Using classification and regression trees : a practical primer /

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Ma, Xin, 1963- (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Charlotte, N.C. : Information Age Publishing Inc., [2018]
Temas:
Education > Research > Statistical methods.
Discriminant analysis.
Regression analysis.
Analyse discriminante.
Analyse de régression.
MATHEMATICS > Applied.
MATHEMATICS > Probability & Statistics > General.
Education > Research > Statistical methods
Discriminant analysis
Regression analysis
Trees (Graph theory)
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Preface
  • Introduction
  • Scientific reasoning in the computer age
  • Making the case for inductive or data-driven research
  • Putting the case in a practical perspective
  • Demonstration of CART as an exploratory technique
  • Advantages of art
  • Notes
  • Statistical principles of CART
  • Important functions of cart
  • Statistical concepts of CART
  • Statistical procedures of CART
  • Growing the CART tree
  • Stopping the cart tree
  • Pruning the cart tree
  • Notes
  • Basic techniques of care
  • Statistical techniques of classification trees
  • Using costs and priors
  • Statistical techniques of regression trees
  • Using cost complexity
  • Contents
  • Using r-squared
  • Using surrogates
  • Notes
  • Issues in cart
  • Analysis
  • CART versus traditional statistical techniques
  • Formulating research questions
  • Determining important variables
  • Revealing unique variables
  • Examining terminal nodes
  • Handling missing data
  • Determining node size
  • Assessing cart performance
  • Notes
  • Applications of cart
  • Operation of CART software programs
  • Application 1: Growth in mathematics achievement during middle and high school
  • Application 2: Dropping out of advanced mathematics in middle and high school
  • Application 3: Science coursework among tenth graders in high school
  • Notes
  • Advanced techniques of cart
  • Extending analytical power of cart
  • Concept of hybrid statistical models
  • Longitudinal cart analysis
  • Multivariate cart analysis
  • Multilevel cart analysis
  • Cart procedure for meta-analysis
  • Concluding statement
  • Notes
  • References
  • A functionally equivalent binary tree
  • B common cart software programs
  • C spss decision tree syntax
  • SPSS decision tree output
  • E SPSS decision tree syntax using costs and profits
  • F SPSS decision tree syntax using priors
  • G SPSS decision tree syntax for drinking and smoking data
  • H SPSS decision tree syntax for mental health
  • And physical health data
  • I SPSS decision tree syntax for cart produce for meta-analysis
  • About the author.

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