DX
Doris Xin
cs.DBcs.LGcs.HCstat.MLCox modelcs.CCcs.DCcs.DScs.ETcs.MS
On Valency
published · living versionsW_djneug2e·v1 · currentpublished
MLlib: Machine Learning in Apache Spark
with Xiangrui Meng, Joseph Bradley, Burak Yavuz, Evan Sparks +11
1 version
Preprints & journals
13 papers in the corpus · 2014–2021Fine-Grained Lineage for Safer Notebook Interactions2012.06981v2 · Stephen Macke, Hongpu Gong, Doris Jung-Lin Lee et al.2020 · 44 citationsarXiv
Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities2103.16007v1 · Doris Xin, Hui Miao, Aditya Parameswaran et al.2021 · 17 citationsProceedings of the 2021 International Conference on Management of Data
Enhancing the Interactivity of Dataframe Queries by Leveraging Think Time2103.02145v1 · Doris Xin, Devin Petersohn, Dixin Tang et al.2021 · 5 citationsarXiv
Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows2101.04834v1 · Doris Xin, Eva Yiwei Wu, Doris Jung-Lin Lee et al.2021 · 104 citationsarXiv
DWCox: A density-weighted Cox model for outlier-robust prediction of prostate cancer survival.28299178 · Xiao, Jinfeng, Wang, Sheng, Shang, Jingbo et al.2021 · 1 citationF1000Research. 2016;5:2806
Towards Scalable Dataframe Systems2001.00888v4 · Devin Petersohn, Stephen Macke, Doris Xin et al.2020 · 86 citationsarXiv
Demystifying a Dark Art: Understanding Real-World Machine Learning Model Development2005.01520v1 · Angela Lee, Doris Xin, Doris Lee et al.2020 · 9 citationsarXiv
Extending Relational Query Processing with ML Inference1911.00231v1 · Konstantinos Karanasos, Matteo Interlandi, Doris Xin et al.2019 · 14 citationsarXiv
Helix: Holistic Optimization for Accelerating Iterative Machine Learning1812.05762v1 · Doris Xin, Stephen Macke, Litian Ma et al.2018 · 6 citationsarXiv
How Developers Iterate on Machine Learning Workflows -- A Survey of the Applied Machine Learning Literature1803.10311v2 · Doris Xin, Litian Ma, Shuchen Song et al.2018 · 10 citationsarXiv
Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities1804.05892v1 · Doris Xin, Litian Ma, Jialin Liu et al.2018 · 16 citationsarXiv
MLlib: Machine Learning in Apache Spark1505.06807v1 · Xiangrui Meng, Joseph Bradley, Burak Yavuz et al.2015 · 957 citationsarXivon Valency
Parallel computation using active self-assembly1405.0527v2 · Moya Chen, Doris Xin, Damien Woods2014 · 17 citationsarXiv
Career total: 27 works. 13 are in this corpus.
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