Model Selection and Model Averaging

    By

    Given a data set, you can fit thousands of models at the push of a button, but how do you choose the best? With so many candidate models, overfitting is a real danger. Is the monkey who typed Hamlet actually a good writer? Choosing a model is central to all statistical work with data. We have seen rapid advances in model fitting and in the theoretical understanding of model selection, yet this book is the first to synthesize research and practice from this active field. Model choice criteria are explained, discussed and compared, including the AIC, BIC, DIC and FIC. The uncertainties involved with model selection are tackled, with discussions of frequentist and Bayesian methods; model averaging schemes are presented. Real-data examples are complemented by derivations providing deeper insight into the methodology, and instructive exercises build familiarity with the methods. The companion website features Data sets and R code.

    View more

    Number of Pages: 332
    Format(s): Hardback - ISBN: 9780521852258
    Publication Date:
    Listed in: Probability & statistics
    Publisher: CAMBRIDGE UNIVERSITY PRESS

    Books by Gerda Claeskens

    Hardback

    RRP: £54.99

    Sale Price: £48.93

    Save: £6.06 per copy!

    Currently out of stock

    Side-Banner-Right-188px-fd.jpg
    Books TV & Movies

    You might also like...

    Latest from the blog

    Fantastic new recipe book from Sabrina Ghayour 'Sirocco'

    Sabrina Ghayour's long awaited second recipe book Sirocco is out this month and is a great follow up to Persianna. Read article

    Ten Great Bedtime Reads from The Great British Bookshop and Aspace

    We have teamed up with Aspace (www.aspace.co.uk) who create beautiful room for Children to bring you 10 great bedtime reads for your little ones. Read article

    Latest from Twitter

    • @TheGBBookshop - 2 years ago

      Lottery funding for dementia reading project £2m pledged for Reading Agency scheme to pair readers with dementia sufferers

      @TheGBBookshop - 2 years ago

      Harry Potter and the Cursed Child has held on to the number one spot for a sixth week #HarryPotter #CursedChild @littlebrown @pottermore

    • @TheGBBookshop - 2 years ago

      @thebookseller @MartinaCole @Jeffrey_Archer @Foyles

      @TheGBBookshop - 2 years ago

      Frith wins inaugural Klaus Flugge Prize for illustration t.co/U9P08h4XMG

    • @TheGBBookshop - 3 years ago

      RT @Gue_de_Bost: #Dordogneholidaycottage available Sept tweet to book for more info

      @TheGBBookshop - 3 years ago

      The editor is just back from france @HomeAwayUK! t.co/IWutTER1x7