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Автор David Salsburg

Dedicated to Fran, my dear wife of 42 years. As I accumulated stories about the men and women who made the statistical revolution during my career, she kept urging me to put them in a nonmathematical book. Fran, who has no mathematical training, helped me through the several revisions of this book, pointing out to me sections where my explanations were not clear. This book, especially those parts that are clearly understandable, is due to her persistence.

Thou shalt not answer questionnaires

Or quizzes upon World Affairs,

Nor with compliance

Take any test. Thou shalt not sit

With statisticians nor commit

A social science.

—W. H.

AUDEN

To understand God’s thoughts, we must study statistics, for these are the measure of his purpose.

—FLORENCE NIGHTINGALE

Table of Contents

Title Page

Epigraph

AUTHOR’S PREFACE

CHAPTER 1 - THE LADY TASTING TEA

THE COOPERATIVE NATURE OF SCIENCE

THE DESIGN OF EXPERIMENTS

CHAPTER 2 - THE SKEW DISTRIBUTIONS

THE GALTON BIOMETRICAL LABORATORY

CORRELATION AND REGRESSION

DISTRIBUTIONS AND PARAMETERS

THE PLAN OF BIOMETRIKA

CHAPTER 3 - THAT DEAR MR. GOSSET

THE BIRTH OF “STUDENT”

“STUDENT”’S T-TEST

CHAPTER 4 - RAKING OVER THE MUCK HEAP

FISHER VERSUS KARL PEARSON

FISHER THE “FASCIST”

STATISTICAL METHODS FOR RESEARCH WORKERS

ROTHAMSTED AND AGRICULTURAL EXPERIMENTS

CHAPTER 5 - “STUDIES IN CROP VARIATION”

“STUDIES IN CROP VARIATION. I”

GALTON’S REGRESSION TO THE MEAN GENERALIZED

RANDOMIZED CONTROLLED EXPERIMENTS

FISHER’S ANALYSIS OF VARIANCE

DEGREES OF FREEDOM

“STUDIES IN CROP VARIATION. III”

CHAPTER 6 - “THE HUNDRED-YEAR FLOOD”

THE DISTRIBUTION OF EXTREMES

POLITICAL MURDER

CHAPTER 7 - FISHER TRIUMPHANT

THE FISHERIAN VERSUS THE PEARSONIAN VIEW OF STATISTICS

FISHER’S MAXIMUM LIKELIHOOD METHODS

ITERATIVE ALGORITHMS

CHAPTER 8 - THE DOSE THAT KILLS

PROBIT ANALYSIS

BLISS IN SOVIET LENINGRAD DURING THE STALIN TERRORS

CHAPTER 9 - THE BELL-SHAPED CURVE

WHAT IS THE CENTRAL LIMIT THEOREM?

VIVA LA MUERTE!

FROM LINDEBERG-LÉVY TO U-STATISTICS

HOEFFDING IN BERLIN

OPERATIONS RESEARCH

CHAPTER 10 - TESTING THE GOODNESS OF FIT

CHAOS THEORY AND GOODNESS OF FIT

PEARSON’S GOODNESS OF FIT TEST

TESTING WHETHER THE LADY CAN TASTE A DIFFERENCE IN THE TEA

FISHER’S USE OF P-VALUES

JERZY NEYMAN’S MATHEMATICAL EDUCATION

NEYMAN’S STYLE OF MATHEMATICS

CHAPTER 11 - HYPOTHESIS TESTING

WHAT IS PROBABILITY?

THE FREQUENTIST DEFINITION OF PROBABILITY

CHAPTER 12 - THE CONFIDENCE TRICK

NEYMAN’S SOLUTION

PROBABILITY VERSUS CONFIDENCE LEVEL

CHAPTER 13 - THE BAYESIAN HERESY

QUESTIONS ABOUT “INVERSE PROBABILITY”

THE BAYESIAN HIERARCHAL MODEL

PERSONAL PROBABILITY

CHAPTER 14 - THE MOZART OF MATHEMATICS

KOLMOGOROV, THE MAN

KOLMOGOROV’S WORK IN MATHEMATICAL STATISTICS

WHAT IS PROBABILITY IN REAL LIFE?

AFTER NOTE ON THE FAILURES OF SOVIET STATISTICS

CHAPTER 15 - THE WORM’S-EYE VIEW

WORKING FOR K. P.

WAR WORK

CHAPTER 16 - DOING AWAY WITH PARAMETERS

FURTHER DEVELOPMENTS

UNSOLVED PROBLEMS

CHAPTER 17 - WHEN PART IS BETTER THAN THE WHOLE

THE NEW DEAL AND SAMPLING

JEROME CORNFIELD

ECONOMIC INDICES

CHAPTER 18 - DOES SMOKING CAUSE CANCER?