rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Relationship between classifier performance and distributional complexity for small samples
  name:
    name part: Attoor, Sanju Nair
    name part: 1977-
    role:
      role term: creator
  name:
    name part: Dougherty, Edward R.
    role:
      role term: thesis advisor.
  type of resource: text
  genre: bibliography
  origin info:
    place:
      place term: txu
    date issued: 2003
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: remote
    extent: 1 online resource.
  abstract: Given a limited number of samples for classification, several issues arise with respect to design, performance and analysis of classifiers. This is especially so in the case of microarray-based classification. In this paper, we use a complexity measure based mixture model to study classifier performance for small sample problems. The motivation behind such a study is to determine the conditions under which a certain class of classifiers is suitable for classification, subject to the constraint of a limited number of samples being available. Classifier study in terms of the VC dimension of a learning machine is also discussed.
  note: by Sanju Nair Attoor.
  note: Vita.
  note: Abstract.
  note: "Major Subject: Electrical Engineering"
  note: Title from author supplied metadata (automated record created on Oct. 15, 2004.)
  note: Electronic resource.
  note: System requirements: Adobe Acrobat Reader.
  note: M.S. Texas A & M University 2003.
  note: Includes bibliographical references.
  note: Text (Thesis).
  subject:
    topic: Major electrical engineering
  subject:
    topic: classifier
  subject:
    topic: small sample
  subject:
    topic: distributional complexity
  subject:
    topic: VC dimension
  identifier: http://hdl.handle.net/1969.1/1201
  record info:
    record content source: TXA
    record creation date: 050303
    record change date: 20151101052839.0
    record identifier: in00002037746