Biostatistics for Medical and Biomedical Practitioners

ISBN-13: 9780128170847 / Angielski / Miękka / 2019 / 734 str.

Julien I. E. Hoffman

Spis treści

Basic Aspects of Statistics1. Basic Concepts 2. Statistical Use and Misuse in Scientific Publications 3. Some Practical Aspects4. Exploratory Descriptive Analysis5. Basic Probability

Continuous Distributions6. Normal Distribution7. Statistical Inference: Confidence Limits and the Central Limit Theorem8. Other Continuous Distributions9. Outliers and Extreme Values

Hypothesis Testing10. Hypothesis Testing: The Null Hypothesis, Significance and Type I Error11. Hypothesis Testing: Sample Size, Effect Size, Power, and Type II Errors

Discrete Distributions12. Permutations and Combinations; Logarithms13. Hypergeometric Distribution14. Categorical and Cross-Classified Data: Goodness of Fit and Association15. Categorical and Cross-Classified Data16. Binomial and Multinomial Distributions17. Proportions18. The Poisson Distribution19. Negative Binomial Distribution

Probability in Epidemiology and Medical Diagnosis20. Some Epidemiological Considerations: Odds Ratio, Relative Risk, and Attributable Risk21. Probability, Bayes Theorem, Medical Diagnostic Evaluation, and Screening

Comparing Means22. Comparison of Two Groups: T Tests and Non-Parametric Tests23. T Test Variants: Cross-Over Tests, Equivalence Tests24. Multiple Comparisons25. Analysis of Variance. I - One-Way26. Analysis of Variance. II - More Complex Forms

Regression and Correlation27. Linear Regression28. Variations Based on Linear Regression29. Correlation30. Multiple Regression31. Serial Measurements: Time Series, Control Charts, Cusums32. Dose-Response Analysis33. Logistic Regression34. Poisson Regression

Miscellaneous Topics35. Survival Analysis36. Meta-analysis37. Resampling Statistics38. Design: Sampling, Clinical Trials