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Understanding uncertainty / Dennis V. Lindley, Minehead, Somerset, England.

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Format:
Book
Author/Creator:
Lindley, D. V. (Dennis Victor), 1923-
Series:
Wiley series in probability and statistics.
Wiley series in probability and statistics
Language:
English
Subjects (All):
Probabilities.
Uncertainty--Mathematics.
Uncertainty.
Decision making--Mathematics.
Decision making.
Mathematical statistics.
Physical Description:
1 online resource (1 v.) : ill.
Edition:
Revised edition.
Place of Publication:
Hoboken, New Jersey : Wiley, 2014.
System Details:
text file
Summary:
Praise for the First Edition "...a reference for everyone who is interested in knowing and handling uncertainty." —Journal of Applied Statistics The critically acclaimed First Edition of Understanding Uncertainty provided a study of uncertainty addressed to scholars in all fields, showing that uncertainty could be measured by probability, and that probability obeyed three basic rules that enabled uncertainty to be handled sensibly in everyday life. These ideas were extended to embrace the scientific method and to show how decisions, containing an uncertain element, could be rationally made. Featuring new material, the Revised Edition remains the go-to guide for uncertainty and decision making, providing further applications at an accessible level including: A critical study of transitivity, a basic concept in probability A discussion of how the failure of the financial sector to use the proper approach to uncertainty may have contributed to the recent recession A consideration of betting, showing that a bookmaker's odds are not expressions of probability Applications of the book's thesis to statistics A demonstration that some techniques currently popular in statistics, like significance tests, may be unsound, even seriously misleading, because they violate the rules of probability Understanding Uncertainty, Revised Edition is ideal for students studying probability or statistics and for anyone interested in one of the most fascinating and vibrant fields of study in contemporary science and mathematics.
Contents:
Cover
Title Page
Copyright Page
Contents
Preface
Prologue
Chapter 1: Uncertainty
1.1. Introduction
1.2. Examples
1.3. Suppression of Uncertainty
1.4. The Removal of Uncertainty
1.5. The Uses of Uncertainty
1.6. The Calculus of Uncertainty
1.7. Beliefs
1.8. Decision Analysis
Chapter 2: Stylistic Questions
2.1. Reason
2.2. Unreason
2.3. Facts
2.4. Emotion
2.5. Normative and Descriptive Approaches
2.6. Simplicity
2.7. Mathematics
2.8. Writing
2.9. Mathematics Tutorial
Chapter 3: Probability
3.1. Measurement
3.2. Randomness
3.3. A Standard for Probability
3.4. Probability
3.5. Coherence
3.6. Belief
3.7. Complementary Event
3.8. Odds
3.9. Knowledge Base
3.10. Examples
3.11. Retrospect
Chapter 4: Two Events
4.1. Two Events
4.2. Conditional Probability
4.3. Independence
4.4. Association
4.5. Examples
4.6. Supposition and Fact
4.7. Seeing and Doing
Chapter 5: The Rules of Probability
5.1. Combinations of Events
5.2. Addition Rule
5.3. Multiplication Rule
5.4. The Basic Rules
5.5. Examples
5.6. Extension of the Conversation
5.7. Dutch Books
5.8. Scoring Rules
5.9. Logic Again
5.10. Decision Analysis
5.11. The Prisoners' Dilemma
5.12. The Calculus and Reality
5.13. Closure
Chapter 6: Bayes Rule
6.1. Transposed Conditionals
6.2. Learning
6.3. Bayes Rule
6.4. Medical Diagnosis
6.5. Odds Form of Bayes Rule
6.6. Forensic Evidence
6.7. Likelihood Ratio
6.8. Cromwell's Rule
6.9. A Tale of Two Urns
6.10. Ravens
6.11. Diagnosis and Related Matters
6.12. Information
Chapter 7: Measuring Uncertainty
7.1. Classical Form
7.2. Frequency Data
7.3. Exchangeability
7.4. Bernoulli Series
7.5. De Finetti's Result
7.6. Large Numbers.
7.7. Belief and Frequency
7.8. Chance
Chapter 8: Three Events
8.1. The Rules of Probability
8.2. Simpson's Paradox
8.3. Source of the Paradox
8.4. Experimentation
8.5. Randomization
8.6. Exchangeability
8.7. Spurious Association
8.8. Independence
8.9. Conclusions
Chapter 9: Variation
9.1. Variation and Uncertainty
9.2. Binomial Distribution
9.3. Expectation
9.4. Poisson Distribution
9.5. Spread
9.6. Variability as an Experimental Tool
9.7. Probability and Chance
9.8. Pictorial Representation
9.9. Probability Densities
9.10. The Normal Distribution
9.11. Variation as a Natural Phenomenon
9.12. Ellsberg's Paradox
Chapter 10: Decision Analysis
10.1. Beliefs and Actions
10.2. Comparison of Consequences
10.3. Medical Example
10.4. Maximization of Expected Utility
10.5. More on Utility
10.6. Some Complications
10.7. Reason and Emotion
10.8. Numeracy
10.9. Expected Utility
10.10. Decision Trees
10.11. The Art and Science of Decision Analysis
10.12. Further Complications
10.13. Combination of Features
10.14. Legal Applications
Chapter 11: Science
11.1. Scientific Method
11.2. Science and Education
11.3. Data Uncertainty
11.4. Theories
11.5. Uncertainty of a Theory
11.6. The Bayesian Development
11.7. Modification of Theories
11.8. Models
11.9. Hypothesis Testing
11.10. Significance Tests
11.11. Repetition
11.12. Summary
Chapter 12: Examples
12.1. Introduction
12.2. Cards
12.3. The Three Doors
12.4. The Problem of Two Daughters
12.5. Two More Daughters and Cardano
12.6. The Two Envelopes
12.7. Y2K
12.8. UFOs
12.9. Conglomerability
12.10. Efron's Dice
Chapter 13: Probability Assessment
13.1. Nonrepeatable Events
13.2. Two Events
13.3. Coherence.
13.4. Probabilistic Reasoning
13.5. Trickle Down
13.6. Summary
Chapter 14: Statistics
14.1. Bayesian Statistics
14.2. A Bayesian Example
14.3. Frequency Statistics
14.4. Significance Tests
14.5. Betting
14.6. Finance
Epilogue
Subject Index
Index of Examples
Index of Notations
EULA.
Notes:
Includes indexes.
Includes bibliographical references and index.
Description based on print version record.
ISBN:
9781118650158
1118650158
9781118650110
1118650115
9781118650233
1118650239
OCLC:
878059685

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