Communications of the ACM
Connectionist learning procedures
Artificial Intelligence
The Strength of Weak Learnability
Machine Learning
Learning internal representations by error propagation
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1
Advances in neural information processing systems 2
Machine learning: a theoretical approach
Machine learning: a theoretical approach
An improved boosting algorithm and its implications on learning complexity
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
C4.5: programs for machine learning
C4.5: programs for machine learning
Converting English Text to Speech: A machine Learning Approach
Converting English Text to Speech: A machine Learning Approach
Neural Computation
Backpropagation applied to handwritten zip code recognition
Neural Computation
Machine Learning - Special issue on inductive transfer
Shape quantization and recognition with randomized trees
Neural Computation
Joint Induction of Shape Features and Tree Classifiers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved boosting algorithms using confidence-rated predictions
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Bias/variance decompositions for likelihood-based estimators
Neural Computation
Multiclass learning, boosting, and error-correcting codes
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Using Model Trees for Classification
Machine Learning
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Targeting the right students using data mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Communications of the ACM
The Effect of Instance-Space Partition on Significance
Machine Learning
Support vector machine pairwise classifiers with error reduction for image classification
MULTIMEDIA '01 Proceedings of the 2001 ACM workshops on Multimedia: multimedia information retrieval
Recursive Partitioning Technique for Combining Multiple Classifiers
Neural Processing Letters
Multiclass LS-SVMs: Moderated Outputs and Coding-Decoding Schemes
Neural Processing Letters
Prediction of Neural Net Tolerance to Noise
Neural Processing Letters
Scoring the Data Using Association Rules
Applied Intelligence
Pattern Recognition Letters
Predicting human interruptibility with sensors: a Wizard of Oz feasibility study
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Simple Approach to Ordinal Classification
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Analysis of the Performance of AdaBoost.M2 for the Simulated Digit-Recognition-Example
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
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
Error Correcting Codes with Optimized Kullback-Leibler Distances for Text Categorization
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Ensembles of Learning Machines
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
Face Identification and Verification via ECOC
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Fingerprint Classification with Combinations of Support Vector Machines
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Improving Supervised Learning by Feature Decomposition
FoIKS '02 Proceedings of the Second International Symposium on Foundations of Information and Knowledge Systems
Kernel Based Image Classification
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Puncturing Multi-class Support Vector Machines
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory
Adaptive Directed Acyclic Graphs for Multiclass Classification
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Multi-Class SVM Classifier Based on Pairwise Coupling
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Theoretical Views of Boosting and Applications
ALT '99 Proceedings of the 10th International Conference on Algorithmic Learning Theory
The ``Test and Select'' Approach to Ensemble Combination
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Classifier Instability and Partitioning
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Ensemble Methods in Machine Learning
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Dependence among Codeword Bits Errors in ECOC Learning Machines: An Experimental Analysis
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Input Decimation Ensembles: Decorrelation through Dimensionality Reduction
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Least Squares and Estimation Measures via Error Correcting Output Code
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
On the General Application of the Tomographic Classifier Fusion Methodology
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Boosted Tree Ensembles for Solving Multiclass Problems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Multiclassifier Systems: Back to the Future
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Effectiveness of Error Correcting Output Codes in Multiclass Learning Problems
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
MORF: A Distributed Multimodal Information Filtering System
PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
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
A New Machine Learning Approach to Fingerprint Classification
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Ultraconservative Online Algorithms for Multiclass Problems
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
An Architecture of a Web-Based Collaborative Image Search Engine
On the Move to Meaningful Internet Systems, 2002 - DOA/CoopIS/ODBASE 2002 Confederated International Conferences DOA, CoopIS and ODBASE 2002
Scaling multi-class support vector machines using inter-class confusion
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Transforming classifier scores into accurate multiclass probability estimates
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
A comparative study on content-based music genre classification
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
An introduction to boosting and leveraging
Advanced lectures on machine learning
Handwriting Recognition Using Position Sensitive Letter N-Gram Matching
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
