The nature of statistical learning theory
The nature of statistical learning theory
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
Machine Learning
Using output codes to boost multiclass learning problems
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Reducing multiclass to binary: a unifying approach for margin classifiers
The Journal of Machine Learning Research
Feature extraction by non parametric mutual information maximization
The Journal of Machine Learning Research
Combining Pattern Classifiers: Methods and Algorithms
Combining Pattern Classifiers: Methods and Algorithms
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
A comparison of methods for multiclass support vector machines
IEEE Transactions on Neural Networks
New results on error correcting output codes of kernel machines
IEEE Transactions on Neural Networks
An incremental node embedding technique for error correcting output codes
Pattern Recognition
Generic object recognition with regional statistical models and layer joint boosting
Pattern Recognition Letters
Handwritten Symbol Recognition by a Boosted Blurred Shape Model with Error Correction
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Separability of ternary codes for sparse designs of error-correcting output codes
Pattern Recognition Letters
A Fast Approach to Improve Classification Performance of ECOC Classification Systems
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Intravascular Ultrasound Tissue Characterization with Sub-class Error-Correcting Output Codes
Journal of Signal Processing Systems
Optimal Extension of Error Correcting Output Codes
Proceedings of the 2006 conference on Artificial Intelligence Research and Development
Recoding Error-Correcting Output Codes
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Multi-class Binary Symbol Classification with Circular Blurred Shape Models
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Traffic sign recognition using evolutionary adaboost detection and forest-ECOC classification
IEEE Transactions on Intelligent Transportation Systems
Pattern Recognition Letters
A review on the combination of binary classifiers in multiclass problems
Artificial Intelligence Review
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Traffic sign recognition system with β -correction
Machine Vision and Applications
Re-coding ECOCs without re-training
Pattern Recognition Letters
Error-Correcting Ouput Codes Library
The Journal of Machine Learning Research
Embedding reject option in ECOC through LDPC codes
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
A framework for multiclass reject in ECOC Classification systems
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Multi-class binary object categorization using Blurred shape models
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Sub-class error-correcting output codes
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
A meta-heuristic approach for improving the accuracy in some classification algorithms
Computers and Operations Research
Online error correcting output codes
Pattern Recognition Letters
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
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
Introducing the separability matrix for error correcting output codes coding
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
In-Vivo IVUS tissue classification: a comparison between RF signal analysis and reconstructed images
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Decoding of ternary error correcting output codes
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Efficient prediction algorithms for binary decomposition techniques
Data Mining and Knowledge Discovery
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
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
Constructing the shortest ECOC for fast multi-classification
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
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
Design of reject rules for ECOC classification systems
Pattern Recognition
Error-correcting output codes based ensemble feature extraction
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
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
Information Sciences: an International Journal
International Journal of Knowledge-based and Intelligent Engineering Systems
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We present a heuristic method for learning error correcting output codes matrices based on a hierarchical partition of the class space that maximizes a discriminative criterion. To achieve this goal, the optimal codeword separation is sacrificed in favor of a maximum class discrimination in the partitions. The creation of the hierarchical partition set is performed using a binary tree. As a result, a compact matrix with high discrimination power is obtained. Our method is validated using the UCI database and applied to a real problem, the classification of traffic sign images.