Counting for Something: Statistical Principles and Personalities

ISBN-13: 9780387963648 / Angielski / Twarda / 1986 / 275 str.

William Stanley Peters

Spis treści

1 Statistics—The Word.- Descriptive Statistics.- Inferential Statistics.- References.- 2 Distributions.- The Frequency Distribution.- Summary Measures.- Graphs.- References.- 3 Special Averages.- Index Numbers.- Some History.- The Harmonic Mean.- Averaging Time Rates.- Simpson’s Paradox.- References.- 4 Making Comparisons.- Comparing Observations.- Standard Scores.- Comparing Variables.- Median and Quartiles.- Boxplots.- Ordinal Data.- The Dollar Scale.- References.- 5 Probability.- Laplaoe’s Principles of Probability.- Counting the Ways.- Poker Hands.- The Birthday Problem.- Probability in Court.- Which Question Was That?.- References.- 6 Craps and Binomial.- Probabilities for Craps.- The Binomial Distribution.- Inference from the Binomial.- Interval Estimates.- References.- 7 Horsekicks, Deadly Quarrels, and Flying Bombs.- The Poisson Distribution.- The Exponential Distribution.- A Problem of Authorship.- References.- 8 Normal Distribution.- The Standard Normal Distribution.- Probability Distribution of the Sample Mean.- Process Control Chart.- The Central Limit Theorem.- References.- 9 Political Arithmetic.- Beginnings in England.- America to 1790.- The United States, 1790–1900.- Statistics and Social Issues.- 1900–1950.- Since 1950.- References.- 10 Regression and Correlation.- The Regression Line.- Variation from Regression.- Correlation and Gallon.- References.- 11 Karl Pearson.- Karl Pearson—to 1901.- Chi-Square Goodness-of-Fit Test.- Karl Pearson—from 1901.- References.- 12 Pearson to Cosset to Fisher.- William S. Gosset (Student).- Ronald A. Fisher.- Using the t-Distribution.- References.- 13 More Regression.- Standard Error of the Regression Coefficient.- Transformations.- Multiple Regression and Correlation.- History and Applications.- References.- 14 R. A. Fisher.- The Analysis of Variance.- R. A. Fisher—from 1925.- Experimental Design.- Postscript.- References.- 15 Sampling: Polls and Surveys.- Proportions.- Coefficient of Variation.- Random Numbers.- Sampling Methods.- Election Polls.- Estimating Sample Size.- A National Sample.- References.- 16 Quality Control.- Quality Control to 1930.- Sampling Inspection.- The 1930s.- QC Goes to War.- Sequential Sampling.- Post-World War and Today.- References.- 17 Principal Components and Factor Analysis.- The Principal Component.- General Intelligence.- Criticism.- Ways of Life—An Example.- Factor Rotation.- Semantic Analysis of the Ways.- A Three-Dimensional Map.- References.- 18 Jerzy Neyman.- E. S. Pearson to Gosset to Neyman.- Neyman-Pearson Tests.- The Power of a Test.- Confidence Intervals.- Statistical Issues and Personalities of the 1930s.- Neyman in America.- References.- 19 The Bayesian Bandwagon.- Utility.- Utility After Bernoulli.- Bayes’ Theorem.- The Value of Information.- Break-Even Problems.- Bayesian Estimation—The Newsboy Problem.- Subjective Probability.- Assessing Subjective Probabilities.- Bayesian Statistics.- References.- 20 Observational Studies and Program Evaluation.- The Language of Cause.- Rival Explanations.- Analytical Control.- Auto Death Rates and Safety Inspections.- Systems of Relationships.- Discriminant Analysis.- A Discriminant Analysis of Selection Factors.- Evaluation and Controlled Experimentation.- References.- 21 Nonparametrics and Robust Methods.- The Wilcoxon Signed-Rank Test.- Robustness and Student’s t.- Robust Estimation.- The Jacknife.- Exploratory Data Analysis.- References.- 22 Statistics—A Summing Up.- References.- List of Names.