SMOTE approach
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Learning from socio-economic characteristics of IP geo-locations for cybercrime prediction
International Journal of Business Intelligence and Data Mining
Adapting breast density classification from digitized to full-field digital mammograms
IWDM'12 Proceedings of the 11th international conference on Breast Imaging
Efficient pairwise classification using local cross off strategy
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Sentimental Spidering: Leveraging Opinion Information in Focused Crawlers
ACM Transactions on Information Systems (TOIS)
Location-based reasoning about complex multi-agent behavior
Journal of Artificial Intelligence Research
A subspace approach to error correcting output codes
Pattern Recognition Letters
Enhancing directed binary trees for multi-class classification
Information Sciences: an International Journal
Learning compact class codes for fast inference in large multi class classification
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
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
Error-correcting output codes based ensemble feature extraction
Pattern Recognition
Polichotomies on imbalanced domains by one-per-class compensated reconstruction rule
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A genetic inspired optimization for ECOC
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A unified framework of binary classifiers ensemble for multi-class classification
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Improving Logitboost with prior knowledge
Information Fusion
The use of artificial-intelligence-based ensembles for intrusion detection: a review
Applied Computational Intelligence and Soft Computing
A vector-valued support vector machine model for multiclass problem
Information Sciences: an International Journal
A theory of multiclass boosting
The Journal of Machine Learning Research
Recognition of offline handwritten numerals using an ensemble of MLPs combined by Adaboost
Proceedings of the 4th International Workshop on Multilingual OCR
Maximum margin clustering for state decomposition of metastable systems
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
A fast algorithm for kernel 1-norm support vector machines
Knowledge-Based Systems
An empirical study of reducing multiclass classification methodologies
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Adaptive error-correcting output codes
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
On the design of an ECOC-Compliant Genetic Algorithm
Pattern Recognition
Expert Systems with Applications: An International Journal
An organ allocation system for liver transplantation based on ordinal regression
Applied Soft Computing
Multi-class boosting with asymmetric binary weak-learners
Pattern Recognition
Information Sciences: an International Journal
International Journal of Knowledge-based and Intelligent Engineering Systems
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We present a unifying framework for studying the solution of multiclass categorization problems by reducing them to multiple binary problems that are then solved using a margin-based binary learning algorithm. The proposed framework unifies some of the most popular approaches in which each class is compared against all others, or in which all pairs of classes are compared to each other, or in which output codes with error-correcting properties are used. We propose a general method for combining the classifiers generated on the binary problems, and we prove a general empirical multiclass loss bound given the empirical loss of the individual binary learning algorithms. The scheme and the corresponding bounds apply to many popular classification learning algorithms including support-vector machines, AdaBoost, regression, logistic regression and decision-tree algorithms. We also give a multiclass generalization error analysis for general output codes with AdaBoost as the binary learner. Experimental results with SVM and AdaBoost show that our scheme provides a viable alternative to the most commonly used multiclass algorithms.