Training a 3-node neural network is NP-complete
COLT '88 Proceedings of the first annual workshop on Computational learning theory
Back propagation is sensitive to initial conditions
NIPS-3 Proceedings of the 1990 conference on Advances in neural information processing systems 3
Machine Learning
Error reduction through learning multiple descriptions
Machine Learning
Improved boosting algorithms using confidence-rated predictions
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
IEEE Transactions on Pattern Analysis and Machine Intelligence
Boosting the margin: A new explanation for the effectiveness of voting methods
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Using output codes to boost multiclass learning problems
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
UAI '88 Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Stacking with an Extended Set of Meta-level Attributes and MLR
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Ensembles of Learning Machines
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
Improving Classification Accuracy of Large Test Sets Using the Ordered Classification Algorithm
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Shared Ensemble Learning Using Multi-trees
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Estimating Episodes of Care Using Linked Medical Claims Data
AI '02 Proceedings of the 15th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Learning to Adapt for Case-Based Design
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Adaptive Generalized Estimation Equation with Bayes Classifier for the Job Assignment Problem
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project
DS '02 Proceedings of the 5th International Conference on Discovery Science
From Ensemble Methods to Comprehensible Models
DS '02 Proceedings of the 5th International Conference on Discovery Science
An Evaluation of Grading Classifiers
IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis
Finding Consistent Clusters in Data Partitions
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
A Robust Multiple Classifier System for a Partially Unsupervised Updating of Land-Cover Maps
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Feature Weighted Ensemble Classifiers - A Modified Decision Scheme
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Feature Subsets for Classifier Combination: An Enumerative Experiment
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Stacking with Multi-response Model Trees
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Bias-Variance Analysis and Ensembles of SVM
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Using Diversity with Three Variants of Boosting: Aggressive, Conservative, and Inverse
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Boosting and Classification of Electronic Nose Data
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
Recognition of Cursive Roman Handwriting - Past, Present and Future
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
Towards Simple, Easy-to-Understand, yet Accurate Classifiers
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Recognition of Exon/Intron Boundaries Using Dynamic Ensembles
CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference
A genetic integrated fuzzy classifier
Pattern Recognition Letters - Special issue: Advances in pattern recognition
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Neural Networks - Special issue: Emotion and brain
A Novel Ensemble Approach for Cancer Data Classification
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
Sensing Attacks in Computers Networks with Hidden Markov Models
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Combining One Class Fuzzy KNN's
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Combining Answers of Sub-classifiers in the Bagging-Feature Ensembles
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Seeing the Forest Through the Trees: Learning a Comprehensible Model from an Ensemble
ECML '07 Proceedings of the 18th European conference on Machine Learning
Ensembles of Multi-Objective Decision Trees
ECML '07 Proceedings of the 18th European conference on Machine Learning
Efficient Tracking as Linear Program on Weak Binary Classifiers
Proceedings of the 30th DAGM symposium on Pattern Recognition
DILS '08 Proceedings of the 5th international workshop on Data Integration in the Life Sciences
BICA: A Boolean Indepenedent Component Analysis Approach
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Neural Network Ensembles for Classification Problems Using Multiobjective Genetic Algorithms
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
How an Ensemble Method Can Compute a Comprehensible Model
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
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
Robust Feature Selection Using Ensemble Feature Selection Techniques
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Improve Flow Accuracy and Byte Accuracy in Network Traffic Classification
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Multi-value Classification of Very Short Texts
KI '08 Proceedings of the 31st annual German conference on Advances in Artificial Intelligence
Experiments in Multi Agent Learning
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Improving Transductive Support Vector Machine by Ensembling
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Combining Bagging, Boosting and Dagging for Classification Problems
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Argumentation-Based Information Exchange in Prediction Markets
Argumentation in Multi-Agent Systems
Rough set based hybrid algorithm for text classification
Expert Systems with Applications: An International Journal
DTU: A Decision Tree for Uncertain Data
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Multi-resolution Boosting for Classification and Regression Problems
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Diversity in Combinations of Heterogeneous Classifiers
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
GA-based learning bias selection mechanism for real-time scheduling systems
