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Applied Predictive Modeling

Max. Kuhn, Kjell. Johnson, SpringerLink (Online service)
ISBN 9781461468493, DOI 10.1007/978-1-4614-6849-3
utgivning
New York, NY : Springer New York; Imprint: Springer, 2013
XIII, 600 p. 203 illus., 153 illus. in color.
by Max Kuhn, Kjell Johnson
Onlineresurs

Tillgänglighet utifrån medietyp

kategori
Ej skönlitteratur
ämne
MED090000, Statistics., Mathematical statistics., Statistics., Statistics for Life Sciences, Medicine, Health Sciences., Statistics and Computing/Statistics Programs., Statistics, general.
Annat bärarformat
Applied Predictive Modeling · ISBN 9781461468486 (Printed edition:)
Fler detaljer Referera

Sammanfattning

This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics. Dr. Kuhn is a Director of Non-Clinical Statistics at Pfizer Global R&D in Groton Connecticut. He has been applying predictive models in the pharmaceutical and diagnostic industries for over 15 years and is the author of a number of R packages.  Dr. Johnson has more than a decade of statistical consulting and predictive modeling experience in pharmaceutical research and development.  He is a co-founder of Arbor Analytics, a firm specializing in predictive modeling and is a former Director of Statistics at Pfizer Global R&D.  His scholarly work centers on the application and development of statistical methodology and learning algorithms.

Innehållsförteckning

General Strategies -- Regression Models -- Classification Models -- Other Considerations -- Appendix -- References -- Indices.

Detaljer

Medverkan och funktion
Max. Kuhn, Kjell. Johnson, SpringerLink (Online service)
klassifikation
519.5 (DDK-klassifikation)
Identifikator
ISBN 9781461468493, DOI 10.1007/978-1-4614-6849-3
Indirekt identifierad av
ISBN 9781461468486 · Print
har titel
Applied Predictive Modeling
upphovsuppgift
by Max Kuhn, Kjell Johnson
utgivning
New York, NY : Springer New York; Imprint: Springer, 2013
omfång
XIII, 600 p. 203 illus., 153 illus. in color.
Relaterad beskrivning eller innehåll
Table of Contents / Abstracts
Mått
n
Övriga fysiska detaljer
digital.
klassifikation
QA276-280 (LC-klassifikation)
Annat bärarformat
Applied Predictive Modeling · ISBN 9781461468486 (Printed edition:)
Digital karakteristika
008
färginnehåll
n
kontrollnummer
14557710

Resursens ID / Permalänk: https://libris.kb.se/n604m5702r9v1lg#it

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