BIOSTATS 640
Intermediate Biostatistics
Biostatistics and Epidemiology
UMass Amherst

 

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1. Review of BIOSTATS 540
2. Discrete Distributions

3. Introduction to Nonparametrics

4. Categorical Data Analysis

5. Normal Theory Regression
6. Analysis of Variance

7. Logistic Regression
8. Introduction to Survival Analysis
9. (Time permitting) Introduction to Mixed Models

2. Discrete Distributions

Scroll down for (1) BIOSTATS 640 2021 (2) Additional Readings and Videos (3) Resources for Learning R (4) Resources for Learning Stata, and (5) Other (Applets, Calculators, etc.)

 

(1) BIOSTATS 640 - 2021
Lecture Notes - 2021 course notes, 2. Discrete Distributions (pdf, 56 pp)
VIDEO (Source: Stat Trek Video Series) Binomial Distribution (video, 11:00)
VIDEO (Source: YOUTUBE jbstatistics) An Introduction to the Poisson Distribution (video, 9:03)
(Source: artofstat.com) Good for both learning and to use as calculators!
Binomial Distribution (html)
Poisson Distribution (html)
Fisher's Exact Test (html)
Homework due Friday February 19, 2021 Questions (pdf, 1 pp)
SOLUTIONS to homework
R Users (5 pp)
Stata Users (3 pp)
(For your interest) - VIDEO (Source: Daniel Gilbert, Harvard Department of Psychology) TED TALK Why We Make Bad Decisions (video 33:29)



(2) Additional Readings and Videos
BIOSTATS 540 Fall 2020 Unit 6. Bernoulli & Binomial (html)
VIDEO (Source: YOUTUBE jbstatistics) An Introduction to the Poisson Distribution (video, 9:03)
(Source: artofstat.com) Fisher's Exact Test (html)
(Source: JHSPH Open Course Ware Course - Statistical Reasoning I John McGready, Instructor)
Lecture 6a: Comparing Proportions Between Two Independent Populations (pdf, 22 slides)

 

(3) Resources for Learning R
(Source: R Tutorial - An R Introduction to Statistics) Probability Distributions (html)


 

(4) Resources for Learning Stata
(Source: StataCorp LP Youtube Channel - Chuck Huber)
VIDEO: Immediate Commands in Stata - Confidence Intervals for Binomial Data (video 1:35)
(Source: StataCorp LP Youtube Channel - Chuck Huber)
VIDEO: Immediate Commands in Stata - Confidence Intervals for Poisson Data (video 2:05)
(Source: StataCorp LP Youtube Channel - Chuck Huber)
VIDEO: Pearson Chi Square and Fisher's Exact Tests (video 4:07)
(Source: IDRE UCLA Resources for Learning Stata) How Can I Get Poisson Probabilities in Stata (html)
(2017 - Stay tuned. I may update for 2020 but still okay for now)
Stata for Discrete Distributions and Fisher Exact Test (pdf, 19 pp)
Stata Data sets - right click to download: (ers.dta) (single2x2.dta)
 

 

 

 

(5) Other Resources
Art of Stat: 1) Binomial, 2) Poisson, 3) Fisher Exact Test
(Source: www.artofstat.com) Binomial Distribution (html)
(Source: www.artofstat.com) Poisson Distribution (html)
(Source: www.artofstat.com) Fisher's Exact Test (html)
(Source: www.socscistatistics.com) Fisher Exact Test (html)
Binomial
(Source: Vassar Statistics
)
Exact Binomial Probabilities Calculator (html)

(Source: Vassar Statistics) Confidence Interval of a Proportion (html)
(Source: Texas A&M) Exact Binomial Probabilities Calculator (html)
(Source: StatPages)
Exact Binomial Confidence Interval Calculator (html)

Poisson
(Source: Vassar Statistics) Poisson Approximation of Binomial Probabilities Calculator (html)
(Source: Stat Trek) Poisson Probabilities Calculator (html)
(Source: StatPages)
Exact Poisson Confidence Interval Calculator (html)

Central Hypergeometric
(Source: Stat Trek) Hypergeometric DistributionProbabilities Calculator (html)
Fisher's Exact Test
(Source: Vassar Statistics Resource:) The Fisher Exact Probability Test. Beware of layout of 2x2 table - the columns are reverse order (html)
(Source: Vassar Statistics) 2x2 Table with Odds Ratio etc. (html)
(Source: SISA) Fisher's Exact Test Online (click here)
SAS Illustration
SAS for Fisher's Exact Test (pdf)


 

 

 





 

 

 


 

 

 

         

 

 

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This is the course web site for BIOSTATS 640, Biostatistics Program, Department of Biostatistics and Epidemiology.
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Page updated: February 14, 2021