Biostatistical analysis

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1. Verfasser: Zar, Jerrold H. (VerfasserIn)
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Veröffentlicht: Englewood Cliffs, NJ Prentice-Hall 1996
Ausgabe:3. ed.
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adam_text BlOSTATISTICAL ANALYSIS THIRD EDITION JERROLD H ^AR Department of Biological Sciences Northern Illinois University PRENTICE HALL Upper Saddle River, New Jersey 07458 CONTENTS PREFACE ix INTRODUCTION 1 1 1 Types of Biological Data 2 1 2 Accuracy and Significant Figures S POPULATIONS AND SAMPLES 2 1 Populations IS 2 2 Samples from Populations 16 MEASURES OF CENTRAL TENDENCY 3 1 The Arithmetic Mean 19 3 2 The Median 22 3 3 Other Quantiles 24 3 4 The Mode 26 1-3 Frequency Distributions 6 1 4 Cumulative Frequency Distributions 13 23 Random Sampling 16 2 4 Parameters and Statistics 17 3 5 Other Measures of Central Tendency 26 3 6 The Effect of Coding Data 27 Exercises 29 MEASURES OF DISPERSION AND VARIABILITY 31 4 1 The Range 31 , 4 6 The Coefficient of Variation-38 4 2 Dispersion Measured-with Quantiles 33 4 3 The Mean Deviation 33 4 4 The Variance 34 4 5 The Standard Deviation 37 5 PROBABILITIES 47 5 1 Counting Possible Outcomes 48 5 2 Permutations 49 5 3 Combinations 53 5 4 Sets 55 6 THE NORMAL DISTRIBUTION 65 6 1 Symmetry and Kurtosis 67 6 2 Proportions of a Normal Distribution 72 6 3 The Distribution of Means 75 4 7 Indices of Diversity 39 4 8 The Effect of Coding Data 42 Exercises 45 5 5 Probability of an Event 57 5 6 Adding Probabilities 58 5 7 Multiplying Probabilities 60 Exercises 62 6 4 Introduction to Statistical Hypothesis Testing -65 Assessing Departures from Normality 86 Exercises 90 iv Contents 7 ONE-SAMPLE HYPOTHESES 93 7 1 Two-Tailed Hypotheses Concerning the Mean 93 7 2 One-Tailed Hypotheses Concerning the Mean 98 7 3 Confidence Limits for the Population Mean 100 7 4 Reporting Variability about [he Mean 102 7 5 Sample Size and Estimation of the Population Mean 107 7 6 Power and Sample Size in Tests Concerning the Mean 107 7 7 Sampling Finite Populations 110 7 8 Confidence Limits for the Population Median 111 7 9 Hypotheses Concerning the Median 111 7 10 Confidence Limits for the Population Variance 112 7 11 Hypotheses Concerning the Variance 113 7 12 Power and Sample Size in Tests Concerning the Variance 113 7 13 Hypotheses Concerning the Coefficient of Variation 115 7 14 Hypotheses Concerning Symmetry and Kurtosis 116 Exercises 121 N TWO-SAMPLE HYPOTHESES 123 8 1 Testing for Difference between Two Means 123 8 2 Confidence Limits for Population Means 130 8 3 Sample Size and Estimation of the Difference between Two Population Means 132 8 4 Power and Sample Size in Tests for Difference between Two Means 133 8 5 Testing for Difference between Two Variances 137 8 6 Confidence Interval for the Population Variance Ratio 140 8 7 Sample Size and Power in Tests for Difference between Two Variances 141 8 8 Testing for Difference between Two Coefficients of Variation 144 8 9 Nonparametric Statistical Methods 146 8 10 Two-Sample Rank Testing 147 8 11 Testing for Difference between Two Medians 156 8 12 The Effect of Coding 156 8 13 Two-Sample Testing of Nominal-Scale Data 157 8 14 Testing for Difference between Two Diversity Indices 157 Exercises 159 PAIRED-SAMPLE HYPOTHESES 163 9 1 Testing Mean Difference 163 9 2 Confidence Limits for the Population Mean Difference 166 9 3 Power and Sample Size in Paired-Sample Testing of Means 166 9 4 Testing for the Difference between Variances from Two Correlated