Detalles del Título
Detalles del Título

< Ant.
Sig. >
 
Título Applied predictive modeling / Max Kuhn, Kjell Johnson. Libros / Impreso - Libros
Autor(es) Kuhn , Max (Autor)
Johnson, Kjell (Autor)
Publicación New York, NY : Springer, 2013
Descripción Física xiii, 600 páginas : ilustraciones (algunas a color) ; 24 cm
Idioma Inglés;
ISBN 9781461468486
Clasificación(es) 519.5
SISTEMAS
Departamento de Biblioteca
Materia(s) Estadística matemática; Modelos matemáticos; Teoría de la predicción;
Nota(s) Incluye referencias bibliográficas (páginas 569-587) e índice.
CONTENIDO: General Strategies. A Short Tour of the Predictive Modeling Process -- Data Pre-processing -- Over-Fitting and Model Tuning -- Regression Models. Measuring Performance in Regression Models -- Linear Regression and Its Cousins -- Nonlinear Regression Models -- Regression Trees and Rule-Based Models -- A Summary of Solubility Models -- Case Study: Compressive Strength of Concrete Mixtures -- Classification Models. Measuring Performance in Classification Models -- Discriminant Analysis and Other Linear Classification Models -- Nonlinear Classification Models -- Classification Trees and Rule-Based Models -- A Summary of Grant Application Models -- Remedies for Severe Class Imbalance -- Case Study: Job Scheduling -- Other Considerations. Measuring Predictor Importance -- An Introduction to Feature Selection -- Factors That Can Affect Model Performance -- Appendix A. A summary of Various Models -- B. An introduction to R -- C. Interesting Web Sites.
Ver en WorldCat WorldCat
Ver en Google Books Google Books
Disponibilidad
CodBarras Localización Piso Signatura Estado Categoría
130384Biblioteca Universidad Icesi3519.5/K96aEn Préstamo (24-Jun-2022)Col. General