Visualization and Imputation of Missing Data

Online Course

Udemy
Visualization and Imputation of Missing Data

What is the course about?

Visualization and Imputation of Missing Data
The course Visualization and Imputation of Missing Data is an online class provided by Udemy. It may be possible to receive a verified certification or use the course to prepare for a degree.

Learn to create numerous unique visualizations to better understand patterns of missing data in your data sample.

Course description
  • Visualization and Imputation of Missing Data
  • Use visualizations created by R software to identify patterns of ‘missingness’ in data sets and to impute reasonable values to replace the missing data.
  • Recognize and identify the different patterns of missing data and the relative severity of their likely consequences.
  • Learn to use the VIM and VIMGUI R packages to create unique, novel and vibrant images which promote the understanding of patterns of both missing and imputed data in a set of data.
  • Learn the different historical approaches to impute reasonable values for missing data and their relative advantages and disadvantages.
  • Learn the characteristics of: (1) Hot-Deck; (2) K-Nearest Neighbor; (3) Regression-Based; and (4) Iterative, Model-Based, Stepwise Regression (IRMI) imputation techniques to “fill in” missing data and when and how to implement them with provided software.
  • Students will need to install R software but ample instructions for doing so are provided.
  • 5 hours on-demand video
  • 4 downloadable resources
  • Full lifetime access
  • Access on mobile and TV
  • Certificate of Completion
  • Geoffrey Hubona, Ph.D.

Prerequisites & Facts

Visualization and Imputation of Missing Data

Course Topic

Data Imputation, Social Science, Teaching & Academics

University, College, Institution

Udemy

Course Skill Level

Course Language

English

Place of class

Online, self-paced (see curriculum for more information)

Degree

Certificate

Degree & Cost

Visualization and Imputation of Missing Data

To obtain a verified certificate from Udemy you have to finish this course or the latest version of it, if there is a new edition. The class may be free of charge, but there could be some cost to receive a verified certificate or to access the learning materials. The specifics of the course may have been changed, please consult the provider to get the latest quotes and news.
Udemy
Visualization and Imputation of Missing Data
provided by Udemy

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School: Udemy
Topic: Data Imputation, Social Science, Teaching & Academics