From Ensemble Methods to Comprehensible Models
DS '02 Proceedings of the 5th International Conference on Discovery Science
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
New Measure of Classifier Dependency in Multiple Classifier Systems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Comparison of Genetic Algorithm and Sequential Search Methods for Classifier Subset Selection
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Learning Ensembles from Bites: A Scalable and Accurate Approach
The Journal of Machine Learning Research
Minority report in fraud detection: classification of skewed data
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
A Monte Carlo analysis of ensemble classification
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
Selecting salient features for classification based on neural network committees
Pattern Recognition Letters
Classifier geometrical characteristic comparison and its application in classifier selection
Pattern Recognition Letters
The Effect of Correlation on the Accuracy of Meta-Learning Approach
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Using diversity measures for generating error-correcting output codes in classifier ensembles
Pattern Recognition Letters
Theoretical Bounds of Majority Voting Performance for a Binary Classification Problem
IEEE Transactions on Pattern Analysis and Machine Intelligence
Training Cost-Sensitive Neural Networks with Methods Addressing the Class Imbalance Problem
IEEE Transactions on Knowledge and Data Engineering
Improving cooperative GP ensemble with clustering and pruning for pattern classification
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Evolving ensemble of classifiers in random subspace
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Rotation Forest: A New Classifier Ensemble Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Demonstrating the stability of support vector machines for classification
Signal Processing - Signal processing in UWB communications
An analysis of diversity measures
Machine Learning
Managing Diversity in Regression Ensembles
The Journal of Machine Learning Research
Combining Information Extraction Systems Using Voting and Stacked Generalization
The Journal of Machine Learning Research
An improved BioHashing for human authentication
Pattern Recognition
Using diversity of errors for selecting members of a committee classifier
Pattern Recognition
Moderate diversity for better cluster ensembles
Information Fusion
A cooperative constructive method for neural networks for pattern recognition
Pattern Recognition
Multi-Classifier Systems: Review and a roadmap for developers
International Journal of Hybrid Intelligent Systems
Pairwise fusion matrix for combining classifiers
Pattern Recognition
Zoning and metaclasses for character recognition
Proceedings of the 2007 ACM symposium on Applied computing
Nonlinear Boosting Projections for Ensemble Construction
The Journal of Machine Learning Research
Classifier Ensembles with a Random Linear Oracle
IEEE Transactions on Knowledge and Data Engineering
A multi-expert approach for wavelet-based face detection
Pattern Recognition Letters
EROS: Ensemble rough subspaces
Pattern Recognition
Random subspace for an improved BioHashing for face authentication
Pattern Recognition Letters
Wavelet decomposition tree selection for palm and face authentication
Pattern Recognition Letters
The random electrode selection ensemble for EEG signal classification
Pattern Recognition
From dynamic classifier selection to dynamic ensemble selection
Pattern Recognition
The random electrode selection ensemble for EEG signal classification
Pattern Recognition
From dynamic classifier selection to dynamic ensemble selection
Pattern Recognition
A theoretical framework for multiple neural network systems
Neurocomputing
On diversity and accuracy of homogeneous and heterogeneous ensembles
International Journal of Hybrid Intelligent Systems
Genetic rule selection with a multi-classifier coding scheme for ensemble classifier design
International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
A reliable method for cell phenotype image classification
Artificial Intelligence in Medicine
AdaBoost with SVM-based component classifiers
Engineering Applications of Artificial Intelligence
A lazy bagging approach to classification
Pattern Recognition
Pareto analysis for the selection of classifier ensembles
Proceedings of the 10th annual conference on Genetic and evolutionary computation
The combination of multiple classifiers using an evidential reasoning approach
Artificial Intelligence
Performance Analysis of Classifier Ensembles: Neural Networks Versus Nearest Neighbor Rule
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Influence of Resampling and Weighting on Diversity and Accuracy of Classifier Ensembles
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part II
Evolving Committees of Support Vector Machines
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Combining Methods for Dynamic Multiple Classifier Systems
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
DILS '08 Proceedings of the 5th international workshop on Data Integration in the Life Sciences
Combining Classifiers through Triplet-Based Belief Functions
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
An experimental comparison of ensemble of classifiers for bankruptcy prediction and credit scoring
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Methods and algorithms of collective recognition
Automation and Remote Control
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Bagging, Random Subspace Method and Biding
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Selection of Suitable Set of Decision Rules Using Choquet Integral
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Particle swarm optimization for prototype reduction
Neurocomputing
Collective-agreement-based pruning of ensembles
Computational Statistics & Data Analysis
Threshold-optimized decision-level fusion and its application to biometrics
Pattern Recognition
Evolving an Ensemble of Neural Networks Using Artificial Immune Systems
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Promoting Diversity in Gaussian Mixture Ensembles: An Application to Signature Verification
Biometrics and Identity Management
Incremental construction of classifier and discriminant ensembles
Information Sciences: an International Journal
Bio-inspired and gradient-based algorithms to train MLPs: The influence of diversity
Information Sciences: an International Journal
Artificial Intelligence in Medicine
Consensus fingerprint matching with genetically optimised approach
Pattern Recognition
Facts or friends?: distinguishing informational and conversational questions in social Q&A sites
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Diversity in Combinations of Heterogeneous Classifiers