Expert Systems with Applications: An International Journal
A SVM-Based Ensemble Approach to Multi-Document Summarization
Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence
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
MLP, Gaussian Processes and Negative Correlation Learning for Time Series Prediction
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Comparison of Bagging and Boosting Algorithms on Sample and Feature Weighting
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Hybrid Hierarchical Classifiers for Hyperspectral Data Analysis
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Decision Templates Based RBF Network for Tree-Structured Multiple Classifier Fusion
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Secure Cover Selection Steganography
ISA '09 Proceedings of the 3rd International Conference and Workshops on Advances in Information Security and Assurance
Maintenance by a Committee of Experts: The MACE Approach to Case-Base Maintenance
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Four Heads Are Better than One: Combining Suggestions for Case Adaptation
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Computational Statistics & Data Analysis
Study on Ensemble Classification Methods towards Spam Filtering
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
On Feature Selection, Bias-Variance, and Bagging
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Adaptive Anomaly Detection via Self-calibration and Dynamic Updating
RAID '09 Proceedings of the 12th International Symposium on Recent Advances in Intrusion Detection
Runtime Monitoring and Dynamic Reconfiguration for Intrusion Detection Systems
RAID '09 Proceedings of the 12th International Symposium on Recent Advances in Intrusion Detection
Learning Visual Object Categories with Global Descriptors and Local Features
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Coevolutionary multi-population genetic programming for data classification
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Multi-field learning for email spam filtering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Ensemble pruning via individual contribution ordering
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Artificial Intelligence in Medicine
Ensemble missing data techniques for software effort prediction
Intelligent Data Analysis
BSS: Boosted steganography scheme with cover image preprocessing
Expert Systems with Applications: An International Journal
Variable selection using random forests
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Bagged Biclustering for Microarray Data
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Robust prediction from multiple heterogeneous data sources with partial information
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Evaluating multiple viewpoint models of tabla sequences
Proceedings of 3rd international workshop on Machine learning and music
Ensemble classification for constraint solver configuration
CP'10 Proceedings of the 16th international conference on Principles and practice of constraint programming
No-reference video quality assessment design framework based on modular neural networks
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Bagging for biclustering: application to microarray data
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Classifying sleep apneas using neural networks and a combination of experts
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
Boosting first-order clauses for large, skewed data sets
ILP'09 Proceedings of the 19th international conference on Inductive logic programming
Robust ensemble learning for mining noisy data streams
Decision Support Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
An associative memory-based learning model with an efficient hardware implementation in FPGA
Expert Systems with Applications: An International Journal
Rough set and ensemble learning based semi-supervised algorithm for text classification
Expert Systems with Applications: An International Journal
Robust Positive semidefinite L-Isomap Ensemble
Pattern Recognition Letters
Using readability tests to predict helpful product reviews
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Information fusion for combining visual and textual image retrieval in imageCLEF@ICPR
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
Classifier fusion in the Dempster--Shafer framework using optimized t-norm based combination rules
International Journal of Approximate Reasoning
The efficiency of identifying timed automata and the power of clocks
Information and Computation
Tree topological features for unlexicalized parsing
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part II
Improved medical decision support with multimethod approach
CBMS'03 Proceedings of the 16th IEEE conference on Computer-based medical systems
Intelligent data analysis of human bone density
CBMS'03 Proceedings of the 16th IEEE conference on Computer-based medical systems
An analysis of tree topological features in classifier-based unlexicalized parsing
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
ACM Transactions on Asian Language Information Processing (TALIP)
Hybrid ensemble approach for classification
Applied Intelligence
Combining bagging, boosting, rotation forest and random subspace methods
Artificial Intelligence Review
Borderline over-sampling for imbalanced data classification
International Journal of Knowledge Engineering and Soft Data Paradigms
Cluster ensemble in adaptive tree structured clustering
International Journal of Knowledge Engineering and Soft Data Paradigms
Inelligent ensemble system aids osteoporosis early detection
EC'05 Proceedings of the 6th WSEAS international conference on Evolutionary computing
Robust Feature Selection for Microarray Data Based on Multicriterion Fusion
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
An empirical evaluation of rotation-based ensemble classifiers for customer churn prediction
Expert Systems with Applications: An International Journal
Applying machine learning diversity metrics to data fusion in information retrieval
