عنوان

A concise guide to statistics

Standard Number

electronic

First Statement of Responsibility

Kaltenbach, Hans-Michael.

Title Proper

A concise guide to statistics

Place of Publication, Distribution, etc.

Heidelberg ; New York

Name of Publisher, Distributor, etc.

Springer

Date of Publication, Distribution, etc.

c2012

Specific Material Designation and Extent of Item

xiii, 111 p. : ill. ; 24 cm.

Series Title

Springerbriefs in statistics

Text of Note

Includes bibliographical references and index

Text of Note

Hans-Michael Kaltenbach

Text of Note

1. Basics of probability theory -- Probability and events -- Random variables -- The normal distribution -- Important distributions and their relations -- Quantiles -- Moments -- Expectation -- Variance and standard deviation -- Z-scores -- Covariance and independence -- General moments : skewness and kurtosis -- Important limit theorems -- Visualizing distributions -- Summaries -- Plotting empirical distributions -- Quantile-quantile plots -- Barplots and boxplots -- 2. Estimation -- Introduction -- Constructing estimators -- Maximum-likelihood -- Least-squares -- Properties of estimators -- Confidence intervals -- The bootstrap -- Robust estimation -- Location : median and k-trimmed mean -- Scale : MAD and IQR -- Minimax estimation and missing observations -- Loss and risk -- Minimax estimators -- Fisher-information and Cramف‌r-Rao bound -- 3. Hypothesis testing -- Introduction -- The general procedure -- Testing the mean of normally distributed data -- Known variance -- Unknown variance : t-tests --Testing equality of distributions : Kolmogorov-Smirnov -- Testing for normality : Shapiro-Wilks -- Testing location : Wilcoxon -- Testing multinomial probabilities -- Testing goodness-of-fit -- Sensitivity and specificity -- Multiple testing -- Bonferroni-Correction -- False-Discovery-Rate )FDR( -- Combining results of multiple experiments -- 4. Regression -- Introduction -- Classes of regression problems -- Linear regression : one covariate -- Linear regression : multiple covariates -- Robust regression -- Analysis-of-variance -- Interpreting error bars

Entry Element

، Statistics

Class number

Relator Code

AU

TI

SE

SE SpringerBriefs in statistics