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Combining lexical, syntactic and prosodic cues for improved online dialog act tagging
Computer Speech and Language
Negative correlation in incremental learning
Natural Computing: an international journal
Input Decimated Ensemble based on Neighborhood Preserving Embedding for spectrogram classification
Expert Systems with Applications: An International Journal
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A Novel Fingerprint Matching Algorithm Using Ridge Curvature Feature
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
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
Rough Ensemble Classifier: A Comparative Study
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
True Path Rule Hierarchical Ensembles
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Criteria Ensembles in Feature Selection
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Computational Statistics & Data Analysis
Towards a Linear Combination of Dichotomizers by Margin Maximization
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Concept sampling: towards systematic selection in large-scale mixed concepts in machine learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A spatial model for collaborative filtering of comments in an online discussion forum
Proceedings of the third ACM conference on Recommender systems
Artificial Intelligence in Medicine
Logistic ensembles of Random Spherical Linear Oracles for microarray classification
International Journal of Data Mining and Bioinformatics
Random-walk term weighting for improved text classification
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
Classifier subset selection for biomedical named entity recognition
Applied Intelligence
Zone analysis: a visualization framework for classification problems
Artificial Intelligence Review
Indexing ICD-9 codes for free-textual clinical diagnosis records by a new ensemble classifier
International Journal of Computational Intelligence in Bioinformatics and Systems Biology
Predicting protein subcellular locations for Gram-negative bacteria using neural networks ensemble
CIBCB'09 Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology
The diversity/accuracy dilemma: an empirical analysis in the context of heterogeneous ensembles
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Using genetic programming to obtain implicit diversity
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Neural Network Ensembles from Training Set Expansions
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Feature selection in heterogeneous structure of ensembles: a genetic algorithm approach
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Diversity exploration and negative correlation learning on imbalanced data sets
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Ensembles of neural networks with generalization capabilities for vehicle fault diagnostics
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Creating an ensemble of diverse support vector machines using adaboost
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A selection approach for scalable fuzzy integral combination
Information Fusion
Artificial Intelligence Review
Multicriteria decision making (MCDM): a framework for research and applications
IEEE Computational Intelligence Magazine
Ensemble classification based on generalized additive models
Computational Statistics & Data Analysis
Predicting trait impressions of faces using local face recognition techniques
Expert Systems with Applications: An International Journal
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
An improved random subspace method and its application to EEG signal classification
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Information theoretic combination of classifiers with application to AdaBoost
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Stopping criteria for ensemble-based feature selection
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Applying pairwise fusion matrix on fusion functions for classifier combination
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Modelling multiple-classifier relationships using Bayesian belief networks
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Exploiting diversity in ensembles: improving the performance on unbalanced datasets
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
On the diversity-performance relationship for majority voting in classifier ensembles
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
A new dynamic ensemble selection method for numeral recognition
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Cooperative coevolutionary ensemble learning
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
A framework for the analysis of majority voting
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Beam search extraction and forgetting strategies on shared ensembles
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
A new ensemble diversity measure applied to thinning ensembles
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
On combined classifiers, rule induction and rough sets
Transactions on rough sets VI
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Creating ensembles of classifiers via fuzzy clustering and deflection
Fuzzy Sets and Systems
The influence of diversity in an immune-based algorithm to train MLP networks
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
A Unified Character-Based Tagging Framework for Chinese Word Segmentation
ACM Transactions on Asian Language Information Processing (TALIP)
Confusion matrix disagreement for multiple classifiers
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Bagging with asymmetric costs for misclassified and correctly classified examples
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Evaluating standard techniques for implicit diversity
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
When to choose an ensemble classifier model for data mining
International Journal of Business Intelligence and Data Mining
Selecting features from multiple feature sets for SVM committee-based screening of human larynx
Expert Systems with Applications: An International Journal
Information theoretic combination of pattern classifiers
Pattern Recognition
Coevolutionary multi-population genetic programming for data classification
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A dynamic classifier ensemble selection approach for noise data
Information Sciences: an International Journal
Ensemble pruning via individual contribution ordering
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Expert Systems with Applications: An International Journal
Reduced Reward-punishment editing for building ensembles of classifiers
Expert Systems with Applications: An International Journal
An empirical study of applying ensembles of heterogeneous classifiers on imperfect data
PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining
Sequences classification by least general generalisations
ICGI'10 Proceedings of the 10th international colloquium conference on Grammatical inference: theoretical results and applications
Learning with ensembles of randomized trees: new insights
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Analysis of bagging ensembles of fuzzy models for premises valuation
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Non-uniform layered clustering for ensemble classifier generation and optimality
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Classifier fusion in the Dempster--Shafer framework using optimized t-norm based combination rules
International Journal of Approximate Reasoning
Greedy optimization classifiers ensemble based on diversity
Pattern Recognition
An empirical study of multilayer perceptron ensembles for regression tasks
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Ectropy of diversity measures for populations in Euclidean space
Information Sciences: an International Journal
Ensembles of ARTMAP-based neural networks: an experimental study
Applied Intelligence
Interactive object recognition using proprioceptive and auditory feedback
International Journal of Robotics Research
A comparative study of classifier combination methods applied to NLP tasks
NLDB'11 Proceedings of the 16th international conference on Natural language processing and information systems
Ensemble of classifiers based on hard instances
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
An ensemble of degraded neural networks
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
A boosting approach to multiview classification with cooperation
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Ensemble pruning via base-classifier replacement
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Analyzing the relationship between diversity and evidential fusion accuracy
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Classification by cluster analysis: a new meta-learning based approach
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Expert Systems with Applications: An International Journal
Multiple classifier systems for the classificatio of audio-visual emotional states
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Self-adaptation of parameters in a learning classifier system ensemble machine
International Journal of Applied Mathematics and Computer Science - Computational Intelligence in Modern Control Systems
Multiple-View Multiple-Learner Semi-Supervised Learning
Neural Processing Letters
A diversity-driven structure learning algorithm for building hierarchical neuro-fuzzy classifiers
Information Sciences: an International Journal
A new gene selection method based on random subspace ensemble for microarray cancer classification
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Hypothesis diversity in ensemble classification
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Comparison of classifier fusion methods for classification in pattern recognition tasks
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Diversified SVM ensembles for large data sets
ECML'06 Proceedings of the 17th European conference on Machine Learning
Some comments on error correcting output codes
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Conditionally dependent classifier fusion using AND rule for improved biometric verification
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Variable randomness in decision tree ensembles
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Many are better than one: improving probabilistic estimates from decision trees
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Moderated innovations in self-poised ensemble learning
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Eigenclassifiers for combining correlated classifiers
Information Sciences: an International Journal
An evolutionary and attribute-oriented ensemble classifier
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II
Making Diversity Enhancement Based on Multiple Classifier System by Weight Tuning
Neural Processing Letters
Ensemble learning with local diversity
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
A hidden markov model based approach for facial expression recognition in image sequences
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Observations on boosting feature selection
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Using decision tree models and diversity measures in the selection of ensemble classification models
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Design of a new classifier simulator
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Evaluation of diversity measures for binary classifier ensembles
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
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Analysis and modelling of diversity contribution to ensemble-based texture recognition performance
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
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Generating diverse ensembles to counter the problem of class imbalance
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Relationship between diversity and correlation in multi-classifier systems
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
One-against-all ensemble for multiclass pattern classification
Applied Soft Computing
Event retrieval in video archives using rough set theory and partially supervised learning
Multimedia Tools and Applications
Supervised subspace projections for constructing ensembles of classifiers
Information Sciences: an International Journal
Semi-supervised ensemble classification in subspaces
Applied Soft Computing
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Coupling adaboost and random subspace for diversified fisher linear discriminant
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Using weighted combination-based methods in ensembles with different levels of diversity
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Combining gene expression and interaction network data to improve kidney lesion score prediction
International Journal of Bioinformatics Research and Applications
Training regression ensembles by sequential target correction and resampling
Information Sciences: an International Journal
The impact of diversity on the accuracy of evidential classifier ensembles
International Journal of Approximate Reasoning
Multi-information ensemble diversity
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
Using diversity in classifier set selection for arabic handwritten recognition
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
Multiple classifier systems for the recogonition of human emotions
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
