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Publications
Book Chapters and Journals:
  • Scalability and Distribution of Collaborative Recommenders
    Evangelia Christakopoulou, Shaden Smith, Mohit Sharma, Alex Richards, David Anastasiu and George Karypis
    Collaborative Recommendations: Algorithms, Practical Challenges and Applications, World Scientific Publishing, 2018 (pdf)
  • Big Data and Recommender Systems
    David C. Anastasiu, Evangelia Christakopoulou, Shaden Smith, Mohit Sharma & George Karypis
    Novática: Journal of the Spanish Computer Scientist Association, 2016 (pdf)
Conference Publications:
  • Using the Error for Top-N Recommendation
    Evangelia Christakopoulou and George Karypis
  • Local Latent Space Models for Top-N Recommendation
    Evangelia Christakopoulou and George Karypis
    ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2018 (pdf)(code)
  • Local Item-Item Models for Top-N Recommendation
    Evangelia Christakopoulou and George Karypis
    ACM Conference on Recommender Systems (RecSys), 2016 (pdf) (code)
    Best paper award.
  • Identifying Decision Makers from Professional Social Networks
    Shipeng Yu, Evangelia Christakopoulou and Abhishek Gupta
    ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016 (pdf)
  • Moving beyond Linearity and Independence in Top-N Recommender Systems
    Evangelia Christakopoulou
    ACM Conference on Recommender Systems (RecSys), 2014 (pdf)
  • HOSLIM: Higher-Order Sparse Linear Method for Top-N Recommender Systems
    Evangelia Christakopoulou and George Karypis
    Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2014 (pdf)
PhD Thesis:
  • Improving the quality of top-N recommendation
    Evangelia Christakopoulou and George Karypis
    University of Minnesota, Twin Cities, 2018 (pdf)