Publications: - Manda Winlaw, Michael Hynes, Anthony Caterini, and Hans De Sterck, 'Algorithmic Acceleration of Parallel ALS for Collaborative Filtering: Speeding up Distributed Big Data Recommendation in Spark', IEEE ICPADS, 2015. [arXiv link] [link to Spark code on github] Best Paper Award at ICPADS 2015!
- Michael Hynes and Hans De Sterck, 'A polynomial expansion line search for large-scale unconstrained
minimization of smooth L2-regularized loss functions, with
implementation in Apache Spark', accepted for SIAM Data Mining conference, 2016. [arXiv link]
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