Statistics for environmental science and management /
Bryan F.J. Manly.
- Second edition.
- xiv, 295 pages : illustrations ; 25 cm.
- Chapman & Hall/CRC applied environmental statistics .
- Applied environmental statistics. .
Includes bibliographical references (pages 279-290) and index.
The Role of Statistics in Environmental Science -- Introduction -- Some Examples -- The Importance of Statistics in the Examples -- Chapter Summary -- Environmental Sampling -- Introduction -- Simple Random Sampling -- Estimation of Population Means -- Estimation of Population Totals -- Estimation of Proportions -- Sampling and Nonsampling Errors -- Stratified Random Sampling -- Post-Stratification -- Systematic Sampling -- Other Design Strategies -- Ratio Estimation -- Double Sampling -- Choosing Sample Sizes -- Unequal-Probability Sampling -- The Data Quality Objectives Process -- Chapter Summary -- Models for Data -- Statistical Models -- Discrete Statistical Distributions -- 3Continuous Statistical Distributions -- The Linear Regression Model -- 5Factorial Analysis of Variance -- Generalized Linear Models -- Chapter Summary -- Drawing Conclusions from Data -- Introduction -- Observational and Experimental Studies -- True Experiments and Quasi-Experiments -- Design-Based and Model-Based Inference -- Tests of Significance and Confidence Intervals -- Randomization Tests -- Bootstrapping -- Pseudoreplication -- Multiple Testing -- Meta-Analysis -- Bayesian Inference -- Chapter Summary -- Environmental Monitoring -- Introduction -- 2Purposely Chosen Monitoring Sites -- Two Special Monitoring Designs -- Designs Based on Optimization -- Monitoring Designs Typically Used -- Detection of Changes by Analysis of Variance -- Detection of Changes Using Control Charts -- Detection of Changes Using CUSUM Charts -- Chi-Squared Tests for a Change in a Distribution -- Chapter Summary -- Impact Assessment -- Introduction -- The Simple Difference Analysis with BACI Designs -- Matched Pairs with a BACI Design -- Impact-Control Designs -- Before - After Designs -- Impact-Gradient Designs -- Inferences from Impact Assessment Studies -- Chapter Summary -- Assessing Site Reclamation -- Introduction -- Problems with Tests of Significance -- The Concept of Bioequivalence -- Two-Sided Tests of Bioequivalence -- Chapter Summary -- Time Series Analysis -- Introduction -- Components of Time Series -- Serial Correlation -- Tests for Randomness -- Detection of Change Points and Trends -- More-Complicated Time Series Models -- Frequency Domain Analysis -- Forecasting -- Chapter Summary -- Spatial-Data Analysis -- Introduction -- Types of Spatial Data -- Spatial Patterns in Quadrat Counts -- Correlation between Quadrat Counts -- Randomness of Point Patterns -- Correlation between Point Patterns -- Mantel Tests for Autocorrelation -- The Variogram -- Kriging -- Correlation between Variables in Space -- Chapter Summary -- Censored Data -- Introduction -- Single Sample Estimation -- Estimation of Quantiles -- Comparing the Means of Two or More Samples -- Regression with Censored Data -- Chapter Summary -- Monte Carlo Risk Assessment -- Introduction -- Principles for Monte Carlo Risk Assessment -- Risk Analysis Using a Spreadsheet -- Chapter Summary -- Final Remarks. 1. 1.1. 1.2. 1.3. 1.4. 2. 2.1. 2.2. 2.3. 2.4. 2.5. 2.6. 2.7. 2.8. 2.9. 2.10. 2.11. 2.12. 2.13. 2.14. 2.15. 2.16. 3. 3.1. 3.2. 3. 3.4. 3. 3.6. 3.7. 4. 4.1. 4.2. 4.3. 4.4. 4.5. 4.6. 4.7. 4.8. 4.9. 4.10. 4.11. 4.12. 5. 5.1. 5. 5.3. 5.4. 5.6. 5.7. 5.8. 5.9. 5.10. 5.11. 6. 6.1. 6.2. 6.3. 6.4. 6.5. 6.6. 6.7. 6.8. 7. 7.1. 7.2. 7.3. 7.4. 7.5. 8. 8.1. 8.2. 8.3. 8.4. 8.5. 8.6. 8.7. 8.8. 8.9. 9. 9.1. 9.2. 9.3. 9.4. 9.5. 9.6. 9.7. 9.8. 9.9. 9.10. 9.11. 10. 10.1. 10.2. 10.3. 10.4. 10.5. 10.6. 11. 11.1. 11.2. 11.3. 11.4. 12.