Populations 166 9 5 Paired-Sample Testing by Ranks 167 9 6 Confidence Limits for the Population Median Difference 171 9 7 Paired-Sample Testing of Nominal-Scale Data 171 Exercises 177 MULTISAMPLE HYPOTHESES: THE ANALYSIS OF VARIANCE 179 10 1 Single-Factqr,A nalysis of Variance 180 10 2 Confidence Limits for Population Means 10 3 Power and Sample Size in Analysis of Variance 191 10 4 Nonparametric Analysis of Variance 197 10 5 Testing for Difference among Several Medians 202 10 6 Homogeneity of Variances 204 191 10 7 Homogeneity of Coefficients of Variation 206 10 8 The Effect of Coding 208 10 9 Multisample Testing for Nominal-Scale Data 208 Exercises 208 MULTIPLE COMPARISONS 211 11 1 The Tukey Test 212 11 2 The Newman-Keuls Test 217 11 3 Confidence Intervals Following Multiple Comparisons 218 11 4 Comparison of a Control Mean to Each Other Group Mean 220 11 5 Schefft s Multiple Contrasts 222 11 6 Nonparametric Multiple Comparisons 226 11 7 Nonparametric Multiple Contrasts 229 11 8 Multiple Comparisons among Medians 229 11 9 Multiple Comparisons among Variances 231 Exercises 233 Contents 12 TWO-FACTOR ANALYSIS OF VARIANCE 235 12 1 Two-Factor Analysis of Variance with Equal Replication 236 12 2 Two-Factor Analysis of Variance with Unequal Replication 249 123 Two-Factor Analysis of Variance without Replication 252 12 4 The Randomized Block Experimental Design 254 12 5 Repeated-Measures Experimental Designs 259 12 6 Multiple Comparisons and Confidence Intervals in Two-Factor Analysis of Variance 264 12 7 Power and Sample Size in Two-Factor Analysis of Variance 265 13 DATA TRANSFORMATIONS 277 13 1 The Logarithmic Transformation 279 13 2 The Square Root Transformation 279 13 3 The Arcsine Transformation 282 12 8 Nonparametric Randomized Block or Repeated-Measures Analysis of Variance 267 12 9 Multiple Comparisons for Nonparametric Randomized Block or Repeated-Measures Analysis of Variance 271 12 10 Dichotomous Nominal-Scale Data in Randomized Blocks or from Repeated Measures 272 12 11 Multiple Comparisons with Dichotomous Randomized Block or Repeated-Measures Data 274 12 12 Introduction to Analysis of Covariance 274 Exercises 275 13 4 Other Transformations 284 Exercises 284 14 MULTIWAY FACTORIAL ANALYSIS OF VARIANCE 285 14 1 Three-Factor Analysis of Variance 286 14 2 The Latin Square Experimental Design 289 14 3 Higher-Order Factorial Analysis of Variance 290 14 4 Blocked and Repeated-Measures Experimental Designs 291 14 5 Factorial Analysis of Variance with Unequal Replication 301 14 6 Multiple Comparisons and Confidence Intervals in Multiway Analysis of Variance 302 14 7 Power and Sample Size in Multiway Analysis c Variance 303 Exercises 303 307NESTED (HIERARCHICAL) ANALYSIS OF VARIANCE 15 1 Nesting within One Main Factor 309 15 4 Power and Sample Size in Nested Analysis of 15 2 Nesting in Factorial Experiments 312 Variance 315 153 Multiple Comparisons and Confidence Exercise 315 Intervals 314 16 8 Power and Sample Size in Regression 343 16 9 Regression through the Origin 344 16 10 Data Transformations in Regression 346 16 11 The Effect of Coding 350 Exercises 352 SIMPLE LINEAR REGRESSION 317 16 1 Regression vs Correlation 317 16 2 The Simple Linear Regression Equation 319 163 Testing the Significance of a Regression 326 16 4 Confidence-Intervals in Regression 330 16 5 Inverse Prediction 335 16 6 Interpretations of Regression Functions 337 16 7 Regression with Replication and Testing for Linearity 338 COMPARING SIMPLE LINEAR REGRESSION EQUATIONS 353 17 1 Comparing Two Slopes 353 17 7 Multiple Comparisons