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2020 – today
- 2022
[j8]Shreya Shankar, Stephen Macke, Sarah E. Chasins
, Andrew Head, Aditya G. Parameswaran:
Bolt-on, Compact, and Rapid Program Slicing for Notebooks [Scalable Data Science]. Proc. VLDB Endow. 15(13): 4038-4047 (2022)- 2021
- [b1]Stephen Macke:
Leveraging distributional context for safe and interactive data science at scale. University of Illinois Urbana-Champaign, USA, 2021 - [j7]Stephen Macke, Aditya G. Parameswaran, Hongpu Gong, Doris Jung Lin Lee, Doris Xin, Andrew Head:
Fine-Grained Lineage for Safer Notebook Interactions. Proc. VLDB Endow. 14(6): 1093-1101 (2021) - [c3]Stephen Macke:
Automating State Management in Computational Notebooks. CIDR 2021 - [c2]Stephen Macke, Maryam Aliakbarpour, Ilias Diakonikolas, Aditya G. Parameswaran, Ronitt Rubinfeld:
Rapid Approximate Aggregation with Distribution-Sensitive Interval Guarantees. ICDE 2021: 1703-1714 - 2020
- [j6]Devin Petersohn, William W. Ma, Doris Jung Lin Lee, Stephen Macke, Doris Xin, Xiangxi Mo, Joseph Gonzalez, Joseph M. Hellerstein, Anthony D. Joseph, Aditya G. Parameswaran:
Towards Scalable Dataframe Systems. Proc. VLDB Endow. 13(11): 2033-2046 (2020) - [i8]Devin Petersohn, William W. Ma, Doris Jung Lin Lee, Stephen Macke, Doris Xin, Xiangxi Mo, Joseph E. Gonzalez, Joseph M. Hellerstein, Anthony D. Joseph, Aditya G. Parameswaran:
Towards Scalable Dataframe Systems. CoRR abs/2001.00888 (2020) - [i7]Stephen Macke, Maryam Aliakbarpour, Ilias Diakonikolas, Aditya G. Parameswaran, Ronitt Rubinfeld:
Rapid Approximate Aggregation with Distribution-Sensitive Interval Guarantees. CoRR abs/2008.03891 (2020) - [i6]Stephen Macke, Hongpu Gong, Doris Jung Lin Lee, Andrew Head, Doris Xin, Aditya G. Parameswaran:
Fine-Grained Lineage for Safer Notebook Interactions. CoRR abs/2012.06981 (2020)
2010 – 2019
- 2019
- [j5]Doris Jung Lin Lee, Stephen Macke, Doris Xin, Angela Lee, Silu Huang, Aditya G. Parameswaran:
A Human-in-the-loop Perspective on AutoML: Milestones and the Road Ahead. IEEE Data Eng. Bull. 42(2): 59-70 (2019) - 2018
- [j4]Stephen Macke, Yiming Zhang, Silu Huang, Aditya G. Parameswaran:
Adaptive Sampling for Rapidly Matching Histograms. Proc. VLDB Endow. 11(10): 1262-1275 (2018) - [j3]Doris Xin, Litian Ma, Jialin Liu, Stephen Macke, Shuchen Song, Aditya G. Parameswaran:
Helix: Accelerating Human-in-the-loop Machine Learning. Proc. VLDB Endow. 11(12): 1958-1961 (2018) - [j2]Doris Xin, Stephen Macke, Litian Ma, Jialin Liu, Shuchen Song, Aditya G. Parameswaran:
Helix: Holistic Optimization for Accelerating Iterative Machine Learning. Proc. VLDB Endow. 12(4): 446-460 (2018) - [c1]Doris Xin, Litian Ma, Jialin Liu, Stephen Macke, Shuchen Song, Aditya G. Parameswaran:
Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities. DEEM@SIGMOD 2018: 9:1-9:4 - [i5]Tana Wattanawaroon, Stephen Macke, Aditya G. Parameswaran:
Towards a Theory of Data-Diff: Optimal Synthesis of Succinct Data Modification Scripts. CoRR abs/1801.06258 (2018) - [i4]Doris Xin, Litian Ma, Jialin Liu, Stephen Macke, Shuchen Song, Aditya G. Parameswaran:
Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities. CoRR abs/1804.05892 (2018) - [i3]Doris Xin, Litian Ma, Jialin Liu, Stephen Macke, Shuchen Song, Aditya G. Parameswaran:
Helix: Accelerating Human-in-the-loop Machine Learning. CoRR abs/1808.01095 (2018) - [i2]Doris Xin, Stephen Macke, Litian Ma, Jialin Liu, Shuchen Song, Aditya G. Parameswaran:
Helix: Holistic Optimization for Accelerating Iterative Machine Learning. CoRR abs/1812.05762 (2018) - 2017
- [i1]Stephen Macke, Yiming Zhang, Silu Huang, Aditya G. Parameswaran:
Adaptive Sampling for Rapidly Matching Histograms. CoRR abs/1708.05918 (2017) - 2012
- [j1]Matt Matlock, Nakeisha Schimke, Liang Kong, Stephen Macke, John Hale:
Systematic Redaction for Neuroimage Data. Int. J. Comput. Model. Algorithms Medicine 3(2): 63-75 (2012)
Coauthor Index
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