Fuzzy least squares support vector machines for multiclass problems
Neural Networks - 2003 Special issue: Advances in neural networks research IJCNN'03
Reducing multiclass to binary: a unifying approach for margin classifiers
The Journal of Machine Learning Research
The Journal of Machine Learning Research
A new approximate maximal margin classification algorithm
The Journal of Machine Learning Research
On the algorithmic implementation of multiclass kernel-based vector machines
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
The anatomy of a multimodal information filter
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient multi-way text categorization via generalized discriminant analysis
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
A practical SVM-based algorithm for ordinal regression in image retrieval
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Benchmarking Least Squares Support Vector Machine Classifiers
Machine Learning
N-division output coding method applied to face recognition
Pattern Recognition Letters
A comparison of several predictive algorithms for collaborative filtering on multi-valued ratings
Proceedings of the 2004 ACM symposium on Applied computing
Improving accuracy in word class tagging through the combination of machine learning systems
Computational Linguistics
Learning block importance models for web pages
Proceedings of the 13th international conference on World Wide Web
In Defense of One-Vs-All Classification
The Journal of Machine Learning Research
A MFoM learning approach to robust multiclass multi-label text categorization
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Ensembles of nested dichotomies for multi-class problems
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Ensemble selection from libraries of models
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Bias-Variance Analysis of Support Vector Machines for the Development of SVM-Based Ensemble Methods
The Journal of Machine Learning Research
Optimal multimodal fusion for multimedia data analysis
Proceedings of the 12th annual ACM international conference on Multimedia
Learning important models for web page blocks based on layout and content analysis
ACM SIGKDD Explorations Newsletter
Predicting Unroll Factors Using Supervised Classification
Proceedings of the international symposium on Code generation and optimization
Data driven approach to designing minimum hamming distance polychotomizer
Proceedings of the 2005 ACM symposium on Applied computing
KBA: Kernel Boundary Alignment Considering Imbalanced Data Distribution
IEEE Transactions on Knowledge and Data Engineering
Chunking with support vector machines
NAACL '01 Proceedings of the second meeting of the North American Chapter of the Association for Computational Linguistics on Language technologies
Developing and Testing Models for Replicating Credit Ratings: A Multicriteria Approach
Computational Economics
Price prediction and insurance for online auctions
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Using diversity measures for generating error-correcting output codes in classifier ensembles
Pattern Recognition Letters
Using One-Class and Two-Class SVMs for Multiclass Image Annotation
IEEE Transactions on Knowledge and Data Engineering
Support vector machine-based image classification for genetic syndrome diagnosis
Pattern Recognition Letters
Multimodal metadata fusion using causal strength
Proceedings of the 13th annual ACM international conference on Multimedia
Automatic discovery of query-class-dependent models for multimodal search
Proceedings of the 13th annual ACM international conference on Multimedia
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
Multi-class protein fold recognition using adaptive codes
ICML '05 Proceedings of the 22nd international conference on Machine learning
A smoothed boosting algorithm using probabilistic output codes
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
Minimum spanning trees in hierarchical multiclass support vector machines generation
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Learning distributed linguistic classes
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
Coaxing confidences from an old friend: probabilistic classifications from transformation rule lists
EMNLP '00 Proceedings of the 2000 Joint SIGDAT conference on Empirical methods in natural language processing and very large corpora: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 13
Stochastic Organization of Output Codes in Multiclass Learning Problems
Neural Computation
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
Learning a kernel function for classification with small training samples
ICML '06 Proceedings of the 23rd international conference on Machine learning
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
Random subspace method for multivariate feature selection
Pattern Recognition Letters
Incremental training of support vector machines using hyperspheres
Pattern Recognition Letters
Swarm bias-variance analysis of an evolutionary neural network classifier
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Scaling conditional random fields using error-correcting codes
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Classification by evolutionary ensembles
Pattern Recognition
Multi-class pattern classification using neural networks
Pattern Recognition
Protein cellular localization prediction with Support Vector Machines and Decision Trees
Computers in Biology and Medicine
Unifying multi-class AdaBoost algorithms with binary base learners under the margin framework
Pattern Recognition Letters
Pairwise classifier combination using belief functions
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Rough set Based Ensemble Classifier forWeb Page Classification
Fundamenta Informaticae
Local voting of weak classifiers
International Journal of Knowledge-based and Intelligent Engineering Systems
Computer Methods and Programs in Biomedicine
ECG beats classification using multiclass support vector machines with error correcting output codes