among Elevations 366 17 2 Comparing Two Elevations 357 - 17 8 Multiple Comparisons of Points among 17 3 Comparing Points on Two Regression Regression Lines 367 Lines 361 17 9 An Overall Test for Coincidental 17 4 Comparing more than Two Slopes 362 Regressions 368 17 5 Comparing more than Two Elevations 365 Exercises 368 17 6 Multiple Comparisons among Slopes 365 vi Contents SIMPLE LINEAR CORRELATION 371 18 1 The Correlation Coefficient 371 18 2 Hypotheses about the Correlation Coefficient 375 18 3 Confidence Intervals for the Population Correlation Coefficient 377 18 4 Power and Sample Size in Correlation 379 18 5 Comparing Two Correlation Coefficients 380 18 6 Power and Sample Size in Comparing Two Correlation Coefficients 382 18 7 Comparing more than Two Correlation Coefficients 384 18 8 Multiple Comparisons among Correlation Coefficients 386 18 9 Rank Correlation 389 18 10 Weighted Rank Correlation 392 18 11 Correlation for Dichotomous Nominal-Scale Data 395 18 12 Intraclass Correlation 398 18 13 Concordance Correlation 401 18 14 The Effect of Coding 404 Exercises 404 MULTIPLE REGRESSION AND CORRELATION 407 19 1 Intermediate Computational Steps 408 19 2 The Multiple Regression Equation 413 19 3 Analysis of Variance of Multiple Regression or Correlation 415 19 4 Hypotheses Concerning Partial Regression Coefficients 418 19 5 Standardized Partial Regression Coefficients 420 19 6 Partial Correlation 420 19 7 Round-off Error and Coding Data 422 19 8 Selection of Independent Variables 423 19 9 Predicting ¥ Values 427 19 10 Testing Difference between Two Partial Regression Coefficients 429 19 11 Dummy Variables 430 19 12 Interaction of Independent Variables 430 19 13 Comparing Multiple Regression Equations 431 19 14 Multiple Regression through the Origin 433 19 15 Nonlinear Regression 434 19 16 Descriptive vs Predictive Models 436 19 17 Concordance: Rank Correlation among Several Variables 437 Exercises 444 2 0 POLYNOMIAL REGRESSION 447 20 1 Polynomial Curve Fitting 447 20 2 Round-off Error and Coding Data 452 203 Quadratic Regression 452 Exercises 454 TESTING FOR GOODNESS OF FIT 457 21 1 Chi-Square Goodness of Fit 458 21 2 Chi-Square Goodness of Fit for More than Two Categories 460 21 3 Subdividing Chi-Square Analyses 462 21 4 Chi-Square Correction for Continuity 464 21 5 Bias in Chi-Square Calculations 466 21 6 Heterogeneity Chi-Square 467 21 7 The Log-Likelihood Ratio 469 21 8 Kolmogorov-Smimov Goodness of Fit for Discrete Data 471 21 9 Kolmogorov-Smirnov Goodness of Fit for Continuous Data 474 ~ 21 10 Sample Size Required for Kolmogorov- Smirnov Goodness of Fit for Continuous Data 477 Exercises 479 CONTINGENCY TABLES 483 22 1 Chi-Square Analysis of Contingency Tables 485 22 2 Graphing Contingency Table Data 487 223 The 2x2 Contingency Table 488 22 4 Heterogeneity Testing of 2x2 Tables 497 22 5 Subdividing Contingency Tables 499 22 6 Bias in Chi-Square Contingency Table Analyses 501 22 7 The Log-Likelihood Ratio for Contingency Tables 502 22 8 Three-Dimensional Contingency Tables 503 22 9 Log-Linear Models for Multidimensional Contingency Tables 509 Exercises 511 Contents vii MORE ON DICHOTOMOUS VARIABLES 23 1 Binomial Probabilities 514 23 2 The Hypergeometric Distribution 520 233 Sampling a Binomial Population 521 23 4 Confidence Limits for Population Proportions 524 23 5 Goodness of Fit for the Binomial Distribution 527 23 6 The Binomial Test 530 23 7 The Sign Test 535 23 8 Power of the Binomial and Sign Tests 536 23 9 Confidence Interval for the Population Median 539 23 10 The Fisher Exact Test 540 23 