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Overview of Authorship Attribution

Yan NusinovichTotal time needed: ~2 hours
Learning Objectives
Provide an introduction to authorship attribution.
Potential Use Cases
Newcomers to NLP who want to learn about the basics of authorship attribution algorithms.
Target Audience
BEGINNERNewcomers to natural language processing and text classification.
Go through the following annotated items in order:
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 Convered