Digital Signal Processing
Evaluating indirect and direct classification techniques for network intrusion detection
Intelligent Data Analysis
Multi-Class Learning by Smoothed Boosting
Machine Learning
Artificial Intelligence in Medicine
A Stochastic Algorithm for Feature Selection in Pattern Recognition
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
Iterative RELIEF for Feature Weighting: Algorithms, Theories, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ranking with multiple hyperplanes
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Data-driven decomposition for multi-class classification
Pattern Recognition
Intelligent Data Analysis
An incremental node embedding technique for error correcting output codes
Pattern Recognition
Time-varying biomedical signals analysis with multiclass support vector machines
BIEN '07 Proceedings of the fifth IASTED International Conference: biomedical engineering
Introducing possibilistic logic in ILP for dealing with exceptions
Artificial Intelligence
Letters: Compact multi-class support vector machine
Neurocomputing
Usage of eigenvector methods in implementation of automated diagnostic systems for ECG beats
Digital Signal Processing
Analysis of EEG signals by combining eigenvector methods and multiclass support vector machines
Computers in Biology and Medicine
Comparing Combination Rules of Pairwise Neural Networks Classifiers
Neural Processing Letters
Improving multiclass pattern recognition with a co-evolutionary RBFNN
Pattern Recognition Letters
Multiclass cell detection in bright field images of cell mixtures with ECOC probability estimation
Image and Vision Computing
Expert Systems with Applications: An International Journal
Matrix-pattern-oriented least squares support vector classifier with AdaBoost
Pattern Recognition Letters
Indirect classification approaches: a comparative study in network intrusion detection
International Journal of Computer Applications in Technology
Feature selection algorithms in classification problems: an experimental evaluation
AIKED'05 Proceedings of the 4th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering Data Bases
Feature Extraction for Dynamic Integration of Classifiers
Fundamenta Informaticae
Evolutionary design of multiclass support vector machines
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - VIII Brazilian Symposium on Neural Networks
Multiclass classification using neural networks and interval neutrosophic sets
CIMMACS'06 Proceedings of the 5th WSEAS International Conference on Computational Intelligence, Man-Machine Systems and Cybernetics
Automatic medical image annotation and retrieval
Neurocomputing
Applying the multi-category learning to multiple video object extraction
Pattern Recognition
Review: A new training method for support vector machines: Clustering k-NN support vector machines
Expert Systems with Applications: An International Journal
Boosted string representation and its application to video surveillance
Pattern Recognition
Learning to classify with missing and corrupted features
Proceedings of the 25th international conference on Machine learning
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
Text categorization via generalized discriminant analysis
Information Processing and Management: an International Journal
Class-switching neural network ensembles
Neurocomputing
Multiclass support vector machines for diagnosis of erythemato-squamous diseases
Expert Systems with Applications: An International Journal
Better multiclass classification via a margin-optimized single binary problem
Pattern Recognition Letters
Label ranking by learning pairwise preferences
Artificial Intelligence
Computational Intelligence and Security
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
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
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
Classification of Business Travelers Using SVMs Combined with Kernel Principal Component Analysis
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
On Pairwise Naive Bayes Classifiers
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
Hand Drawn Symbol Recognition by Blurred Shape Model Descriptor and a Multiclass Classifier
Graphics Recognition. Recent Advances and New Opportunities
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
Ensemble Approaches to Facial Action Unit Classification
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Classification of Multi-labeled Data: A Generative Approach
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Semi-Supervised Boosting for Multi-Class Classification
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Online Learning of Complex Prediction Problems Using Simultaneous Projections
The Journal of Machine Learning Research
Stochastic modeling western paintings for effective classification
Pattern Recognition
Web-scale named entity recognition
Proceedings of the 17th ACM conference on Information and knowledge management
Web page classification: Features and algorithms
ACM Computing Surveys (CSUR)
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
Learning Pairwise Dissimilarity Profiles for Appearance Recognition in Visual Surveillance
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
Facial Trait Code and Its Application to Face Recognition
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
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
On the combination of locally optimal pairwise classifiers
Engineering Applications of Artificial Intelligence
Locally application of cascade generalization for classification problems
Intelligent Decision Technologies
Multiclass Boosting Algorithms for Shrinkage Estimators of Class Probability
IEICE - Transactions on Information and Systems
Intravascular Ultrasound Tissue Characterization with Sub-class Error-Correcting Output Codes
Journal of Signal Processing Systems
Probabilistic Classifications with TBL
CICLing '07 Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Text Processing
Grouped ECOC Conditional Random Fields for Prediction of Web User Behavior