Multimodal schizophrenia detection by multiclassification analysis
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
DEA based data preprocessing for maximum decisional efficiency linear case valuation models
Expert Systems with Applications: An International Journal
Ensemble based sensing anomaly detection in wireless sensor networks
Expert Systems with Applications: An International Journal
Exploring the behaviour of base classifiers in credit scoring ensembles
Expert Systems with Applications: An International Journal
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Improving bagging performance through multi-algorithm ensembles
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
From cluster ensemble to structure ensemble
Information Sciences: an International Journal
Data with shifting concept classification using simulated recurrence
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part I
ReinSel: A class-based mechanism for feature selection in ensemble of classifiers
Applied Soft Computing
Using an ensemble system to improve concept extraction from clinical records
Journal of Biomedical Informatics
Computational Biology and Chemistry
Fusion of biometric systems using Boolean combination: an application to iris-based authentication
International Journal of Biometrics
Margin optimization based pruning for random forest
Neurocomputing
Acute leukemia classification by ensemble particle swarm model selection
Artificial Intelligence in Medicine
Transductive multi-label ensemble classification for protein function prediction
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Foundations and Trends in Information Retrieval
ACM Transactions on Embedded Computing Systems (TECS)
RSGALS-SVM: random subspace method applied to a LS-SVM ensemble optimized by genetic algorithm
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Improving a dynamic ensemble selection method based on oracle information
International Journal of Innovative Computing and Applications
A competitive ensemble pruning approach based on cross-validation technique
Knowledge-Based Systems
Diversity regularized ensemble pruning
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Random subspace method and genetic algorithm applied to a LS-SVM ensemble
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Classifier ensemble using a heuristic learning with sparsity and diversity
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Exploiting unlabeled data to enhance ensemble diversity
Data Mining and Knowledge Discovery
The use of artificial-intelligence-based ensembles for intrusion detection: a review
Applied Computational Intelligence and Soft Computing
A scalable approach to simultaneous evolutionary instance and feature selection
Information Sciences: an International Journal
A Novel Emotion Recognition Method Based on Ensemble Learning and Rough Set Theory
International Journal of Cognitive Informatics and Natural Intelligence
Location and route tracking in university from photos without GPS information
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Parallelization of ensemble neural networks for spatial land-use modeling
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Feature representation selection based on Classifier Projection Space and Oracle analysis
Expert Systems with Applications: An International Journal
A multi-stage learning framework for intelligent system
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Ensemble classifier generation using non-uniform layered clustering and Genetic Algorithm
Knowledge-Based Systems
Ensemble learning for sentiment classification
CLSW'12 Proceedings of the 13th Chinese conference on Chinese Lexical Semantics
Heterogeneous bag-of-features for object/scene recognition
Applied Soft Computing
Margin-based ordered aggregation for ensemble pruning
Pattern Recognition Letters
Inter-training: Exploiting unlabeled data in multi-classifier systems
Knowledge-Based Systems
Effect of ensemble classifier composition on offline cursive character recognition
Information Processing and Management: an International Journal
An ensemble of SVM classifiers based on gene pairs
Computers in Biology and Medicine
Proceedings of the 9th International Conference on Predictive Models in Software Engineering
On the effect of calibration in classifier combination
Applied Intelligence
Software effort estimation as a multiobjective learning problem
ACM Transactions on Software Engineering and Methodology (TOSEM) - Testing, debugging, and error handling, formal methods, lifecycle concerns, evolution and maintenance
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Editorial: Modifications of the construction and voting mechanisms of the Random Forests Algorithm
Data & Knowledge Engineering
Protein Function Prediction using Multi-label Ensemble Classification
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Medium-term speaker states-A review on intoxication, sleepiness and the first challenge
Computer Speech and Language
Comparing ensemble learning methods based on decision tree classifiers for protein fold recognition
International Journal of Data Mining and Bioinformatics
A framework for selection and fusion of pattern classifiers in multimedia recognition
Pattern Recognition Letters
Advanced Engineering Informatics
Ensembles for unsupervised outlier detection: challenges and research questions a position paper
ACM SIGKDD Explorations Newsletter
A metric for unsupervised metalearning
Intelligent Data Analysis
Diverse accurate feature selection for microarray cancer diagnosis
Intelligent Data Analysis
Robust classification of imbalanced data using one-class and two-class SVM-based multiclassifiers
Intelligent Data Analysis - Business Analytics and Intelligent Optimization
Hi-index | 0.02 |
Diversity among the members of a team of classifiers is deemed to be a key issue in classifier combination. However, measuring diversity is not straightforward because there is no generally accepted formal definition. We have found and studied ten statistics which can measure diversity among binary classifier outputs (correct or incorrect vote for the class label): four averaged pairwise measures (the Q statistic, the correlation, the disagreement and the double fault) and six non-pairwise measures (the entropy of the votes, the difficulty index, the Kohavi-Wolpert variance, the interrater agreement, the generalized diversity, and the coincident failure diversity). Four experiments have been designed to examine the relationship between the accuracy of the team and the measures of diversity, and among the measures themselves. Although there are proven connections between diversity and accuracy in some special cases, our results raise some doubts about the usefulness of diversity measures in building classifier ensembles in real-life pattern recognition problems.