数学生物统计学入门 1

Mathematical Biostatistics Boot Camp 1

This class presents the fundamental probability and statistical concepts used in elementary data analysis.

约翰霍普金斯大学

分享

数学生物统计学入门 1

课程概况

This class presents the fundamental probability and statistical concepts used in elementary data analysis. It will be taught at an introductory level for students with junior or senior college-level mathematical training including a working knowledge of calculus. A small amount of linear algebra and programming are useful for the class, but not required.

授课大纲

WEEK 1 Introduction, Probability, Expectations, and Random Vectors
Welcome
Experiments and Probability
Probability and Variables
Probability Mass Functions, Probability Density Functions, and Cumulative Distribution Functions
Expected Values, Variances, and Standard Deviation
Random Vectors, Independent Events and Variables, Covariance and Correlation, and Sample Variance
Review
测验: Module 1 Quiz: Introduction, Probability, Expectations, and Random Vectors

WEEK 2 Conditional Probability, Bayes’ Rule, Likelihood, Distributions, and Asymptotics
Conditional Probabilities and and Bayes’ Rule
Likelihood Plots and Ratio Benchmarks
Bernoulli, Binomial, and Normal Distributions
Limits, the Law of Large Numbers, the Central Limit Theorem, and Confidence Intervals
Review
测验: Module 2 Quiz: Conditional Probability, Bayes’ Rule, Likelihood, Distributions, and Asymptotics

WEEK 3 Confidence Intervals, Bootstrapping, and Plotting
Chi-squared and t-Distributions, Confidence Intervals, and Likelihoods
Confidence Intervals
All About Plotting
Bootstrap Principle, Algorithm, and Calculations
Review
测验: Module 3 Quiz: Confidence Intervals, Bootstrapping, and Plotting

WEEK 4 Binomial Proportions and Logs
Binomial Proportions, the Wald Interval, and Bayesian Analysis
Logs and the Geometric Mean
Review
测验: Module 4 Quiz: Binomial Proportions and Logs

声明:MOOC中国收录之课程均源自下列机构,版权均归他们所有。本站仅作报道并尊重其著作权益,感谢他们对MOOC事业做出的贡献!(排名不分先后)
  • Coursera
  • edX
  • OpenLearning
  • FutureLearn
  • iversity
  • Udacity
  • NovoEd
  • Canvas
  • Open2Study
  • Google
  • ewant
  • FUN
  • IOC-Athlete-MOOC
  • World-Science-U
  • Codecademy
  • CourseSites
  • opencourseworld
  • ShareCourse
  • gacco
  • MiriadaX
  • JANUX
  • openhpi
  • Stanford-Open-Edx
  • 网易云课堂
  • 中国大学MOOC
  • 学堂在线
  • 顶你学堂
  • 华文慕课
  • 好大学在线CnMooc

Copyright © 2008-2015 MOOC.CN 慕课改变你,你改变世界