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Dedications | |
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Preface to the first edition | |
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Preface to the second edition | |
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Acknowledgements | |
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Introduction | |
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The Role of Statistics In Engineering And Geology | |
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The Measurements | |
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The Medium | |
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The Physics Of Flow | |
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Estimation And Uncertainty | |
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Basic Concepts | |
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Combinations Of Events | |
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Probability | |
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Probability Laws | |
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Conditional probabilities | |
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Independence | |
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Bayes' Theorem | |
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Univariate Distributions | |
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The Cumulative Distribution Function | |
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Probability Distribution Functions | |
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Functions Of Random Variables | |
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The Monte Carlo Method | |
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Sampling And Statistics | |
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Features Of Single-Variable Distributions | |
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Noncentered Moments | |
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Centered Moments | |
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Combinations And Other Moments | |
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Common PDF's | |
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Truncated Data Sets | |
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Partitioning Data Sets | |
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Estimators And Their Assessment | |
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The Elements Of Estimation | |
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Desirable Properties Of Estimators | |
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Sensitivity Assessment | |
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Confidence Intervals | |
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Properties of Selected Estimators | |
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Estimators For Nonarithmetic Means | |
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Flow Associations For Mean Values | |
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Physical Interpretability In Estimation | |
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Weighted Estimators | |
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Measures Of Heterogeneity | |
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Definition Of Heterogeneity | |
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Static Measures | |
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Dynamic Measures | |
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Hypothesis Tests | |
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Parametric Hypothesis Tests | |
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Nonparametric Tests | |
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Bivariate Analysis: Correlation | |
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Joint Distributions | |
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The Covariance Of X And Y | |
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The Joint Normal Distribution | |
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The Reduced Major Axis (Rma) And Regression Lines | |
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Bivariate Analysis: Linear Regression | |
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The Elements Of Regression | |
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The Linear Model | |
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The Least-Squares Method | |
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Properties Of Slope And Intercept Estimates | |
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Separately Testing The Precision Of The Slope And Intercept | |
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Jointly Testing The Precision Of The Slope And Intercept | |
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Mean Response And New Observation Confidence Intervals | |
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Residuals Analysis | |
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The Coefficient Of Determination | |
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Significance Tests Using The Analysis Of Variance | |
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The No-Intercept Regression Model | |
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Other Considerations | |
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Bivariate Analysis: Further Linear Regression | |
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Alternatives To The Least-Squares Lines | |
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Variable Transformations | |
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Weighted Least Squares | |
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Reducing The Number Of Variables | |
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The X-Axis Intercept And Error Bounds | |
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Improving Correlations For Better Prediction | |
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Multivariate Regression | |
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Analysis Of Spatial Relationships | |
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Data Types | |
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Nominal Variables | |
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Measures And Properties Of Autocorrelation | |
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Estimating Autocorrelation Measures | |
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Semivariogram Behavior for Geologic Structures | |
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Semivariograms In Real Media | |
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Bias And Precision | |
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Models And Features | |
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Autocorrelation And The Information Content Of Data | |
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Modelling Geological Media | |
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Statistical Point Of View | |
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Kriging | |
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Other Kriging Types | |
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Conditional Simulation | |
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Simulated Annealing | |
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Modelling Examples | |
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Other Conditioning | |
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The Use Of Statistics In Reservoir Modeling | |
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Using Statistics For Reservoir Diagnosis | |
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Using Statistics Without Geology | |
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Hybrid Modelling | |
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Model Building Summary | |
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Nomenclature | |
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References | |
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Index | |