IDEAS home Printed from https://ideas.repec.org/a/ids/ijidsc/v3y2011i2p173-188.html
   My bibliography  Save this article

A random subspace method that uses different instead of similar models for regression and classification problems

Author

Listed:
  • S.B. Kotsiantis

Abstract

Even though many ensemble techniques have been proposed, there is no clear picture of which method is best. In this study, we propose a technique that uses different subsets of the same feature set with the concurrent usage of a voting (for classification problems) or averaging methodology (for regression problems) for combining different learners instead of similar learners. We performed a comparison of the proposed ensemble with other well-known ensembles that use the same base learners and the proposed technique had better accuracy in most cases.

Suggested Citation

  • S.B. Kotsiantis, 2011. "A random subspace method that uses different instead of similar models for regression and classification problems," International Journal of Information and Decision Sciences, Inderscience Enterprises Ltd, vol. 3(2), pages 173-188.
    • Handle: RePEc:ids:ijidsc:v:3:y:2011:i:2:p:173-188
    as

    Download full text from publisher

    File URL: http://www.inderscience.com/link.php?id=40422
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ids:ijidsc:v:3:y:2011:i:2:p:173-188. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sarah Parker (email available below). General contact details of provider: http://www.inderscience.com/browse/index.php?journalID=306 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.