CSU Group Study

Modern Statistics for Modern Biology

Spring 2020

Thursdays, 3:00–5:00 PM

Weber 223H

Graduate-level group study at Colorado State University covering the text Modern Statistics for Modern Biology by Susan Holmes and Wolfgang Huber

Skills

Biology

Programming

Statistics

People

Faculty

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Bailey Fosdick

Assistant Professor of Statistics

Statistical Methods for Network Data, Models for Multiway Data, Bayesian Statistics, Methods for Survey Analysis, Applications in the Social and Biological Sciences

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Brooke Anderson

Assistant Professor of Epidemiology

Environmental Epidemiology, Climate-related Disasters, R Programming

Students

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Sherry WeMott

Graduate Student in Environmental Health, Epidemiology

environmental impacts on chronic disease, health equity, infectious disease transmission and susceptibilty

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Amy Fox

Graduate Student in Microbiology, Immunology, and Pathology

R programming, Bioengineering, Traveling, Puzzles

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Mikaela Elder

Undergraduate Student in Biochemistry with Statistics Minor

Computational Biology, Systems Biology, Molecular mechanisms of disease

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Burton Karger

Laboratory Manager and Research Associate in MIP

Microbiology, Computer Programming, Skiing

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Camron Pearce

Graduate Student in Cell and Molecular Biology

Skiing, Running Marathons, Traveling

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Sarah Cooper

Graduate Student in MIP

M. tuberculosis immunology, Histopathogy image analysis, Learning to code

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Daniel Dean

Graduate Student in Agriculture and Biology

Soil Microbiome, R programming, Data visualization, Data Science

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Sere Williams

Graduate Student in Cellular and Molecular Biology

Plant Genetics, RNA Biology, Science Communication

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Sierra Pugh

Graduate Student in Statistics

Bayesian statistics, Spatial statistics

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Zach Laubach

Morris Animal Foundation Postdoc Fellow

Behavioral Ecology, Evolutionary Biology, Developmental Plasticity, Genomics, Life Course Methods in Epidemiology

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James DiLisio

Graduate Student in Microbiology, Immunology, and Pathology

Immunotherapy, Infectious disease, Immunometabolism

Recent Posts

Exercise Solution for Chapter 6

Chapter 6, Exercise 6.4 Make a less extreme example of correlated test statistics than the data duplication at the end of Section 6.5. …

Exercise Solution for Chapter 11

To begin, we want to load (or download) the packages we will need for this exercise using library: library(tidyverse) # …

Exercise Solution for Chapter 12

Exercise 12.2 from Modern Statistics for Modern Biologists Use glmnet for a prediction of a continous variable, i.e., for regression. …

Details for class on May 14

Links for May 14 We are looking forward to hearing about everyone’s exercise solutions today! Please plan for about 10 minutes to talk …

Details for class on May 7

Schedule

 
 
 
 
 

Chapter 1

Generative Models for Discrete Data

Feb. 6, 2020

Exercise for Chapter: Exercise 1.8, p. 17

Student responsibilities:

 
 
 
 
 

Chapter 2.1–2.7

Statistical Modeling (part 1)

Feb. 13, 2020

Exercise for Chapter: Exercise 2.3, p. 50

Student responsibilities:

 
 
 
 
 

Chapter 2.8–2.12

Statistical Modeling (part 2)

Feb. 20, 2020

Exercise for Chapter: Exercise 2.6, p. 51

Student responsibilities:

 
 
 
 
 

Chapter 4

Mixture Models

Feb. 27, 2020

Exercise for Chapter: Exercise 4.3

Student responsibilities:

 
 
 
 
 

Chapter 5

Clustering

March 5, 2020

Exercise for Chapter: Exercise 5.1

Student responsibilities:

 
 
 
 
 

Chapter 6

Testing

March 12, 2020

Exercise for Chapter: Exercise 6.4 (p. 159)

Student responsibilities:

 
 
 
 
 

Chapter 7

Multivariate Analysis

April 2, 2020

Exercise for Chapter: Exercise 7.4 (p. 189)

Student responsibilities:

 
 
 
 
 

Chapter 8

High-Throughput Count Data

April 9, 2020

Exercise for Chapter: Exercise 8.1 (p. 216)

Student responsibilities:

 
 
 
 
 

Chapter 9

Multivariate Methods for Heterogeneous Data

April 16, 2020

Exercise for Chapter: Exercise 9.2 (p. 246), Correspondence analysis on color association tables

Student responsibilities:

 
 
 
 
 

Chapter 10

Networks and Trees

April 23, 2020

Exercise for Chapter: 10.8 (p. 277) (Starts with “Compare the use of…")

Student responsibilities:

 
 
 
 
 

Chapter 11

Image Data

April 30, 2020

Exercise for Chapter: Read in the data from Section 11.15. Conduct the analyses for spatial dependence (11.17) using different cell types than those used in the book's code.

Student responsibilities:

 
 
 
 
 

Chapter 12

Supervised Learning

May 7, 2020

Exercise for Chapter: Exercise 12.2 (p. 335), starts with “Use glmnet…”

Student responsibilities:

 
 
 
 
 

Chapter 13

Design of High Throughput Experiments and their Analyses

May 14, 2020

Exercise for Chapter: None

Student responsibilities:

Location

  • Weber 223H, Colorado State University, Fort Collins, CO 80521
  • Enter Weber from the southern entrance. Take the stairs, turn left, and follow the first hallway on the left to the last classroom on the left.
  • Thursdays 3:00 to 5:00 PM