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)
Optimal Extension of Error Correcting Output Codes
Proceedings of the 2006 conference on Artificial Intelligence Research and Development
Upper Facial Action Unit Recognition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
A Wrapper Method for Feature Selection in Multiple Classes Datasets
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Enhancing In-Vitro IVUS Data for Tissue Characterization
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
The Bias Variance Trade-Off in Bootstrapped Error Correcting Output Code Ensembles
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Recoding Error-Correcting Output Codes
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
An Information Theoretic Perspective on Multiple Classifier Systems
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Constraints in Weighted Averaging
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Target Identification from High Resolution Remote Sensing Image by Combining Multiple Classifiers
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
A multiclass classification method based on decoding of binary classifiers
Neural Computation
Computational Statistics & Data Analysis
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
Multi-class Binary Symbol Classification with Circular Blurred Shape Models
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Blurred Shape Model for binary and grey-level symbol recognition
Pattern Recognition Letters
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
Journal of Artificial Intelligence Research
A brief introduction to boosting
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Revisiting output coding for sequential supervised learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Troika - An improved stacking schema for classification tasks
Information Sciences: an International Journal
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
A novel approach to model generation for heterogeneous data classification
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Genetic algorithms in classifier fusion
Applied Soft Computing
Principles of human-computer collaboration for knowledge discovery in science
Artificial Intelligence
Brief communication: Reducing multiclass cancer classification to binary by output coding and SVM
Computational Biology and Chemistry
Data & Knowledge Engineering
Fusion of systems for automated cell phenotype image classification
Expert Systems with Applications: An International Journal
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
Constructing ensembles of classifiers by means of weighted instance selection
IEEE Transactions on Neural Networks
Measuring Interest of Human Dyadic Interactions
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
On in-vitro and in-vivo IVUS data fusion
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
Pattern Recognition Letters
Recognition of human activities using SVM multi-class classifier
Pattern Recognition Letters
A review on the combination of binary classifiers in multiclass problems
Artificial Intelligence Review
Measuring Interest of Human Dyadic Interactions
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
On in-vitro and in-vivo IVUS data fusion
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
Automatic fruit and vegetable classification from images
Computers and Electronics in Agriculture
ECOC Random Fields for Lumen Segmentation in Radial Artery IVUS Sequences
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Recognition of Properties by Probabilistic Neural Networks
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Building a Decision Cluster Forest Model to Classify High Dimensional Data with Multi-classes
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Two Multi-class Lagrangian Support Vector Machine Algorithms
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Web Access Latency Reduction Using CRF-Based Predictive Caching
WISM '09 Proceedings of the International Conference on Web Information Systems and Mining
A regularized formulation for spectral clustering with pairwise constraints
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A comparison of classification accuracy of four genetic programming-evolved intelligent structures
Information Sciences: an International Journal
Dynamic projection network for supervised pattern classification
International Journal of Approximate Reasoning
Traffic sign recognition system with β -correction
Machine Vision and Applications
Artificial Intelligence Review
GA-stacking: Evolutionary stacked generalization
Intelligent Data Analysis
A matrix modular SVM robust to imbalanced data for efficient visual concept detection
Proceedings of the international conference on Multimedia information retrieval
Multiclass detection of cells in multicontrast composite images
Computers in Biology and Medicine
Pattern recognition via projection-based kNN rules
Computational Statistics & Data Analysis
Expert Systems with Applications: An International Journal
Re-coding ECOCs without re-training
Pattern Recognition Letters
The Journal of Machine Learning Research
Error-Correcting Ouput Codes Library
The Journal of Machine Learning Research
Learning multi-label alternating decision trees from texts and data
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Contextual classifier ensembles
BIS'07 Proceedings of the 10th international conference on Business information systems
Embedding reject option in ECOC through LDPC codes
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
One-versus-one and one-versus-all multiclass SVM-RFE for gene selection in cancer classification
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Combining SVM classifiers for multiclass problem: its application to face recognition
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Binary classifier fusion based on the basic decomposition methods
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
The practical performance characteristics of tomographically filtered multiple classifier fusion
