Covers: theory of Authorship Attribution
Estimated time needed to finish: 20 minutes
Questions this item addresses:
  • What are the different pre-processing steps and methods for authorship attribution?
How to use this item?

Skim the paper and then focus on the methods you will want to use.

Author(s) / creator(s) / reference(s)
Efstathios Stamatatos
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Overview of Authorship Attribution

Contributors
Total time needed: ~2 hours
Objectives
Provide an introduction to authorship attribution.
Potential Use Cases
Newcomers to NLP who want to learn about the basics of authorship attribution algorithms.
Who is This For ?
BEGINNERNewcomers to natural language processing and text classification.
Click on each of the following annotated items to see details.
ARTICLE 1. NLP POWERS REVOLUTIONARY AUTHORSHIP ATTRIBUTION SYSTEM
  • What is authorship attribution and how is it evaluated?
15 minutes
ARTICLE 2. Using NLP to Identify Redditors Who Control Multiple Accounts
  • What are the steps involved in determining authorship attribution?
15 minutes
REPO 3. Authorship attribution tutorial
  • What is some example code for authorship attribution?
20 minutes
PAPER 4. A Survey of Modern Authorship Attribution Methods
  • What are the different pre-processing steps and methods for authorship attribution?
20 minutes
PAPER 5. Deep Learning based Authorship Identification
  • What is a deep-learning model that can be used for authorship attribution?
20 minutes
PAPER 6. Author Attribution with CNN’s
  • How do you create another deep learning model for authorship attribution?
20 minutes

Concepts Covered

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