Automated Content Analysis
1
Prerequisites
2
Introduction
3
The whole game
3.1
Analysing Trump’s tweets
3.2
An express summary of tidyverse
3.3
Creating ground truth data
3.4
Automated sentiment analysis: AFINN
3.5
Comparing tweets from Android and iPhone
3.6
Summary
4
What is Content analysis
4.0.1
Definitions
4.1
What gets automated?
4.2
Best practices
5
Creating gold standard & validation
6
Typical automated content analytic methods
6.1
dictionary-based method
6.1.1
validation
6.2
topic-model
6.2.1
validation
7
Advance topics
7.1
bag-of-embeddings
7.2
semantic network
7.3
machine learning
7.4
multimodal analysis
7.5
crosslingual analysis
References
Published with bookdown
Automated Content Analysis
Chapter 7
Advance topics
7.1
bag-of-embeddings
7.2
semantic network
7.3
machine learning
7.4
multimodal analysis
7.5
crosslingual analysis