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Stephen Macke
Stephen Macke
Research Scientist at Meta
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Title
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Cited by
Year
Accelerating human-in-the-loop machine learning: Challenges and opportunities
D Xin, L Ma, J Liu, S Macke, S Song, A Parameswaran
Proceedings of the Second Workshop on Data Management for End-To-End Machine …, 2018
782018
Helix: Holistic optimization for accelerating iterative machine learning
D Xin, S Macke, L Ma, J Liu, S Song, A Parameswaran
arXiv preprint arXiv:1812.05762, 2018
552018
Towards Scalable Dataframe Systems
D Petersohn, S Macke, D Xin, W Ma, D Lee, X Mo, JE Gonzalez, ...
arXiv preprint arXiv:2001.00888, 2020
422020
A Human-in-the-loop Perspective on AutoML: Milestones and the Road Ahead.
DJL Lee, S Macke, D Xin, A Lee, S Huang, AG Parameswaran
IEEE Data Eng. Bull. 42 (2), 59-70, 2019
402019
Unsupervised approaches to detecting anomalous behavior in the bitcoin transaction network
J Hirshman, Y Huang, S Macke
3rd ed. Technical report, Stanford University, 2013
382013
Helix: accelerating human-in-the-loop machine learning
D Xin, L Ma, J Liu, S Macke, S Song, A Parameswaran
arXiv preprint arXiv:1808.01095, 2018
302018
Adaptive sampling for rapidly matching histograms
S Macke, Y Zhang, S Huang, A Parameswaran
arXiv preprint arXiv:1708.05918, 2017
202017
Fine-grained lineage for safer notebook interactions
S Macke, H Gong, DJL Lee, A Head, D Xin, A Parameswaran
arXiv preprint arXiv:2012.06981, 2020
182020
Lifting the curse of multidimensional data with learned existence indexes
S Macke, A Beutel, T Kraska, M Sathiamoorthy, DZ Cheng, EH Chi
Workshop on ML for Systems at NeurIPS, 2018
152018
Deep sentencelevel authorship attribution
S Macke, J Hirshman
Stanford University, 2015
92015
Systematic redaction for neuroimage data
M Matlock, N Schimke, L Kong, S Macke, J Hale
International Journal of Computational Models and Algorithms in Medicine …, 2012
82012
Holistic Optimization for Accelerating Iterative Machine Learning
AG Parameswaran, S Macke, DS Xin
US Patent App. 16/702,804, 2020
72020
Entropy-based subword mining with an application to word embeddings
A El-Kishky, FF Xu, A Zhang, S Macke, J Han
Proceedings of the Second Workshop on Subword/Character LEvel Models, 12-21, 2018
52018
Rapid Approximate Aggregation with Distribution-Sensitive Interval Guarantees
S Macke, M Aliakbarpour, I Diakonikolas, A Parameswaran, R Rubinfeld
arXiv preprint arXiv:2008.03891, 2020
22020
Towards a Theory of DATA-DIFF: Optimal Synthesis of Succinct Data Modification Scripts
T Wattanawaroon, S Macke, A Parameswaran
arXiv preprint arXiv:1801.06258, 2018
12018
LEVERAGING DISTRIBUTIONAL CONTEXT FOR SAFE AND INTERACTIVE DATA SCIENCE AT SCALE
ST MACKE
2021
Automating State Management in Computational Notebooks
S Macke
Generalized Cost Analysis for Decentralized Search over Metric-embedded Networks
S Macke
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