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2011937427 contributor B12422021.
2011937427 created "c2012.".
2011937427 date "2012".
2011937427 date "c2012.".
2011937427 dateCopyrighted "c2012.".
2011937427 description "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 Cramér-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.".
2011937427 description "Includes bibliographical references and index.".
2011937427 extent "xiii, 111 p. :".
2011937427 identifier "3642235018".
2011937427 identifier "9783642235016".
2011937427 identifier 2011937427-b.html.
2011937427 identifier 2011937427-d.html.
2011937427 identifier 2011937427-t.html.
2011937427 isPartOf "SpringerBriefs in statistics.".
2011937427 isPartOf "Springerbriefs in statistics".
2011937427 issued "2012".
2011937427 issued "c2012.".
2011937427 language "eng".
2011937427 publisher "Heidelberg ; New York : Springer,".
2011937427 subject "519.5 23".
2011937427 subject "QA276 .K2155 2012".
2011937427 subject "Statistics.".
2011937427 tableOfContents "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 Cramér-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.".
2011937427 title "A concise guide to statistics / Hans-Michael Kaltenbach.".
2011937427 type "text".