Adaptive Regression for Modeling Nonlinear Relationships
George J. Knafl
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Description for Adaptive Regression for Modeling Nonlinear Relationships
Hardback. Series: Statistics for Biology and Health. Num Pages: 397 pages, 44 black & white illustrations, 13 colour illustrations, 48 black & white tables, biograp. BIC Classification: PBT; PSA. Category: (G) General (US: Trade). Dimension: 166 x 241 x 28. Weight in Grams: 760.
This book presents methods for investigating whether relationships are linear or nonlinear and for adaptively fitting appropriate models when they are nonlinear. Data analysts will learn how to incorporate nonlinearity in one or more predictor variables into regression models for different types of outcome variables. Such nonlinear dependence is often not considered in applied research, yet nonlinear relationships are common and so need to be addressed. A standard linear analysis can produce misleading conclusions, while a nonlinear analysis can provide novel insights into data, not otherwise possible. A variety of examples of the benefits of modeling ... Read more
This book presents methods for investigating whether relationships are linear or nonlinear and for adaptively fitting appropriate models when they are nonlinear. Data analysts will learn how to incorporate nonlinearity in one or more predictor variables into regression models for different types of outcome variables. Such nonlinear dependence is often not considered in applied research, yet nonlinear relationships are common and so need to be addressed. A standard linear analysis can produce misleading conclusions, while a nonlinear analysis can provide novel insights into data, not otherwise possible. A variety of examples of the benefits of modeling ... Read more
Product Details
Publisher
Springer International Publishing AG
Format
Hardback
Publication date
2016
Series
Statistics for Biology and Health
Condition
New
Weight
760g
Number of Pages
372
Place of Publication
Cham, Switzerland
ISBN
9783319339443
SKU
V9783319339443
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15
About George J. Knafl
George Knafl is Professor and Biostatistician in the School of Nursing of the University of North Carolina at Chapel Hill where he teaches statistics courses to doctoral nursing students, consults with graduate students and faculty on their research, and conducts his own research. He has over 35 years of experience in teaching, consulting, and research in statistics. His research involves ... Read more
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