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Discriminant ECOC: a heuristic method for application dependent design of error correcting output codes

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Combining Pattern Classifiers
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A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
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Information Theoretic Learning: Renyi's Entropy and Kernel Perspectives
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The Nature of Statistical Learning Theory
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Entropy Optimization Principles and Their Applications
inferredcites →https://doi.org/10.1007/bf00116251openalex-snapshot
Induction of Decision Trees
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Entropy optimization principles with applications
inferredcites →https://doi.org/10.1023/a:1013637720281openalex-snapshot
On the Learnability and Design of Output Codes for Multiclass Problems
inferredcites →https://doi.org/10.1109/72.991427openalex-snapshot
A comparison of methods for multiclass support vector machines
inferredcites →https://doi.org/10.1109/icpr.1994.576920openalex-snapshot
Floating search methods for feature selection with nonmonotonic criterion functions
inferredcites →https://doi.org/10.1109/tnn.2003.820841openalex-snapshot
New Results on Error Correcting Output Codes of Kernel Machines
inferredcites →https://doi.org/10.1162/153244303322753742openalex-snapshot
10.1162/153244303322753742
inferredcites →https://doi.org/10.1198/tech.2005.s320openalex-snapshot
Combining Pattern Classifiers: Methods and Algorithms
inferredcites →https://doi.org/10.1214/aos/1016218223openalex-snapshot
Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)
inferredcites →https://doi.org/10.1214/aos/1028144844openalex-snapshot
Classification by pairwise coupling
inferredcites →https://doi.org/10.1613/jair.105openalex-snapshot
Solving Multiclass Learning Problems via Error-Correcting Output Codes
inferredcites →https://doi.org/10.4018/978-1-59904-849-9.ch133openalex-snapshot
Information Theoretic Learning

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A joint learning framework for attribute models and object descriptions
inferred← citeshttps://doi.org/10.1109/iccv.2011.6126481openalex-snapshot
Discriminative learning of relaxed hierarchy for large-scale visual recognition
inferred← citeshttps://doi.org/10.1109/icdm.2011.147openalex-snapshot
Towards Optimal Discriminating Order for Multiclass Classification
inferred← citeshttps://doi.org/10.1109/icdmw.2018.00163openalex-snapshot
Large Scale Classification in Deep Neural Network with Label Mapping
inferred← citeshttps://doi.org/10.1109/icinfa.2008.4608121openalex-snapshot
A fast two-stage classification method of support vector machines
inferred← citeshttps://doi.org/10.1109/icmla52953.2021.00125openalex-snapshot
ConfusionTree-Pattern: A Hierarchical Design for an Efficient and Performant Multi-Class Pattern
inferred← citeshttps://doi.org/10.1109/icpr.2006.469openalex-snapshot
ECOC-ONE: A Novel Coding and Decoding Strategy
inferred← citeshttps://doi.org/10.1109/icpr.2006.583openalex-snapshot
Forest Extension of Error Correcting Output Codes and Boosted Landmarks
inferred← citeshttps://doi.org/10.1109/icpr.2010.723openalex-snapshot
Subclass Error Correcting Output Codes Using Fisher's Linear Discriminant Ratio
inferred← citeshttps://doi.org/10.1109/icpr.2014.259openalex-snapshot
Bit Error Recovery in ECOC Systems through LDPC Codes
inferred← citeshttps://doi.org/10.1109/icpr.2016.7899633openalex-snapshot
BeamECOC: A local search for the optimization of the ECOC matrix
inferred← citeshttps://doi.org/10.1109/ijcnn.2010.5596593openalex-snapshot
Optimizing subclass discriminant Error Correcting Output Codes using particle swarm optimization
inferred← citeshttps://doi.org/10.1109/ijcnn.2014.6889436openalex-snapshot
Sub-classifier construction for error correcting output code using minimum weight perfect matching
inferred← citeshttps://doi.org/10.1109/iri.2018.00042openalex-snapshot
Efficient All-and-One Support Vector Machines Based on One-versus-All Data Inseparability
inferred← citeshttps://doi.org/10.1109/is.2008.4670514openalex-snapshot
Coronary damage classification of patients with the Chagas disease with Error-Correcting Output Codes
inferred← citeshttps://doi.org/10.1109/iscid.2017.61openalex-snapshot
An ECOC Approach for Microarray Data Classification Based on Minimizing Feature Related Complexities
inferred← citeshttps://doi.org/10.1109/isda.2008.308openalex-snapshot
Thinned ECOC Decomposition for Gene Expression Based Cancer Classification
inferred← citeshttps://doi.org/10.1109/jbhi.2019.2922390openalex-snapshot
Hierarchical Approach to Classify Food Scenes in Egocentric Photo-Streams
inferred← citeshttps://doi.org/10.1109/lgrs.2008.916834openalex-snapshot
Combining Support Vector Machines With a Pairwise Decision Tree
inferred← citeshttps://doi.org/10.1109/pic.2010.5687435openalex-snapshot