11 Comparing Two Proportions 552 23 12 Power and Sample Size in Comparing Two Proportions 555 23 13 Comparing more than Two Proportions 559 23 14 Multiple Comparisons for Proportions 560 23 15 Trends among Proportions 562 Exercises 565 TESTING FOR RANDOMNESS 569 24 1 Poisson Probabilities 569 24 2 Confidence Limits for the Poisson Parameter 572 243 Goodness of Fit of the Poisson Distribution 573 24 4 The Binomial Test Revisited 576 24 5 Comparing Two Poisson Counts 580 24 6 Serial Randomness of Nominal-Scale Categories 581 24 7 Serial Randomness of Measurements: Parametric Testing 584 24 8 Serial Randomness of Measurements: Nonparametric Testing 585 Exercises 588 CIRCULAR DISTRIBUTIONS: DESCRIPTIVE STATISTICS 25 1 Data on a Circular Scale 591 25 2 Graphical Presentation of Circular Data 594 25 3 Sines and Cosines of Circular Data 596 25 4 The Mean Angle 598 25J Angular Dispersion 601 25 6 The Median and Modal Angles 603 25 7 Confidence Limits for the Population Mean and Median Angles 604 25 8 Diametrically Bimodal Distributions 605 25 9 Second-Order Analysis: The Mean of Mean Angles 606 25 10 Confidence Limits for the Second-Order Mean Angle 609 Exercises 612 CIRCULAR DISTRIBUTIONS: HYPOTHESIS TESTING 615 26 1 Testing Significance of the Mean Angle: Unimodal Distributions 615 26 2 Testing Significance of the Median Angle: Omnibus Test 620 263 Testing Significance of the Median Angle: Binomial Test 623 26 4 Testing Symmetry around the Median Angle 623 26 5 Two-Sample and Multisample Testing of Mean Angles 624 26 6 Nonparametric Two-Sample and Multisample Testing of Angles 629 26 7 Two-Sample and Multisample Testing of Median Angles 634 26 8 Two-Sample and Multisample Testing of Angular Distances 634 26 9 Two-Sample and Multisample Testing of Angular Dispersion 636 26 10 Parametric One-Sample Second-Order * Analysis of Angles 637 26 11 Nonparametric One-Sample Second-Order Analysis of Angles 638 26 12 Parametric Two-Sample Second-Order Analysis of Angles 640 26 13 Nonparametric Two-Sample Second-Order Analysis of Angles 642 26 14 Parametric Paired-Sample Testing with Angles 644 26 15 Nonparametric Paired-Sample Testing with Angles 646 26 16 Parametric Angular Correlation and Regression 648 26 17 Nonparametric Angular Correlation 652 26 18 Goodness of Fit Testing for Circular Distributions 653 26 19 Serial Randomness of Nominal-Scale Categories on a Circle 657 Exercises 659 viii Contents APPENDIX A ANALYSIS OF VARIANCE HYPOTHESIS TESTING App1 A I Determination of Appropriate F s and Degrees of Freedom Appl A 2 Two-Factor Analysis of Variance App5 A 3 Three-Factor Analysis of Variance App6 A 4 Nested Analysis of Variance App7 A 5 Split-Plot and Mixed Within-Subjects Analysis of Variance App8 APPENDIX B STATISTICAL TABLES AND GRAPHS Table B I Critical Values of Chi-Square Distribution Appl3 Table B 2 Proportions of the Normal Curve (One-Tailed) Appl7 Table B 3 Critical Values of the r Distribution Appl 8 Table B 4 Critical Values of the F Distribution App20 Table B 5 Critical Values of the q Distribution App56 Table B 6 Critical Values of q for the One-Tailed Dunnett s Test App72 Table B 7 Critical Values of q for the Two-Tailed Dunnett s Test App73 Table B 8 Critical Values of /max for the Kolmogorov-Smirnov Goodness of Fit Test for Discrete or Grouped Data App74 Table B 9 Critical Values of D for the Kolmogorov- Smirnov Goodness of Fit Test for Continuous Distributions App80 Table B 10 Critical Values of Ds for the ^-Corrected Kolmogorov-Smirnov Goodness of Fit Test for Continuous Distributions App84 Table