Cover image for Biostatistics and Microbiology : A Survival Manual.
Biostatistics and Microbiology : A Survival Manual.
Title:
Biostatistics and Microbiology : A Survival Manual.
Author:
Paulson, Daryl S.
ISBN:
9780387772820
Personal Author:
Physical Description:
1 online resource (223 pages)
Contents:
CONTENTS -- Acknowledgements -- 1 BioStatistics and Microbiology: Introduction -- 1.1 Normal Distribution -- 1.2 Mean -- 1.3 Variance and Standard Deviation -- 1.4 Mode of Sample Data -- 1.5 Median of Sample Data -- 1.6 Using Normal Distribution Tables -- 1.7 Standard Error of the Mean -- 1.8 Confidence Intervals -- 1.9 Hypothesis Testing -- 2 One-Sample Tests -- 2.1 Estimation of a One-Sample Mean -- 2.2 Comparing One Sample Group Mean to a Standard Value -- 2.3 Determining Adequate Sample Sizes for One-Sample Statistical Tests -- 2.4 Detection Level -- 2.5 A More Accurate Method of Sample Size Determination -- 2.6 (Optional) Equivalency Testing -- 3 Two-Sample Statistical Tests, Normal Distribution -- 3.1 Requirements of all t Tests -- 3.2 Other Topics -- 4 Analysis of Variance -- 4.1 The Completely Randomized One-Factor ANOVA -- 4.2 Contrasts -- 4.3 Confidence Intervals -- 4.4 Sample Size Calculation -- 4.5 Randomized Block Design -- 4.6 Pair-wise Contrasts -- 4.7 100 (1 - α) Confidence Intervals -- 4.8 Sample Size Calculation -- 5 Regression and Correlation Analysis -- 5.1 Least Squares Equation -- 5.2 Strategy for Linearizing Data -- 5.3 The Power Scale -- 5.4 Using Regression Analysis -- 5.5 Predicting the Average ŷ from an x Value -- 5.6 Predicting a Specific ŷ Value from an x Value -- 5.7 Correlation -- 5.8 Correlation Coefficient: r -- 5.9 Coefficient of Determination: r 2 -- 5.10 Predicting an x Value from a y Value -- 5.11 Confidence Interval for a Specific xˆ -- 5.12 Confidence Interval for the Average x Value -- 5.13 D-Value Calculation -- 6 Qualitative Data Analysis -- 6.1 Binomial Distribution -- 6.2 Confidence Interval Estimation -- 6.3 Comparing Two Samples -- 6.4 Comparing Two Sample Proportions -- 6.5 Equivalence Testing: Proportions -- 6.6 Two-Sample Equivalence: Proportions -- 7 Nonparametric Statistical Methods.

7.1 Comparing Two Independent Samples: Nominal Scale Data -- 7.2 Ordinal Scale Data: Rankable -- 7.3 Interval-Ratio Scale Data -- Appendix: Tables of Mathematical Values -- Table A.1 Student's t table (percentage points of the t distribution) -- Table A.2 Z-table (normal curve areas [entries in the body of the table give the area under the standard normal curve from 0 to z]) -- Table A.3 Studentized range table -- Table A.4 F distribution tables -- Table A.5 Chi square table -- Table A.6 Quantiles of the Mann-Whitney test statistic -- Table A.7 Binomial probability distribution -- Table A.8 Critical values of the Kruskal-Wallis test -- Table A.9 Friedman ANOVA table -- Table A.10 Wilcoxon table -- Index.
Abstract:
This "nuts and bolts" book provides a condensation of biostatistical methods that applied microbiology researchers need to perform data analyses. It is sased on the author's more than two decades of applied research and teaching experience.
Local Note:
Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2017. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
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