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008 180523s2018 ncu sb 000 0 eng d;

010 a| 2018010345;

020 a| 9781641132374 (pbk.);

020 a| 9781641132381 (harcover);

020 a| 9781641132398 (ebook);

035 a| (WaSeSS)ssj0002031724;

042 a| pcc;

049 a| EREEa| NEHH;

050 00 a| LB1028b| .M22 2018;

082 00 a| 370.722| 23;

100 1 a| Ma, Xin,d| 1963-?| UNAUTHORIZED;

245 10 a| Using classification and regression treesh| [electronic resource] :b| a practical primer /c| Xin Ma, University of Kentucky.;

260 a| Charlotte, N.C. :b| Information Age Publishing Inc.,c| [2018];

300 a| xii, 153 pages :b| illustrations ;c| 24 cm;

504 a| Includes bibliographical references.;

505 0 a| 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.;

506 a| Available only to authorized users.;

538 a| Mode of access: World Wide Web;

650 0 a| Educationx| Researchx| Statistical methods.=| ^A15084;

650 0 a| Discriminant analysis.=| ^A93047;

650 0 a| Regression analysis.=| ^A1986;

655 0 a| Electronic books.=| ^A491897;

856 40 z| Full text available from eBooks on EBSCOhostu| https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1733305&scope=site&custid=s5822723&authtype=ip,shib;

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999 a| CLICK ON WEB ADDRESSw| ASISc| 1i| 6791497-3001l| MNETm| JMUSICr| Ys| Yt| MNESSBKu| 7/21/2026x| EBOOKz| JERESOURCE;

Using classification and regression trees a practical primer / Xin Ma, University of Kentucky.

Author/creator	Ma, Xin, 1963-
Format	Electronic
Publication Info	Charlotte, N.C. : Information Age Publishing Inc., [2018]
Description	xii, 153 pages : illustrations ; 24 cm
Supplemental Content	Full text available from eBooks on EBSCOhost
Subjects	Education--Research. --Statistical methods. Discriminant analysis. Regression analysis.

Contents	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.
Bibliography note	Includes bibliographical references.
Access restriction	Available only to authorized users.
Technical details	Mode of access: World Wide Web
Genre/form	Electronic books.
LCCN	2018010345
ISBN	9781641132374 (pbk.)
ISBN	9781641132381 (harcover)
ISBN	9781641132398 (ebook)

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Using classification and regression trees a practical primer / Xin Ma, University of Kentucky.

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