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
An approach for selective ensemble feature selection based on rough set theory
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
An EA multi-model selection for SVM multiclass schemes
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
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
Tree-structured learning of multi-class SVMs with triple learning units
ICNC'09 Proceedings of the 5th international conference on Natural computation
Network traffic classification based on error-correcting output codes and NN ensemble
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 3
ALT'09 Proceedings of the 20th international conference on Algorithmic learning theory
A comparison study on multiple binary-class SVM methods for unilabel text categorization
Pattern Recognition Letters
Data mining to predict and prevent errors in health insurance claims processing
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A Study of Hierarchical and Flat Classification of Proteins
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A meta-heuristic approach for improving the accuracy in some classification algorithms
Computers and Operations Research
Ultrasonographic plaque characterization using a Rayleigh mixture model
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Journal of Medical Systems
Maximally parsimonious discrimination: a generic task from linguistic discovery
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Computers and Electronics in Agriculture
Proceedings of the 1st ACM International Health Informatics Symposium
Robust face recognition using probabilistic facial trait code
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Semantic label sharing for learning with many categories
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Visual recognition with humans in the loop
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Leveraging bagging for evolving data streams
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Multiclass visual classifier based on bipartite graph representation of decision tables
LION'10 Proceedings of the 4th international conference on Learning and intelligent optimization
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
JSAI'03/JSAI04 Proceedings of the 2003 and 2004 international conference on New frontiers in artificial intelligence
Online error correcting output codes
Pattern Recognition Letters
Boosting based conditional quantile estimation for regression and binary classification
MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II
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
Error-correcting output hashing in fast similarity search
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Speed up kernel discriminant analysis
The VLDB Journal — The International Journal on Very Large Data Bases
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
Multiclass mineral recognition using similarity features and ensembles of pair-wise classifiers
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Empirical remarks on output coding methods for face recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Multitask Sparsity via Maximum Entropy Discrimination
The Journal of Machine Learning Research
Traffic flow condition classification for short sections using single microwave sensor
EURASIP Journal on Advances in Signal Processing - Special title on vehicular ad hoc networks
Multi-class supervised classification of electrical borehole wall images using texture features
Computers & Geosciences
Automatic generation of a pronunciation dictionary with rich variation coverage using SMT methods
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part II
ACACOS'11 Proceedings of the 10th WSEAS international conference on Applied computer and applied computational science
Learning a discriminative classifier using shape context distances
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Totally-corrective multi-class boosting
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
ACM Transactions on Asian Language Information Processing (TALIP)
Perceptrons without output codes
SMO'05 Proceedings of the 5th WSEAS international conference on Simulation, modelling and optimization
Learning data structures with inherent complex logic: neurocognitive perspective
CIMMACS'07 Proceedings of the 6th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
Combining classifier with a fuser implemented as a one layer perceptron
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Multiple classifier method for structured output prediction based on error correcting output codes
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Distributed learning with data reduction
Transactions on computational collective intelligence IV
CHIRP: a new classifier based on composite hypercubes on iterated random projections
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Complexity and multithreaded implementation analysis of one class-classifiers fuzzy combiner
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Learning multi-class theories in ILP
ILP'10 Proceedings of the 20th international conference on Inductive logic programming
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
High-performance music information retrieval system for song genre classification
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
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
A comparison of random forest with ECOC-based classifiers
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
A holistic approach for the detection of media-adventitia border in IVUS
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
QBoost: Predicting quantiles with boosting for regression and binary classification
Expert Systems with Applications: An International Journal
Rule stacking: an approach for compressing an ensemble of rule sets into a single classifier
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
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Information---Theoretic Multiclass Classification Based on Binary Classifiers
