Magic the Gathering: recommendation system

• Magic the gathering
• Recommendation system

Part 1: card recommendations

• Recommendation system and Magic the Gathering
• Approaches
  • Based on cards content: Latent Semantic Analysis
  • Based on cards selection:
    • Association Rules
    • Collaborative Filtering
• Conclusion and openings

Part 2: deck recommendations

• Top N recommendations
• Approaches
  • Item k-nearest-neighbors (ItemKNN)
  • Bayesian Personalized Ranking (BPR-KNN)

Part 3: results

• Proof of concept
• Reproducing the results