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: Handbook of computational statistics
    sub title: concepts and methods
  name:
    name part: Gentle, James E.
    name part: 1943-
  name:
    name part: Härdle, Wolfgang.
  name:
    name part: Mori, Yuichi.
  type of resource: text
  genre: bibliography
  origin info:
    place:
      place term: gw
    date issued: 2012
    edition: 2nd rev. and updated ed.
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: print
    extent: 2 volumes (xii, 1192 pages) : illustrations ; 25 cm.
  table of contents: Pt. 1. Computational statistics. How computational statistics became the backbone of modern data science / James E. Gentle, Wolfgang Karl Härdle, Yuichi Mori -- pt. 2. Statistical computing. Basic computational algorithms / John F. Monahan -- Random number generation / Pierre L'Ecuyer -- Markov Chain Monte Carlo technology / Siddhartha Chib -- Numerical linear algebra / Lenka Čížková and Pavel Čížek -- The EM algorithm / Shu Kay Ng, Thriyambakam Krishnan, and Geoffrey J. McLachlan -- Stochastic optimization / James C. Spall -- Transforms in statistics / Brani Vidakovic -- Parallel computing techniques / Junji Nakano -- Statistical databases / Claus Boyens, Oliver Günther, and Hans-J Lenz -- Discovering and visualizing relations in high dimensional data / Alfred Inselberg -- Interactive and dynamic graphics / Jürgen Symanzik -- The grammar of graphics / Leland Wilkinson -- Statistical user interfaces / Sigbert Klinke -- Object oriented computing / Miroslav Virius -- pt. 3. Statistical methodology. Model selection / Yuedong Wang -- Bootstrap and resampling / Enno Mammen and Swagata Nandi -- Design and analysis of Monte Carlo experiments / Jack P.C. Kleijnen -- Multivariate density estimation and visualization / David W. Scott -- Smoothing: local regression techniques / Catherine Loader -- Semiparametric models / Joel L. Horowitz -- Dimension reduction methods / Masahiro Mizuta -- (Non) linear regression modeling / Pavel Čížek -- Generalized linear models / Marlene Müller -- Robust statistics / Laurie Davies and Ursula Gather -- Bayesian computational methods / Christian P. Robert -- Computational methods in survival analysis / Toshinari Kamakura -- Data and knowledge mining / Adalbert Wilhelm -- Recursive partitioning and tree-based methods / Heping Zhang -- Support vector machines / Konrad Rieck ... [et al.] -- Learning under non-stationarity: covariate shift adaptation by importance weighting / Masashi Sugiyama -- Saddlepoint approximations: a review and some new ap…
  note: James E. Gentle, Wolfgang Härdle, Yuichi Mori, editors.
  note: Includes bibliographical references and index.
  subject:
    topic: Mathematical statistics
    topic: Data processing
  classification: QA276.4 .H36 2012
  related item:
    title info:
      title: Springer handbooks of computational statistics
  identifier: 9783642215506
  identifier: 3642215505
  identifier: 9783642215513 (e-ISBN)
  identifier: 3642215513 (e-ISBN)
  identifier: 2012938637
  record info:
    record content source: DLC
    record creation date: 120427
    record change date: 20150922123940.0
    record identifier: in00002765955