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Activity knowledge transfer in smart environments
Pervasive and Mobile Computing
A probabilistic model of classifier competence for dynamic ensemble selection
Pattern Recognition
Ensembles of ARTMAP-based neural networks: an experimental study
Applied Intelligence
Editorial: Classifying text streams by keywords using classifier ensemble
Data & Knowledge Engineering
Margin-based over-sampling method for learning from imbalanced datasets
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Multi-agent based classification using argumentation from experience
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Studying the hybridization of artificial neural networks in HECIC
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
An approach to cognitive assessment in smart home
Proceedings of the 2011 workshop on Data mining for medicine and healthcare
Ensemble of classifiers based on hard instances
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
Clustering students to generate an ensemble to improve standard test score predictions
AIED'11 Proceedings of the 15th international conference on Artificial intelligence in education
Adaptive ROC-based ensembles of HMMs applied to anomaly detection
Pattern Recognition
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Comparing classifiers and metaclassifiers
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
A novel ensemble algorithm for biomedical classification based on Ant Colony Optimization
Applied Soft Computing
A general system for automatic biomedical image segmentation using intensity neighborhoods
Journal of Biomedical Imaging
A multilevel information fusion approach for visual quality inspection
Information Fusion
SCMS: semantifying content management systems
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part II
Designing an ensemble classifier over subspace classifiers using iterative convergence routine
Proceedings of the 20th ACM international conference on Information and knowledge management
Dynamic classifier ensemble model for customer classification with imbalanced class distribution
Expert Systems with Applications: An International Journal
A genetic algorithm-based rule extraction system
Applied Soft Computing
An incremental ensemble of classifiers
Artificial Intelligence Review
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Combining algorithms for automatic detection of optic disc and macula in fundus images
Computer Vision and Image Understanding
On the effectiveness of distributed learning on different class-probability distributions of data
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Ensemble logistic regression for feature selection
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Multi-task drug bioactivity classification with graph labeling ensembles
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Multiple sets of rules for text categorization
ADVIS'04 Proceedings of the Third international conference on Advances in Information 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
Financial application of neural networks: two case studies in greece
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Constructive ensemble of RBF neural networks and its application to earthquake prediction
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Cascade evaluation of clustering algorithms
ECML'06 Proceedings of the 17th European conference on Machine Learning
An integrated fuzzy cells-classifier
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
Bagging model trees for classification problems
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
Ensembles based on random projections to improve the accuracy of clustering algorithms
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
Local additive regression of decision stumps
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
Ensemble pruning using reinforcement learning
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
GA SVM wrapper ensemble for keystroke dynamics authentication
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Improving ensembles with classificational cellular automata
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Bucket Learning: Improving model quality through enhancing local patterns
Knowledge-Based Systems
Time-Space ensemble strategies for automatic music genre classification
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence
Refinement method of post-processing and training for improvement of automated text classification
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II
Joint cluster based co-clustering for clustering ensembles
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Variable consistency bagging ensembles
Transactions on Rough Sets XI
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Detector of image orientation based on borda-count
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Support vector machines for HIV-1 protease cleavage site prediction
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Robust bayesian linear classifier ensembles
ECML'05 Proceedings of the 16th European conference on Machine Learning
Positional and confidence voting-based consensus functions for fuzzy cluster ensembles
Fuzzy Sets and Systems
Ensemble learning with biased classifiers: the Triskel algorithm
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
From local to global patterns: evaluation issues in rule learning algorithms
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Sampling ensembles for frequent patterns
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Machine learning techniques for predicting bacillus subtilis promoters
BSB'05 Proceedings of the 2005 Brazilian conference on Advances in Bioinformatics and Computational Biology
Robust ensemble learning for cancer diagnosis based on microarray data classification
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Graph matching – challenges and potential solutions
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Natural Language Engineering
Machine-Learning with cellular automata
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Decoding visual brain states from fMRI using an ensemble of classifiers
