gabrielecola / Bitcoin_Network

Bitcoin Network

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Table of Contents

• Bitcoin Network
• 1. Problem Statement
• 2. Data Description
  • Attribute Information
• 3. EDA
• 4. Modelling Evaluation
• 5. Results

Bitcoin Network

This is who-trusts-whom network of people who trade using Bitcoin on a platform called Bitcoin OTC. Since Bitcoin users are anonymous, there is a need to maintain a record of users’ reputation to prevent transactions with fraudulent and risky users.

Members of Bitcoin Alpha rate other members in a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

This is the weighted signed directed network.

1. Problem Statement

Indentify the communities in the Bitcoin transaction

2. Data Description

Data is obtained from Snap Standford.

• Number of instances - 35,592
• Number of features - 4

  Attribute Information

  • SOURCE:node id of source (i.e rater)
  • TARGET:node id of target (i.e ratee)
  • RATING:the source’s rating for the target, ranging from -10 to +10 in steps of 1
  • TIME:the time of the rating, measured as seconds since Epoch.

3. EDA

4. Modelling Evaluation

• Algorithms used
  • Walk-Trap
• Metrics used: Modularity

5. Results