• In-memory distributed matrix computation processing & optimization 

      Yu, Yongyang; Tang, Mingjie; Aref, Walid G.; Malluhi, Qutaibah M.; Abbas, Mostafa M.; ... more authors ( IEEE Computer Society , 2017 , Conference Paper)
      The use of large-scale machine learning and data mining methods is becoming ubiquitous in many application domains ranging from business intelligence and bioinformatics to self-driving cars. These methods heavily rely on ...
    • The similarity-aware relational intersect database operator 

      Al Marri, Wadha J.; Malluhi, Qutaibah; Ouzzani, Mourad; Tang, Mingjie; Aref, Walid G. ( Springer International Publishing , 2014 , Conference Paper)
      Identifying similarities in large datasets is an essential operation in many applications such as bioinformatics, pattern recognition, and data integration. To make the underlying database system similarity-aware, the core ...