Pattern Recognition
Novel ensemble methods for regression via classification problems
Expert Systems with Applications: An International Journal
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
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
Methods for combining statistical models of music
CMMR'04 Proceedings of the Second international conference on Computer Music Modeling and Retrieval
Improving statistical word alignment with ensemble methods
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Probabilistic ensembles for improved inference in protein-structure determination
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Graph-Based model-selection framework for large ensembles
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
A mixture of experts for classifying sleep apneas
Expert Systems with Applications: An International Journal
User preferences based software defect detection algorithms selection using MCDM
Information Sciences: an International Journal
Boosting-based ensemble learning with penalty profiles for automatic Thai unknown word recognition
Computers & Mathematics with Applications
Simultaneous evolution of neural network topologies and weights for classification and regression
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Bias and variance of rotation-based ensembles
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Supervised subspace projections for constructing ensembles of classifiers
Information Sciences: an International Journal
Structured context prediction: a generic approach
DAIS'10 Proceedings of the 10th IFIP WG 6.1 international conference on Distributed Applications and Interoperable Systems
Segmented document classification: problem and solution
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Grammatical inference in practice: a case study in the biomedical domain
ICGI'06 Proceedings of the 8th international conference on Grammatical Inference: algorithms and applications
Comparing ensembles of learners: detecting prostate cancer from high resolution MRI
CVAMIA'06 Proceedings of the Second ECCV international conference on Computer Vision Approaches to Medical Image Analysis
Combining gene expression and interaction network data to improve kidney lesion score prediction
International Journal of Bioinformatics Research and Applications
Link-Local features for hypertext classification
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Weighted bagging for graph based one-class classifiers
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
SOCIAL: self-organizing classifier ensemble for adversarial learning
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
A double pruning algorithm for classification ensembles
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
ETL ensembles for chunking, NER and SRL
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Introducing reordering algorithms to classic well-known ensembles to improve their performance
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Facial expression recognition using spatiotemporal boosted discriminatory classifiers
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
DCPE co-training for classification
Neurocomputing
Empirical argumentation: integrating induction and argumentation in MAS
ArgMAS'10 Proceedings of the 7th international conference on Argumentation in Multi-Agent Systems
Ensemble pruning for text categorization based on data partitioning
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
From cluster ensemble to structure ensemble
Information Sciences: an International Journal
WSEAS Transactions on Information Science and Applications
The sum is greater than the parts: ensembling models of student knowledge in educational software
ACM SIGKDD Explorations Newsletter
Methodological triangulation using neural networks for business research
Advances in Artificial Neural Systems
PISA: A framework for multiagent classification using argumentation
Data & Knowledge Engineering
Artificial Intelligence in Medicine
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
Multi-agent adaptive boosting on semi-supervised water supply clusters
Advances in Engineering Software
Scalable subspace logistic regression models for high dimensional data
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Squeezing the ensemble pruning: faster and more accurate categorization for news portals
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Ensemble methods for biclustering tasks
Pattern Recognition
On combining decisions from multiple expert imitators for performance
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume One
Expert Systems with Applications: An International Journal
Tapprints: your finger taps have fingerprints
Proceedings of the 10th international conference on Mobile systems, applications, and services
A genetic algorithm for designing neural network ensembles
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Acute leukemia classification by ensemble particle swarm model selection
Artificial Intelligence in Medicine
Modular symbiotic adaptive neuro evolution for high dimensionality classificatory problems
Intelligent Decision Technologies
An Ensemble Architecture for Learning Complex Problem-Solving Techniques from Demonstration
ACM Transactions on Intelligent Systems and Technology (TIST)
Multi-agent based classification using argumentation from experience
Autonomous Agents and Multi-Agent Systems
Multi-source learning for joint analysis of incomplete multi-modality neuroimaging data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Time-Evolving relational classification and ensemble methods
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
A generic classifier-ensemble approach for biomedical named entity recognition
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Tri-training based on neural network ensemble algorithm
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Bisociative literature mining by ensemble heuristics
Bisociative Knowledge Discovery
Wind turbines fault diagnosis using ensemble classifiers
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
