Creating Ensembles of Classifiers

@inproceedings{Chawla2001CreatingEO,
  title={Creating Ensembles of Classifiers},
  author={Nitesh V. Chawla and Steven Eschrich and Lawrence O. Hall},
  booktitle={ICDM},
  year={2001}
}
Ensemblesof classifiersofferpromisein increasingoverall classificationaccuracy. The availability of extremely large datasetshasopenedavenuesfor applicationof distributedand/orparallel learningto efficientlylearnmodels of them.In thispaper, distributedlearningis donebytraining classifiersondisjointsubsetsof thedata.We examinea randompartitioning methodto createdisjoint subsetsand proposea more intelligentwayof partitioning into disjoint subsetsusingclustering. It wasobservedthat the… CONTINUE READING
Highly Cited
This paper has 32 citations. REVIEW CITATIONS