B ll Critical Values of the Mann-Whitney U Distribution App86 Table B 12 Critical Values of the Wilcoxon T Distribution App99 Table B 13 Critical Values of the Kruskal-Wallis H Distribution Appl02 Table B I4 Critical Values of the Friedman x? Distribution Appl04 Table B I5 Critical Values of Q for Nonparametric Multiple Comparison Testing Appl06 Table B 16 Critical Values of Q for Nonparametric Multiple Comparison Testing with a Control Appl07 Table B 17 Critical Values of the Correlation Coefficient, r Appl08 Table B 18 Fisher s z Transformation for Correlation Coefficients, r Appl 10 Table B 19 Correlation Coefficients, r, Corresponding to Fisher s z Transformation Appl 12 ANSWERS TO EXERCISES Ans1 LITERATURE CITED L1 App11 Table B 20 Critical Values of the Spearman Rank Correlation Coefficient, rs Appl 15 Table B 21 Critical Values of the Top-Down Correlation Coefficient, rj Appl 17 Table B 22 Critical Values of the Symmetry Measure, g Appl 18 Table B 23 Critical Values of the Kurtosis Measure, g2 Appl20 Table B 24 The Arcsine Transformation, p Appl23 Table B 25 Proportions, p Corresponding to Arcsine Transformations, p Appl 26 Table B 26a Binomial Coefficients, nCx Appl28 Table B 26b Proportions of the Binomial Distribution for p=q=05 Appl31 Table B 27 Critical Values of C for the Sign Test or for the Binomial Test with p=05 Appl32 Table B 28 Critical Values for Fisher s Exact Test Appl42 Table B 29 Critical Values for Runs Test Appl67 Table B 30 Critical Values of C for the Mean Square • Successive Difference Test Appl74 Table B 31 Critical Values for the Runs Up and Down Test Appl76 Table B32 Angular Deviation, s, As a Function of Vector Length, r Appl78 Table B 33 Circular Standard Deviation, so, As a Function of Vector Length, r Appl80 Table B 34 Critical Values of Rayleigh s z Appl82 Tabie B 35 Critical Values of u for the V Test of Circular Uniformity Appl83 Table B36 Critical Values of m for the Hodges-Ajne Test Appl84 - Table B 37 Correction Factor, K, for the Watson and Williams Test Appl86 Table B 38 Critical Values of Watson s U2 Appl 88 Table B 39 Critical Values of R for the Moore Test of Circular Uniformity Appl91 Table B 40 Common Logarithms of Factorials Appl 92 Table B 41 Ten Thousand Random Digits Appl94 Figure B I Power and Sample Size in Analysis of Variance Appl98 INDEX 11
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spelling Zar, Jerrold H. Verfasser aut
Biostatistical analysis Jerrold H. Zar
3. ed.
Englewood Cliffs, NJ Prentice-Hall 1996
X, 662 S.: graph. Darst.
txt rdacontent
n rdamedia
nc rdacarrier
Prentice-Hall international editions.
Biométrie ram
Biostatistik (DE-588)4729990-3 gnd rswk-swf
Biostatistik (DE-588)4729990-3 s
DE-604
HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007491926&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle Zar, Jerrold H.
Biostatistical analysis
Biométrie ram
Biostatistik (DE-588)4729990-3 gnd
subject_GND (DE-588)4729990-3
title Biostatistical analysis
title_auth Biostatistical analysis
title_exact_search Biostatistical analysis
title_full Biostatistical analysis Jerrold H. Zar
title_fullStr Biostatistical analysis Jerrold H. Zar
title_full_unstemmed Biostatistical analysis Jerrold H. Zar
title_short Biostatistical analysis
title_sort biostatistical analysis
topic Biométrie ram
Biostatistik (DE-588)4729990-3 gnd
topic_facet Biométrie
Biostatistik
url http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007491926&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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