Literaturnachweis - Detailanzeige
| Autor/in | Ma, Xin |
|---|---|
| Titel | Using classification and regression trees. A practical primer. |
| Quelle | Charlotte, N.C.: Information Age Publishing Inc. (2018), XII, 153 S. |
| Beigaben | Illustrationen; Literaturangaben |
| Sprache | englisch |
| Dokumenttyp | gedruckt; Monographie |
| ISBN | 9781641132374; 9781641132381; 9781641132398 |
| Schlagwörter | Education; Research; Statistical methods; Discriminant analysis; Regression analysis; Bildungstheorie; Bildungspraxis |
| Abstract | 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. |
| Erfasst von | Library of Congress, Washington, DC |
| Update | 2018/4/11 |
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