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Kirzinger 210 1$aHyattsville, MD :$cU.S. Department of Health and Human Services, Centers for Disease Control and Prevention, National Center for Health Statistics,$d2014. 215 $a1 online resource (7 pages) $ccolor illustrations 225 1 $aNCHS data brief ;$vno. 142 225 1 $aDHHS publication ;$vno. 2014-1209 300 $aCaption title. 300 $aFormat not distributed to depository libraries. 300 $a"January 2014." 300 $a"CS245320." 320 $aIncludes bibliographical references (page 7). 517 $aFinancial burden of medical care 606 $aMedical care, Cost of$vStatistics 606 $aHealth services accessibility$zUnited States$vStatistics 606 $aHospitals$xRates$zUnited States$vStatistics 606 $aMedical care$zUnited States$xCost control$vStatistics 606 $aMedical care$zUnited States$xFinance$vStatistics 606 $aTarget costing$zUnited States$vStatistics 606 $aValue analysis (Cost control)$vStatistics 608 $aStatistics.$2lcgft 615 0$aMedical care, Cost of 615 0$aHealth services accessibility 615 0$aHospitals$xRates 615 0$aMedical care$xCost control 615 0$aMedical care$xFinance 615 0$aTarget costing 615 0$aValue analysis (Cost control) 700 $aCohen$b Robin A.$01387342 702 $aKirzinger$b Whitney K. 712 02$aNational Center for Health Statistics (U.S.), 801 0$bGPO 801 1$bGPO 906 $aBOOK 912 $a9910702526503321 996 $aFinancial burden of medical care$93489484 997 $aUNINA LEADER 00927nam0-2200277 --450 001 9910842001303321 005 20240321134137.0 010 $a9780199249572 100 $a20240321d2023----kmuy0itay5050 ba 101 1 $alat$aeng 102 $aGB 105 $a 001yy 200 1 $aM. 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Brown 205 $a1st ed. 2014. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2014. 215 $a1 online resource (XIX, 536 p. 77 illus., 28 illus. in color.) 300 $aBibliographic Level Mode of Issuance: Monograph 311 08$a3-319-11733-5 320 $aIncludes bibliographical references and index. 327 $aMatrix Properties and Operations -- Simple Linear Regression -- Maximum Likelihood Estimation -- Multiple Regression -- Matrix Decompositions -- Problematic Observations -- Errors and Residuals -- Linearizing Transformations and Nonparametric Smoothers -- Cross-Product Terms and Interactions -- Polynomial Regression -- Categorical Predictors -- Factorial Designs -- Analysis of Covariance -- Moderation -- Mediation. 330 $aThis textbook is an approachable introduction to statistical analysis using matrix algebra. Prior knowledge of matrix algebra is not necessary. Advanced topics are easy to follow through analyses that were performed on an open-source spreadsheet using a few built-in functions. These topics include ordinary linear regression, as well as maximum likelihood estimation, matrix decompositions, nonparametric smoothers and penalized cubic splines. Each data set (1) contains a limited number of observations to encourage readers to do the calculations themselves, and (2) tells a coherent story based on statistical significance and confidence intervals. In this way, students will learn how the numbers were generated and how they can be used to make cogent arguments about everyday matters. This textbook is designed for use in upper level undergraduate courses or first year graduate courses. The first chapter introduces students to linear equations, then covers matrix algebra, focusing on three essential operations: sum of squares, the determinant, and the inverse. These operations are explained in everyday language, and their calculations are demonstrated using concrete examples. The remaining chapters build on these operations, progressing from simple linear regression to mediational models with bootstrapped standard errors. 606 $aSocial sciences$xStatistical methods 606 $aPsychometrics 606 $aStatistics 606 $aStatistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy 606 $aPsychometrics 606 $aStatistical Theory and Methods 615 0$aSocial sciences$xStatistical methods. 615 0$aPsychometrics. 615 0$aStatistics. 615 14$aStatistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy. 615 24$aPsychometrics. 615 24$aStatistical Theory and Methods. 676 $a150.1519535 700 $aBrown$b Jonathon D$4aut$4http://id.loc.gov/vocabulary/relators/aut$0525080 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910299973303321 996 $aLinear models in matrix form$9822773 997 $aUNINA