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Book Categories |
1 | Basic concepts | 1 |
1.1 | Variables | 1 |
1.2 | Probability | 3 |
1.3 | Tables and plots | 6 |
1.4 | Probability laws | 9 |
1.5 | Multinomial distribution | 13 |
1.6 | Several variables | 14 |
1.7 | Protocols and study designs | 17 |
2 | Categorical data | 23 |
2.1 | Measures of dependence | 23 |
2.2 | Binary response variables | 32 |
2.3 | Polytomous response variables | 49 |
3 | Inference | 67 |
3.1 | Samples and experiments | 67 |
3.2 | Likelihood | 70 |
3.3 | Calibrating the likelihood | 81 |
3.4 | Goodness of fit | 85 |
3.5 | Sample size calculation | 88 |
4 | Probability distributions | 93 |
4.1 | A general model | 93 |
4.2 | Distributions for counts | 97 |
4.3 | Gaussian distributions | 113 |
4.4 | Duration distributions | 123 |
4.5 | Exponential family | 135 |
5 | Normal regression and ANOVA | 143 |
5.1 | Generalized linear models | 143 |
5.2 | Linear regression | 144 |
5.3 | Analysis of variance | 150 |
5.4 | Analysis of covariance | 155 |
5.5 | Correlation | 158 |
5.6 | Sample size calculation | 161 |
6 | Dependent responses | 167 |
6.1 | Repeated measurements | 167 |
6.2 | Point processes and Markov chains | 169 |
6.3 | Autoregression | 172 |
6.4 | Clustering | 174 |
6.5 | Life tables | 176 |
7 | Where to now? | 185 |
Tables | 189 | |
Bibliography | 205 | |
Index | 207 |
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Add Introductory statistics, Categorical data analysis is a special area of generalized linear models which has become the most important area of statistical applications in many disciplines, from medicine to social science. Written for advanced undergraduates, but also useful for st, Introductory statistics to the inventory that you are selling on WonderClubX
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Add Introductory statistics, Categorical data analysis is a special area of generalized linear models which has become the most important area of statistical applications in many disciplines, from medicine to social science. Written for advanced undergraduates, but also useful for st, Introductory statistics to your collection on WonderClub |