Download Error Estimation F...

Ulisses M. Braga Neto

Format: Print Length

Language: English

Pages: 336

Publisher: Wiley-IEEE Press; 1 edition (June 22, 2015)

ISBN: B01AOPLELO

Format: PDF / Kindle / ePub

Size: 8.3 MB

Downloadable formats: PDF


This booklet is the 1st of its sort to debate mistakes estimation with a model-based procedure. From the fundamentals of classifiers and mistake estimators to distributional and Bayesian conception, it covers vital themes and crucial matters bearing on the clinical validity of trend type. errors Estimation for trend attractiveness specializes in blunders estimation, that is a huge and poorly understood subject that reaches all examine components utilizing trend type. It comprises model-based methods and discussions of more recent errors estimators comparable to strengthened and Bayesian estimators. This e-book used to be inspired through the appliance of trend reputation to high-throughput facts with restricted replicates, that is a uncomplicated challenge now showing in lots of parts. the 1st chapters hide easy matters in class blunders estimation, similar to definitions, test-set errors estimation, and training-set blunders estimation. the rest chapters during this booklet hide effects at the functionality and illustration of training-set blunders estimators for varied development classifiers. extra gains of the ebook comprise: • the newest effects at the accuracy of errors estimation• functionality research of re-substitution, cross-validation, and bootstrap mistakes estimators utilizing analytical and simulation methods• hugely interactive computer-based routines and end-of-chapter difficulties this can be the 1st ebook solely approximately blunders estimation for trend attractiveness. Ulisses M. Braga Neto is an affiliate Professor within the division of electric and machine Engineering at Texas A&M collage, united states. He got his PhD in electric and computing device Engineering from The Johns Hopkins college. Dr. Braga Neto got an NSF profession Award for his paintings on mistakes estimation for development popularity with purposes in genomic sign processing. he's an IEEE Senior Member. Edward R. Dougherty is a unusual Professor, Robert F. Kennedy ’26 Chair, and clinical Director on the heart for Bioinformatics and Genomic structures Engineering at Texas A&M collage, united states. he's a fellow of either the IEEE and SPIE, and he has obtained the SPIE Presidents Award. Dr. Dougherty has authored numerous books together with Epistemology of the mobilephone: A platforms standpoint on organic wisdom and Random tactics for picture and sign Processing (Wiley-IEEE Press).

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