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- Cluster_Based_Ensemble_Classifiers abstract "Cluster Based Ensemble ClassifiersEnsemble classifiers, part of the machine learning branch of artificial intelligence, refers to a group of classifiers that collectively learn the decision boundaries between classes. The idea is to train multiple classifiers in a complementary fashion so that weakness/mistakes of one base classifier is compensated by another. Data can be partitioned into multiple clusters and classifiers can be trained on them. This is the concept of cluster based ensemble classifier. With hard clustering, however, patterns do not overlap between clusters and one base classifier cannot compensate for errors made by another base classifier.There is a new set of research works aims to achieve this overlapping The works aim at clustering data at multiple layers, and train base classifiers on the clusters at each layer. Patterns belong to different clusters at different layers and classifiers trained at one layers can compensate for the errors in another layer. Classification accuracy achieved by layered cluster oriented ensemble classifiers is better than bagging and boosting as presented in the papers.".
- Cluster_Based_Ensemble_Classifiers wikiPageID "41720738".
- Cluster_Based_Ensemble_Classifiers wikiPageRevisionID "601879399".
- Cluster_Based_Ensemble_Classifiers subject Category:Ensemble_learning.
- Cluster_Based_Ensemble_Classifiers comment "Cluster Based Ensemble ClassifiersEnsemble classifiers, part of the machine learning branch of artificial intelligence, refers to a group of classifiers that collectively learn the decision boundaries between classes. The idea is to train multiple classifiers in a complementary fashion so that weakness/mistakes of one base classifier is compensated by another. Data can be partitioned into multiple clusters and classifiers can be trained on them.".
- Cluster_Based_Ensemble_Classifiers label "Cluster Based Ensemble Classifiers".
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- Cluster_Based_Ensemble_Classifiers sameAs Q16958820.
- Cluster_Based_Ensemble_Classifiers sameAs Q16958820.
- Cluster_Based_Ensemble_Classifiers wasDerivedFrom Cluster_Based_Ensemble_Classifiers?oldid=601879399.
- Cluster_Based_Ensemble_Classifiers isPrimaryTopicOf Cluster_Based_Ensemble_Classifiers.