課程信息
4.5
221 個評分
52 個審閱
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
完成時間(小時)

完成時間大約為19 小時

建議:3-5 hours/week...
可選語言

英語(English)

字幕:英語(English)...

您將獲得的技能

StatisticsConfidence IntervalStatistical Hypothesis TestingBiostatistics
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
完成時間(小時)

完成時間大約為19 小時

建議:3-5 hours/week...
可選語言

英語(English)

字幕:英語(English)...

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 5 小時

Introduction, Probability, Expectations, and Random Vectors

You are about to undergo an intense and demanding immersion into the world of mathematical biostatistics. Over the next few weeks, you will learn about probability, expectations, conditional probabilities, distributions, confidence intervals, bootstrapping, binomial proportions, and much more. Module 1 covers experiments, probability, variables, mass functions, density functions, cumulative distribution functions, expectations, variations, and vectors....
Reading
13 個視頻(共 179 分鐘), 2 個閱讀材料, 2 個測驗
Video13 個視頻
Biostatistics and Experiments12分鐘
Set Notation and Probability14分鐘
Probability22分鐘
Random Variables6分鐘
PMFs and PDFs17分鐘
CDFs, Survival Functions, and Quantiles11分鐘
Expected Values12分鐘
Rules About Expected Values10分鐘
Variances and Chebyshev's Inequality18分鐘
Random Vectors and Independence17分鐘
Correlation10分鐘
Variance Properties and Sample Variance22分鐘
Reading2 個閱讀材料
Syllabus10分鐘
Faculty10分鐘
Quiz2 個練習
Module 1 Homework40分鐘
Module 1 Quiz: Introduction, Probability, Expectations, and Random Vectors40分鐘
2
完成時間(小時)
完成時間為 4 小時

Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics

This module covers Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics. These are the most fundamental core concepts in mathematical biostatistics and statistics. After this module you should be able to recognize and be functional in these key concepts. ...
Reading
7 個視頻(共 157 分鐘), 2 個測驗
Video7 個視頻
Bayes' Rule and DLRs23分鐘
Likelihood32分鐘
Bernoulli Distribution and Binomial Trials15分鐘
The Normal Distribution28分鐘
Limits and LLN18分鐘
CLT and Confidence Intervals23分鐘
Quiz2 個練習
Module 2 Homework26分鐘
Module 2 Quiz: Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics32分鐘
3
完成時間(小時)
完成時間為 3 小時

Confidence Intervals, Bootstrapping, and Plotting

This module covers Confidence Intervals, Bootstrapping, and Plotting. These are core concepts in mathematical biostatistics and statistics. After this module you should be able to recognize and be functional in these key concepts. ...
Reading
7 個視頻(共 121 分鐘), 2 個測驗
Video7 個視頻
Student's t Distribution and CI for Normal Means19分鐘
Profile Likelihoods8分鐘
T Confidence Intervals24分鐘
Plotting22分鐘
The Jackknife12分鐘
Bootstrapping17分鐘
Quiz2 個練習
Module 3 Homework20分鐘
Module 3 Quiz: Confidence Intervals, Bootstrapping, and Plotting22分鐘
4
完成時間(小時)
完成時間為 2 小時

Binomial Proportions and Logs

This module covers Binomial Proportions and Logs. These are core concepts in mathematical biostatistics and statistics. After this module you should be able to recognize and be functional in these key concepts. ...
Reading
3 個視頻(共 71 分鐘), 2 個測驗
Video3 個視頻
Binomial Proportions Part B36分鐘
Logs27分鐘
Quiz2 個練習
Module 4 Homework10分鐘
Module 4 Quiz: Binomial Proportions and Logs10分鐘
4.5

熱門審閱

創建者 DHJun 5th 2017

I knew a lot about probability before starting this course, but I didn't know much of anything about frequentist statistics. This course helped me understand some tricky concepts.

創建者 PBJan 12th 2016

Very concise, well-presented course. This was my second time taking it as a refresher. Prof. Caffo does a great job presenting the materials. However, prepare to be challenged.

講師

Avatar

Brian Caffo, PhD

Professor, Biostatistics
Bloomberg School of Public Health

關於 Johns Hopkins University

The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world....

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