Journal of Signal Processing Systems
Empirical comparison of four classifier fusion strategies for positive-versus-negative ensembles
Proceedings of the South African Institute of Computer Scientists and Information Technologists Conference on Knowledge, Innovation and Leadership in a Diverse, Multidisciplinary Environment
A simplified multi-class support vector machine with reduced dual optimization
Pattern Recognition Letters
Using OVA modeling to improve classification performance for large datasets
Expert Systems with Applications: An International Journal
Fuzzy pairwise multiclass support vector machines
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Distance function learning in error-correcting output coding framework
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Decoding of ternary error correcting output codes
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Symmetries from uniform space covering in stochastic discrimination
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A fuzzy integral method of applying support vector machine for multi-class problem
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II
Some comments on error correcting output codes
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Robust multi-view face detection using error correcting output codes
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Ensembles of balanced nested dichotomies for multi-class problems
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Multi-class SVMs based on SOM decoding algorithm and its application in pattern recognition
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
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
Metrics for model selection in consumer finance problems
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
COLT'06 Proceedings of the 19th annual conference on Learning Theory
Comparison of multiclass SVM decomposition schemes for visual object recognition
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
Automatic emotion classification for interpersonal communication
WASSA '11 Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis
Computers and Operations Research
The intention behind web queries
SPIRE'06 Proceedings of the 13th international conference on String Processing and Information Retrieval
Learning multi-category classification in bayesian framework
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - 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
Building ensembles of neural networks with class-switching
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Decoding rules for error correcting output code ensembles
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Which is the best multiclass SVM method? an empirical study
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Over-Fitting in ensembles of neural network classifiers within ECOC frameworks
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Exploiting class hierarchies for knowledge transfer in hyperspectral data
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
On ECOC as binary ensemble classifiers
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Protein cellular localization with multiclass support vector machines and decision trees
BSB'05 Proceedings of the 2005 Brazilian conference on Advances in Bioinformatics and Computational Biology
Sensitive error correcting output codes
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Text categorization using SVMs with rocchio ensemble for internet information classification
ICCNMC'05 Proceedings of the Third international conference on Networking and Mobile Computing
Face recognition by multiple classifiers, a divide-and-conquer approach
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
Ensemble learning based on multi-task class labels
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
One-against-all ensemble for multiclass pattern classification
Applied Soft Computing
Polymorphous facial trait code
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
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
Coincidence of the solutions of the modified problem with the original problem of v-MC-SVM
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Protein fold recognition with combined SVM-RDA classifier
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Minimal design of error-correcting output codes
Pattern Recognition Letters
A mixture of experts for classifying sleep apneas
Expert Systems with Applications: 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
Knowledge element extraction for knowledge-based learning resources organization
ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
RBF nets in faults localization
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Training classifiers for unbalanced distribution and cost-sensitive domains with ROC analysis
PKAW'06 Proceedings of the 9th Pacific Rim Knowledge Acquisition international conference on Advances in Knowledge Acquisition and Management
Dual phase learning for large scale video gait recognition
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Class-Separability weighting and bootstrapping in error correcting output code ensembles
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
A multiclass classification framework for document categorization
DAS'06 Proceedings of the 7th international conference on Document Analysis Systems
Histogram based color object classification by multi-class support vector machine
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Constructing the shortest ECOC for fast multi-classification
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Structural and Multidisciplinary Optimization
Malware characteristics and threats on the internet ecosystem
Journal of Systems and Software
One-against-all multiclass classification based on multiple complementary neural networks
ACMIN'12 Proceedings of the 14th international conference on Automatic Control, Modelling & Simulation, and Proceedings of the 11th international conference on Microelectronics, Nanoelectronics, Optoelectronics
