International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 5
The Strength of Weak Learnability
Machine Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical Pattern Recognition: A Review
IEEE Transactions on Pattern Analysis and Machine Intelligence
Classifier Conditional Posterior Probabilities
SSPR '98/SPR '98 Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Ensembles of Learning Machines
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
Use of Positional Information in Sequence Alignment for Multiple Classifier Combination
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Relationship of Sum and Vote Fusion Strategies
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
Combining Classifiers of Pesticides Toxicity through a Neuro-fuzzy Approach
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Trainable Multiple Classifier Schemes for Handwritten Character Recognition
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
A New Classifier Simulator for Evaluating Parallel Combination Methods
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
One Lead ECG Based Personal Identification with Feature Subspace Ensembles
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
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
Fusers Based on Classifier Response and Discriminant Function --- Comparative Study
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Adaptive Splitting and Selection Method of Classifier Ensemble Building
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Some Remarks on Chosen Methods of Classifier Fusion Based on Weighted Voting
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
High-Level Fusion of Depth and Intensity for Pedestrian Classification
Proceedings of the 31st DAGM Symposium on Pattern Recognition
A PSO-based weighting method for linear combination of neural networks
Computers and Electrical Engineering
Disparity statistics for pedestrian detection: combining appearance, motion and stereo
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
An integrated authentication framework based on multi-tier biometrics
International Journal of Biometrics
A novel training weighted ensemble (TWE) with application to face recognition
Applied Soft Computing
Diverse reduct subspaces based co-training for partially labeled data
International Journal of Approximate Reasoning
Comparing classifiers and metaclassifiers
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
An experimental study of one- and two-level classifier fusion for different sample sizes
Pattern Recognition Letters
A geometric approach to face detector combining
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
A systematic discussion of fusion techniques for multi-modal affect recognition tasks
ICMI '11 Proceedings of the 13th international conference on multimodal interfaces
Performance analysis of multiple classifier fusion for semantic video content indexing and retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
MMM'07 Proceedings of the 13th International conference on Multimedia Modeling - Volume Part II
Classifier fusion: combination methods for semantic indexing in video content
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Making Diversity Enhancement Based on Multiple Classifier System by Weight Tuning
Neural Processing Letters
On deriving the second-stage training set for trainable combiners
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Rank distance aggregation as a fixed classifier combining rule for text categorization
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
A Multi-Criteria Decision Method Based on Rank Distance
Fundamenta Informaticae
Multiple-instance learning as a classifier combining problem
Pattern Recognition
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A large experiment on combining classifiers is reported and discussed. It includes, both, the combination of different classifiers on the same feature set and the combination of classifiers on different feature sets. Various fixed and trained combining rules are used. It is shown that there is no overall winning combining rule and that bad classifiers as well as bad feature sets may contain valuable information for performance improvement by combining rules. Best performance is achieved by combining both, different feature sets and different classifiers.