Dynamic fusion method using Localized Generalization Error Model
Information Sciences: an International Journal
A robust adaboost-based algorithm for low-resolution face detection
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Ensemble methods for prediction of parkinson disease
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
ACM Transactions on Asian Language Information Processing (TALIP) - Special Issue on RITE
Design Ensemble Machine Learning Model for Breast Cancer Diagnosis
Journal of Medical Systems
Personal and Ubiquitous Computing
Computers in Biology and Medicine
Hybrid combination of constituency and dependency trees into an ensemble dependency parser
HYBRID '12 Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data
Evaluating unsupervised ensembles when applied to word sense induction
ACL '12 Proceedings of ACL 2012 Student Research Workshop
Computational approaches to sentence completion
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Metaphor: a system for related search recommendations
Proceedings of the 21st ACM international conference on Information and knowledge management
Tree ensembles for predicting structured outputs
Pattern Recognition
A competitive ensemble pruning approach based on cross-validation technique
Knowledge-Based Systems
Ensemble partitioning for unsupervised image categorization
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Minimal correlation classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
International Journal of Data Mining and Bioinformatics
Error-correcting output codes based ensemble feature extraction
Pattern Recognition
Using sensitivity analysis and visualization techniques to open black box data mining models
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Linear classifier combination and selection using group sparse regularization and hinge loss
Pattern Recognition Letters
Learning algorithm portfolios for parallel execution
LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
A new random forest method for one-class classification
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
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 Novel Emotion Recognition Method Based on Ensemble Learning and Rough Set Theory
International Journal of Cognitive Informatics and Natural Intelligence
A review of information fusion techniques employed in iris recognition systems
International Journal of Advanced Intelligence Paradigms
Breast Cancer Diagnosis Using Optimized Attribute Division in Modular Neural Networks
Journal of Information Technology Research
Microblog language identification: overcoming the limitations of short, unedited and idiomatic text
Language Resources and Evaluation
A fuzzy evolutionary framework for combining ensembles
Applied Soft Computing
Margin-based ordered aggregation for ensemble pruning
Pattern Recognition Letters
Predicting subjectivity orientation of online forum threads
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
A comparative study of classifier combination applied to NLP tasks
Information Fusion
Learning regression ensembles with genetic programming at scale
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Don't be SCAREd: use SCalable Automatic REpairing with maximal likelihood and bounded changes
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
A hierarchical clusterer ensemble method based on boosting theory
Knowledge-Based Systems
Disagreement-Based multi-system tracking
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Software effort models should be assessed via leave-one-out validation
Journal of Systems and Software
Subsampling for efficient and effective unsupervised outlier detection ensembles
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Detecting insider threats in a real corporate database of computer usage activity
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Assessing similarity of feature selection techniques in high-dimensional domains
Pattern Recognition Letters
Statistical shape model for manifold regularization: Gleason grading of prostate histology
Computer Vision and Image Understanding
Multi-target regression with rule ensembles
The Journal of Machine Learning Research
Input Space Partitioning for Neural Network Learning
International Journal of Applied Evolutionary Computation
On the effect of calibration in classifier combination
Applied Intelligence
Software model synthesis using satisfiability solvers
Empirical Software Engineering
SLEDGE: Sequential Labeling of Image Edges for Boundary Detection
International Journal of Computer Vision
Pattern Recognition
Mining Data Streams with Skewed Distribution based on Ensemble Method
International Journal of Advanced Pervasive and Ubiquitous Computing
Editorial: Modifications of the construction and voting mechanisms of the Random Forests Algorithm
Data & Knowledge Engineering
A survey of multiple classifier systems as hybrid systems
Information Fusion
Computers in Biology and Medicine
Dependent binary relevance models for multi-label classification
Pattern Recognition
International Journal of Ad Hoc and Ubiquitous Computing
Multiagent and Grid Systems
Ensembles for unsupervised outlier detection: challenges and research questions a position paper
ACM SIGKDD Explorations Newsletter
Robust classification of imbalanced data using one-class and two-class SVM-based multiclassifiers
Intelligent Data Analysis - Business Analytics and Intelligent Optimization
Integrating global and local application of random subspace ensemble
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Ensemble methods are learning algorithms that construct a set of classifiers and then classify new data points by taking a (weighted) vote of their predictions. The original ensemble method is Bayesian averaging, but more recent algorithms include error-correcting output coding, Bagging, and boosting. This paper reviews these methods and explains why ensembles can often perform better than any single classifier. Some previous studies comparing ensemble methods are reviewed, and some new experiments are presented to uncover the reasons that Adaboost does not overfit rapidly.