Stephen Macke

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Ph.D. Candidate
Database and Information Systems Laboratory
Department of Computer Science
University of Illinois at Urbana-Champaign

  smacke [AT] illinois [DOT] edu

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Curriculum Vitae

About

I'm a third-year Ph.D. student in the Data and Information Systems laboratory at UIUC, where I'm advised by Aditya Parameswaran. My research is broadly focused on improving interactivity of machine learning and other analytics tasks, facilitated via algorithms for more expressive queries, approximate query processing techniques, and novel system design. I'm very fortunate to have my graduate study funded by an NSF Graduate Research Fellowship.

Publications

  • Helix: Holistic Optimization for Accelerating Iterative Machine Learning
    Doris Xin, Stephen Macke, Litian Ma, Jialin Liu, Rong Ma, Aditya Parameswaran
    In preparation.

  • Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities
    Doris Xin, Litian Ma, Jialin Liu, Stephen Macke, Shuchen Song, Aditya Parameswaran
    In Proc. of the 2nd Workshop on Data Management for End-to-End Machine Learning (DEEM’18, at SIGMOD 2018).

  • Accelerating Human-in-the-loop Machine Learning With Helix
    Doris Xin, Litian Ma, Jialin Liu, Stephen Macke, Aditya Parameswaran
    In preparation.

  • Ahmed El-Kishky, Frank Xu, Aston Zhang, Stephen Macke, Jiawei Han
    Entropy-Based Subword Mining for Word Embeddings
    In Proc. of the 2nd Workshop on Subword and Character Level Models in NLP (SCLeM’18, at NAACL 2018)