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OCoLC |
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20240329122006.0 |
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m o d |
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230209s2012 xx o ||| 0 eng d |
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|a EBLCP
|b eng
|c EBLCP
|d OCLCQ
|d EBLCP
|d OCLCQ
|d OCLCO
|d OCLCQ
|d OCLCL
|d OCLCQ
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| 020 |
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|a 9781118627365
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| 020 |
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|a 1118627369
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| 035 |
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|a (OCoLC)1347028646
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| 082 |
0 |
4 |
|a 519.5/36
|q OCoLC
|2 23/eng/20230216
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| 049 |
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|a UAMI
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| 100 |
1 |
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|a Montgomery, Douglas C.
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| 245 |
1 |
0 |
|a Introduction to Linear Regression Analysis
|h [electronic resource].
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| 260 |
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|a Newark :
|b John Wiley & Sons, Incorporated,
|c 2012.
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| 300 |
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|a 1 online resource (634 p.).
|
| 490 |
1 |
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|a New York Academy of Sciences Ser.
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| 500 |
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|a Description based upon print version of record.
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| 505 |
0 |
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|a Intro -- Contents -- Series -- Title Page -- Copyright -- PREFACE -- CHAPTER 1: INTRODUCTION -- 1.1 REGRESSION AND MODEL BUILDING -- 1.2 DATA COLLECTION -- 1.3 USES OF REGRESSION -- 1.4 ROLE OF THE COMPUTER -- CHAPTER 2: SIMPLE LINEAR REGRESSION -- 2.1 SIMPLE LINEAR REGRESSION MODEL -- 2.2 LEAST -- SQUARES ESTIMATION OF THE PARAMETERS -- 2.3 HYPOTHESIS TESTING ON THE SLOPE AND INTERCEPT -- 2.4 INTERVAL ESTIMATION IN SIMPLE LINEAR REGRESSION -- 2.5 PREDICTION OF NEW OBSERVATIONS -- 2.6 COEFFICIENT OF DETERMINATION -- 2.7 A SERVICE INDUSTRY APPLICATION OF REGRESSION
|
| 505 |
8 |
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|a 2.8 USING SAS® AND R FOR SIMPLE LINEAR REGRESSION -- 2.9 SOME CONSIDERATIONS IN THE USE OF REGRESSION -- 2.10 REGRESSION THROUGH THE ORIGIN -- 2.11 ESTIMATION BY MAXIMUM LIKELIHOOD -- 2.12 CASE WHERE THE REGRESSOR X IS RANDOM -- PROBLEMS -- CHAPTER 3: MULTIPLE LINEAR REGRESSION -- 3.1 MULTIPLE REGRESSION MODELS -- 3.2 ESTIMATION OF THE MODEL PARAMETERS -- 3.3 HYPOTHESIS TESTING IN MULTIPLE LINEAR REGRESSION -- 3.4 CONFIDENCE INTERVALS IN MULTIPLE REGRESSION -- 3.5 PREDICTION OF NEW OBSERVATIONS -- 3.6 A MULTIPLE REGRESSION MODEL FOR THE PATIENT SATISFACTION DATA
|
| 505 |
8 |
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|a 3.7 USING SAS AND R FOR BASIC MULTIPLE LINEAR REGRESSION -- 3.8 HIDDEN EXTRAPOLATION IN MULTIPLE REGRESSION -- 3.9 STANDARDIZED REGRESSION COEFFICIENTS -- 3.10 MULTICOLLINEARITY -- 3.11 WHY DO REGRESSION COEFFICIENTS HAVE THE WRONG SIGN? -- PROBLEMS -- CHAPTER 4: MODEL ADEQUACY CHECKING -- 4.1 INTRODUCTION -- 4.2 RESIDUAL ANALYSIS -- 4.3 PRESS STATISTIC -- 4.4 DETECTION AND TREATMENT OF OUTLIERS -- 4.5 LACK OF FIT OF THE REGRESSION MODEL -- PROBLEMS -- CHAPTER 5: TRANSFORMATIONS AND WEIGHTING TO CORRECT MODEL INADEQUACIES -- 5.1 INTRODUCTION -- 5.2 VARIANCE -- STABILIZING TRANSFORMATIONS
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| 505 |
8 |
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|a 5.3 TRANSFORMATIONS TO LINEARIZE THE MODEL -- 5.4 ANALYTICAL METHODS FOR SELECTING A TRANSFORMATION -- 5.5 GENERALIZED AND WEIGHTED LEAST SQUARES -- 5.6 REGRESSION MODELS WITH RANDOM EFFECTS -- PROBLEMS -- CHAPTER 6: DIAGNOSTICS FOR LEVERAGE AND INFLUENCE -- 6.1 IMPORTANCE OF DETECTING INFLUENTIAL OBSERVATIONS -- 6.2 LEVERAGE -- 6.3 MEASURES OF INFLUENCE: COOK'S D -- 6.4 MEASURES OF INFLUENCE: DFFITS AND DFBETAS -- 6.5 A MEASURE OF MODEL PERFORMANCE -- 6.6 DETECTING GROUPS OF INFLUENTIAL OBSERVATIONS -- 6.7 TREATMENT OF INFLUENTIAL OBSERVATIONS -- PROBLEMS
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| 505 |
8 |
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|a CHAPTER 7: POLYNOMIAL REGRESSION MODELS -- 7.1 INTRODUCTION -- 7.2 POLYNOMIAL MODELS IN ONE VARIABLE -- 7.3 NONPARAMETRIC REGRESSION -- 7.4 POLYNOMIAL MODELS IN TWO OR MORE VARIABLES -- 7.5 ORTHOGONAL POLYNOMIALS -- PROBLEMS -- CHAPTER 8: INDICATOR VARIABLES -- 8.1 GENERAL CONCEPT OF INDICATOR VARIABLES -- 8.2 COMMENTS ON THE USE OF INDICATOR VARIABLES -- 8.3 REGRESSION APPROACH TO ANALYSIS OF VARIANCE -- PROBLEMS -- CHAPTER 9: MULTICOLLINEARITY -- 9.1 INTRODUCTION -- 9.2 SOURCES OF MULTICOLLINEARITY -- 9.3 EFFECTS OF MULTICOLLINEARITY -- 9.4 MULTICOLLINEARITY DIAGNOSTICS
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| 500 |
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|a 9.5 METHODS FOR DEALING WITH MULTICOLLINEARITY
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| 590 |
|
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|a ProQuest Ebook Central
|b Ebook Central Academic Complete
|
| 655 |
|
0 |
|a Electronic books.
|
| 758 |
|
|
|i has work:
|a Introduction to linear regression analysis (Text)
|1 https://id.oclc.org/worldcat/entity/E39PCFPdwRvBKCMTgtwKXpkT6q
|4 https://id.oclc.org/worldcat/ontology/hasWork
|
| 776 |
0 |
8 |
|i Print version:
|a Montgomery, Douglas C.
|t Introduction to Linear Regression Analysis
|d Newark : John Wiley & Sons, Incorporated,c2012
|z 9780470542811
|
| 830 |
|
0 |
|a New York Academy of Sciences Ser.
|
| 856 |
4 |
0 |
|u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=7103892
|z Texto completo
|
| 938 |
|
|
|a ProQuest Ebook Central
|b EBLB
|n EBL7103892
|
| 994 |
|
|
|a 92
|b IZTAP
|
