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Introduction to Statistical Hypothesis Testing

Prof. Arun K. Tangirala · IIT Madras

Start with lecture 1 At NPTEL

Lectures

Introduction

  1. Motivation Video
  2. Probability and statistics: Review - Part 1 Video
  3. Probability and Statistics: Review - Part 2 Video
  4. R Tutorial 1 Video

Statistics for Hypothesis Testing

  1. Statistics for Hypothesis Testing - Part 1 Video
  2. Statistics for Hypothesis Testing - Part 2 Video
  3. Statistics for sample mean Video
  4. Statistics for Variance and Proportion Video

Hypothesis testing

  1. Type I and Type II errors Video
  2. p value Video
  3. Hypothesis testing of means Video
  4. Hypothesis testing of variance and proportions Video

Confidence intervals and hypothesis testing

  1. Confidence interval construction Video
  2. Hypothesis testing using confidence interval Video

Hypothesis tests in linear regression

  1. Hypothesis testing of correlation Video
  2. Statistic for linear regression Video
  3. Hypothesis testing in linear regression Video

Factors affecting hypothesis test

  1. Power of hypothesis test Video
  2. Factors affecting hypothesis test Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Chemical Engineering
Teacher
Prof. Arun K. Tangirala
Level
Undergraduate
Language
English
Subjects
Chemistry, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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