Factor Analysis - Statistical Intro 1 - Linear Model, Orthogonality

preview_player
Показать описание

Factor Analysis is a dimensionality reduction method which is used to explain high dimensional data using a simpler model. In this video we are going to look into what it is, give some examples, define the theoretical linear model, and develop the orthogonal model assumptions.

Become a member!
* 🎉 Special YouTube 60% Discount on Yearly Plan – valid for the 1st 100 subscribers; Voucher code: First100 🎉 *

Why become a member?
* All video content
* Extra material on complete-courses (notebooks)
* Access to code and notes
* Community Discussion
* No Ads
* Support the Creator ❤️

~~~~~ SUPPORT ~~~~~
~~~~~~~~~~~~~~~~~

Intro/Outro Music: Dreamer - by Johny Grimes
  1. Meerkat Statistics
  2. Factor Analysis
  3. FA
  4. EFA
  5. CFA
  6. PCA
Рекомендации по теме
Factor Analysis - 0:07:42

Factor Analysis - an introduction

Exploratory Factor Analysis 0:15:25

Exploratory Factor Analysis

Factor Analysis - 0:07:07

Factor Analysis - Factor Loading, Factor Scoring & Factor Rotation (Research & Statistics)

Factor Analysis - 0:10:17

Factor Analysis - Statistical Intro 1 - Linear Model, Orthogonality

Factor Analysis | 0:11:24

Factor Analysis | What is Factor Analysis? | Factor Analysis Explained | Machine Learning | Edureka

Introduction to Factor 0:22:24

Introduction to Factor Analysis (Chapter 11 Lecture 1)

Factor Analysis Using 0:15:03

Factor Analysis Using SPSS

Introduction to Factor 0:06:12

Introduction to Factor Analysis using SAS

Achieving utmost reliability 0:54:09

Achieving utmost reliability via DOE

Factor Analysis - 0:08:32

Factor Analysis - Statistical Intro 3 - Rotation, cov vs. cor, improper solution & the WOW crite...

Introduction to Factor 0:07:04

Introduction to Factor Analysis

Introduction To Factor 0:00:15

Introduction To Factor Analysis

StatQuest: PCA main 0:06:05

StatQuest: PCA main ideas in only 5 minutes!!!

Factor Analysis Intro 0:06:19

Factor Analysis Intro (Marketing Research Module 5, Video 6)

Introduction to factor 0:17:21

Introduction to factor analysis

Factor Analysis: Illustration 0:11:05

Factor Analysis: Illustration with Practical Example in Minitab

Exploratory Factor Analysis 0:03:19

Exploratory Factor Analysis (EFA) vs Confirmatory Factor Analysis (CFA)

Factor Analysis - 0:11:10

Factor Analysis - Statistical Intro 2 - Estimation: PCA and ML

Exploratory Factor Analysis 0:09:50

Exploratory Factor Analysis (conceptual)

Introduction to Factor 0:55:59

Introduction to Factor Analysis

Factor Analysis - 0:33:12

Factor Analysis - A short introduction in Excel (Part 16)

Factor Analysis - 0:14:40

Factor Analysis - SPSS: An Introduction - 6.2

Factor Analysis and 0:17:46

Factor Analysis and Probabilistic PCA

Understanding and Applying 0:14:38

Understanding and Applying Factor Analysis in R

Комментарии
Автор

Correction at 4:20 - regarding the diagram: usually the observed variables are in rectangular boxes, and the latent variables / factors are in circles.

MeerkatStatistics
Автор

Hello David. I have been watching (and applying...) your videos in my college study. However, I've mostly used snippets specific to my work (bioinformatics). But for the sake of obtaining a "complete" education with minimal gaps what order do you recommend watching the specific playlists? Also, eagerly waiting for you to drop a discount coupon on your lifetime access membership plan. Apologies for taking this long to appreciate your work. Stay awesome. 😊

siddharthyadav