Artificial Intelligence in Medicine
A multiple classifier system for early melanoma diagnosis
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
Combining diverse one-class classifiers
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Classification of users by using support vector machines
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Expert Systems with Applications: An International Journal
Design of reject rules for ECOC classification systems
Pattern Recognition
Fast shared boosting for large-scale concept detection
Multimedia Tools and Applications
COSADE'12 Proceedings of the Third international conference on Constructive Side-Channel Analysis and Secure Design
Discriminative feature extraction for speech recognition using continuous output codes
Pattern Recognition Letters
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
Coded output support vector machine
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Rough set Based Ensemble Classifier forWeb Page Classification
Fundamenta Informaticae
Feature Extraction for Dynamic Integration of Classifiers
Fundamenta Informaticae
Efficient pairwise classification using local cross off strategy
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on the Best of SIGKDD 2011
Evaluation of Three Vision Based Object Perception Methods for a Mobile Robot
Journal of Intelligent and Robotic Systems
Large-scale item categorization for e-commerce
Proceedings of the 21st ACM international conference on Information and knowledge management
Introducing the Discriminative Paraconsistent Machine (DPM)
Information Sciences: an International Journal
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
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
Error-correcting output codes based ensemble feature extraction
Pattern Recognition
A novel divide-and-merge classification for high dimensional datasets
Computational Biology and Chemistry
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 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
Global reweighting and weight vector based strategy for multiclass boosting
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Improving Logitboost with prior knowledge
Information Fusion
A Novel Emotion Recognition Method Based on Ensemble Learning and Rough Set Theory
International Journal of Cognitive Informatics and Natural Intelligence
An IVUS image-based approach for improvement of coronary plaque characterization
Computers in Biology and Medicine
Ensemble classifier generation using non-uniform layered clustering and Genetic Algorithm
Knowledge-Based Systems
A vector-valued support vector machine model for multiclass problem
Information Sciences: an International Journal
Cross-Database transfer learning via learnable and discriminant error-correcting output codes
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Fast training of effective multi-class boosting using coordinate descent optimization
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
A theory of multiclass boosting
The Journal of Machine Learning Research
INFORMS Journal on Computing
Self-advising support vector machine
Knowledge-Based Systems
Binary coded output support vector machine
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Adaptive error-correcting output codes
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A survey of multiple classifier systems as hybrid systems
Information Fusion
On the design of an ECOC-Compliant Genetic Algorithm
Pattern Recognition
Facial expression recognition for domestic service robots
Robot Soccer World Cup XV
Diversity measures for one-class classifier ensembles
Neurocomputing
An organ allocation system for liver transplantation based on ordinal regression
Applied Soft Computing
Boosting for multiclass semi-supervised learning
Pattern Recognition Letters
Multi-class boosting with asymmetric binary weak-learners
Pattern Recognition
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering
Neural Processing Letters
Accelerating FCM neural network classifier using graphics processing units with CUDA
Applied Intelligence
Information Sciences: an International Journal
Clustering-based ensembles for one-class classification
Information Sciences: an International Journal
International Journal of Knowledge-based and Intelligent Engineering Systems
Extending twin support vector machine classifier for multi-category classification problems
Intelligent Data Analysis
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Multiclass learning problems involve finding a definition for an unknown function f(x) whose range is a discrete set containing k 2 values (i.e., k "classes"). The definition is acquired by studying collections of training examples of the form (xi, f(xi)). Existing approaches to multiclass learning problems include direct application of multiclass algorithms such as the decision-tree algorithms C4.5 and CART, application of binary concept learning algorithms to learn individual binary functions for each of the k classes, and application of binary concept learning algorithms with distributed output representations. This paper compares these three approaches to a new technique in which error-correcting codes are employed as a distributed output representation. We show that these output representations improve the generalization performance of both C4.5 and backpropagation on a wide range of multiclass learning tasks. We also demonstrate that this approach is robust with respect to changes in the size of the training sample, the assignment of distributed representations to particular classes, and the application of overfitting avoidance techniques such as decision-tree pruning. Finally, we show that--like the other methods--the error-correcting code technique can provide reliable class probability estimates. Taken together, these results demonstrate that error-correcting output codes provide a general-purpose method for improving the performance of inductive learning programs on multiclass problems.