By Brian S. Everitt
Entrance conceal; commitment; desk of content material; Preface; 1. a few fundamentals and Describing info; 2. chance; three. Estimation; four. Inference; five. research of Variance versions; 6. Linear Regression types; 7. Logistic Regression and the Generalized Linear version; eight. Survival research; nine. Longitudinal info and Their research; 10. Multivariate information and Their Analysis.
""I imagine that Everitt has been fairly profitable. the entire regular issues, similar to likelihood, estimation, speculation trying out, research of variance, and regression, are mentioned. The dialogue is brief, to the purpose, readable, and trustworthy. additionally, there are the extra 'advanced' issues of logistic regression, survival research, longitudinal info research, and multivariate research, therefore offering the reader with a quick advent to a wide range of the tools within the statistical arsenal with out getting slowed down intimately. ... a short, yet stable, creation to stats. ... excellen. Read more...
summary: entrance disguise; commitment; desk of content material; Preface; 1. a few fundamentals and Describing info; 2. likelihood; three. Estimation; four. Inference; five. research of Variance versions; 6. Linear Regression types; 7. Logistic Regression and the Generalized Linear version; eight. Survival research; nine. Longitudinal information and Their research; 10. Multivariate facts and Their Analysis.
""I imagine that Everitt has been relatively winning. the entire average issues, comparable to likelihood, estimation, speculation trying out, research of variance, and regression, are mentioned. The dialogue is brief, to the purpose, readable, and trustworthy. moreover, there are the extra 'advanced' themes of logistic regression, survival research, longitudinal information research, and multivariate research, therefore delivering the reader with a brief advent to a big selection of the equipment within the statistical arsenal with out getting slowed down intimately. ... a quick, yet strong, creation to statistical data. ... excellen
Read or Download A Whistle-Stop Tour of Statistics PDF
Best probability & statistics books
This textbook introduces the mathematical options and techniques that underlie statistics. The path is unified, within the feel that no previous wisdom of likelihood idea is thought, being constructed as wanted. The ebook is dedicated to either a excessive point of mathematical seriousness and to an intimate reference to software.
This ebook deals a close heritage of parametric statistical inference. protecting the interval among James Bernoulli and R. A. Fisher, it examines: binomial statistical inference; statistical inference via inverse chance; the critical restrict theorem and linear minimal variance estimation via Laplace and Gauss; errors idea, skew distributions, correlation, sampling distributions; and the Fisherian Revolution.
A brand new method of Sound Statistical ReasoningInferential versions: Reasoning with Uncertainty introduces the authors’ lately constructed method of inference: the inferential version (IM) framework. This logical framework for detailed probabilistic inference doesn't require the consumer to enter previous details.
This publication is designed basically for higher point undergraduate and graduate point scholars taking a direction in multilevel modelling and/or statistical modelling with a wide multilevel modelling part. The focus is on offering the idea and perform of significant multilevel modelling suggestions in quite a few contexts, utilizing Mplus because the software program instrument, and demonstrating a few of the features to be had for those analyses in Mplus, that's commonplace by way of researchers in numerous fields, together with many of the social sciences.
- Current Topics in the Theory and Application of Latent Variable Models
- Introduction to Probability and Statistics for Science, Engineering, and Finance
- Measures of Association for Cross Classifications
- Everyday Probability And Statistics: Health, Elections, Gambling and War
- Interpreting and Using Regression
- Réseaux et files d'attente : méthodes probabilistes (Mathématiques et Applications)
Extra info for A Whistle-Stop Tour of Statistics
Which estimator is preferable will depend on properties of their sampling distribution, in particular the variance of this distribution, with the estimator having a smaller variance being preferred. The method of moments approach to estimation is intuitive and straightforward but there are times when it fails or cannot be applied at all. The method has been largely displaced by methods known to be more statistically efficient, primarily maximum likelihood. 4 ESTIMATIon By MAxIMuM LIkELIhooD maximum likelihood estimation (mlE): A method of estimation based on trying to find from the sample values a numerical value of an unknown parameter that is ‘most likely’ to have produced the data, where ‘most likely’ is judged from the likelihood function.
Sample: A sub-set of the individuals that make up a population. Variable types: Nominal/categorical, ordinal, interval, ratio. Bar chart: A graphic for displaying the frequencies of the categories of a categorical variable. Pie chart: A graphic for displaying the relative frequencies associated with the observed values of a categorical variable. Dotplot: A graphic for displaying quantitative data which are labelled in some way. Histogram: A graphical representation of a frequency distribution table in which class frequencies are represented by the areas of rectangles centred on the class interval.
SuGGESTED READInG Altman, DG (1991) Practical Statistics for Medical Research, Chapman & Hall, London. Daly, F, Hand, DJ, Jones, MC, Lunn, AD and McConway, KJ (1995) Statistics, Addison Wesley, Wokingham. Everitt, BS and Palmer, CR (2010) Encyclopaedic Companion to Medical Statistics, Wiley, Chichester. H. , New York. 1 PRoBABILITy Events: The results of experiments or observations. Compound and simple events need to be distinguished. For example, consider the age of a person, x. Each particular value of x represents a simple event, whereas the statement that a person is in her fifties describes the compound event that x lies between 50 and 60.