Research on the characteristic of the probabilistic outputs via random ECOC
inferred← citeshttps://doi.org/10.1109/sibgrapi-t.2011.9openalex-snapshot
Combining Classifiers: From the Creation of Ensembles to the Decision Fusion
inferred← citeshttps://doi.org/10.1109/siu.2019.8806537openalex-snapshot
Error Correction Output Codes: Overview, Challenges and Future Trends
inferred← citeshttps://doi.org/10.1109/ssci50451.2021.9660146openalex-snapshot
Optimal N-ary ECOC Matrices for Ensemble Classification
inferred← citeshttps://doi.org/10.1109/tbme.2015.2496233openalex-snapshot
Inherent Structure-Based Multiview Learning With Multitemplate Feature Representation for Alzheimer's Disease Diagnosis
inferred← citeshttps://doi.org/10.1109/tcsii.2019.2950269openalex-snapshot
A Hybrid Reducing Error Correcting Output Code for Lithology Identification
inferred← citeshttps://doi.org/10.1109/tcyb.2014.2325603openalex-snapshot
Heuristic Ternary Error-Correcting Output Codes Via Weight Optimization and Layered Clustering-Based Approach
inferred← citeshttps://doi.org/10.1109/tcyb.2017.2785621openalex-snapshot
Error Correcting Input and Output Hashing
inferred← citeshttps://doi.org/10.1109/tevc.2007.894201openalex-snapshot
Evolving Output Codes for Multiclass Problems
inferred← citeshttps://doi.org/10.1109/tgrs.2008.2010491openalex-snapshot
Using Stacked Generalization to Combine SVMs in Magnitude and Shape Feature Spaces for Classification of Hyperspectral Data
inferred← citeshttps://doi.org/10.1109/tip.2017.2675342openalex-snapshot
Partial Hash Update via Hamming Subspace Learning
inferred← citeshttps://doi.org/10.1109/tits.2008.2011702openalex-snapshot
Traffic Sign Recognition Using Evolutionary Adaboost Detection and Forest-ECOC Classification
inferred← citeshttps://doi.org/10.1109/tits.2011.2167145openalex-snapshot
Pedestrian Detection in Video Images via Error Correcting Output Code Classification of Manifold Subclasses
inferred← citeshttps://doi.org/10.1109/tnnls.2013.2274735openalex-snapshot
Multiclass From Binary: Expanding One-Versus-All, One-Versus-One and ECOC-Based Approaches
inferred← citeshttps://doi.org/10.1109/tnnls.2018.2844464openalex-snapshot
Deep Ensemble Machine for Video Classification
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3454598openalex-snapshot
Instance-Specific Loss-Weighted Decoding for Decomposition-Based Multiclass Classification
inferred← citeshttps://doi.org/10.1109/tpami.2008.224openalex-snapshot
Optimal Classifier Fusion in a Non-Bayesian Probabilistic Framework
inferred← citeshttps://doi.org/10.1109/tpami.2008.266openalex-snapshot
On the Decoding Process in Ternary Error-Correcting Output Codes
inferred← citeshttps://doi.org/10.1109/tpami.2008.38openalex-snapshot
Subclass Problem-Dependent Design for Error-Correcting Output Codes
inferred← citeshttps://doi.org/10.1109/tpami.2015.2430325openalex-snapshot
Joint Binary Classifier Learning for ECOC-Based Multi-Class Classification
inferred← citeshttps://doi.org/10.1109/tpami.2017.2763146openalex-snapshot
Error-Correcting Factorization
inferred← citeshttps://doi.org/10.1109/tpami.2023.3290797openalex-snapshot
Towards Enabling Binary Decomposition for Partial Multi-Label Learning
inferred← citeshttps://doi.org/10.1109/tsmcb.2010.2060481openalex-snapshot
Circular Blurred Shape Model for Multiclass Symbol Recognition
inferred← citeshttps://doi.org/10.1109/tsmcb.2012.2197824openalex-snapshot
Linearithmic Time Sparse and Convex Maximum Margin Clustering
inferred← citeshttps://doi.org/10.1117/1.oe.51.5.057202openalex-snapshot
Coding design for error correcting output codes based on perceptron
inferred← citeshttps://doi.org/10.1117/12.2242257openalex-snapshot
Mining discriminative class codes for multi-class classification based on minimizing generalization errors
inferred← citeshttps://doi.org/10.1117/12.2266961openalex-snapshot
Evidential multi-class classification from binary classifiers: application to waste sorting quality control from hyperspectral data
inferred← citeshttps://doi.org/10.1134/s1054661819030246openalex-snapshot
On a Classification Method for a Large Number of Classes
inferred← citeshttps://doi.org/10.1137/1.9781611974010.82openalex-snapshot
Ensemble Learning Methods for Binary Classification with Multi-modality within the Classes
inferred← citeshttps://doi.org/10.1142/s0218001412610010openalex-snapshot
HOW FAR DO WE GET USING MACHINE LEARNING BLACK-BOXES?
inferred← citeshttps://doi.org/10.1142/s0219749918400038openalex-snapshot
Quantum error-correcting output codes
inferred← citeshttps://doi.org/10.1145/3035012.3035018openalex-snapshot
Classification of multi-class microarray datasets using a minimizing class-overlapping based ECOC algorithm
inferred← citeshttps://doi.org/10.1145/3711129.3711138openalex-snapshot
Interpretable Grade Prediction Based on ECOC and Shapley Theory
inferred← citeshttps://doi.org/10.1155/2016/3025057openalex-snapshot
Error-Correcting Output Codes in Classification of Human Induced Pluripotent Stem Cell Colony Images
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