Composite Multiclass Losses

Elodie Vernet, Robert Williamson, Mark Reid

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Abstract

    We consider loss functions for multiclass prediction problems. We show when a multiclass loss can be expressed as a "proper composite loss", which is the composition of a proper loss and a link function. We extend existing results for binary losses to mul
    Original languageEnglish
    Title of host publicationAdvances in Neural Information Processing Systems 23
    EditorsRich Zemel, John Shawe-Taylor, Peter Bartlett, Fernando Pereira and Kilian Weinb
    Place of PublicationGranada Spain
    PublisherNeural Information Processing Systems Foundation
    Pages15
    EditionPeer Reviewed
    ISBN (Print)9781618395993
    Publication statusPublished - 2011
    EventNeural Information Processing Systems (NIPS 2011) - Granada Spain
    Duration: 1 Jan 2011 → …
    https://papers.nips.cc/paper/4487-contextual-gaussian-process-bandit-optimization

    Conference

    ConferenceNeural Information Processing Systems (NIPS 2011)
    Period1/01/11 → …
    OtherDecember 13-15 2011
    Internet address

    Fingerprint

    Dive into the research topics of 'Composite Multiclass Losses'. Together they form a unique fingerprint.

    Cite this