Doris Xin
Doris Xin
Verified email at berkeley.edu
Title
Cited by
Cited by
Year
Mllib: Machine learning in apache spark
X Meng, J Bradley, B Yavuz, E Sparks, S Venkataraman, D Liu, ...
The Journal of Machine Learning Research 17 (1), 1235-1241, 2016
14512016
Laser: A scalable response prediction platform for online advertising
D Agarwal, B Long, J Traupman, D Xin, L Zhang
Proceedings of the 7th ACM international conference on Web search and data …, 2014
612014
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
222018
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
212018
Parallel computation using active self-assembly
M Chen, D Xin, D Woods
Natural Computing 14 (2), 225-250, 2015
212015
Helix: accelerating human-in-the-loop machine learning [Demo]
D Xin, L Ma, J Liu, S Macke, S Song, A Parameswaran
Proceedings of the VLDB Endowment 11 (12), 1958-1961, 2018
15*2018
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
82019
Folding: Why good models sometimes make spurious recommendations
D Xin, N Mayoraz, H Pham, K Lakshmanan, JR Anderson
Proceedings of the Eleventh ACM Conference on Recommender Systems, 201-209, 2017
82017
Extending relational query processing with ML inference
K Karanasos, M Interlandi, D Xin, F Psallidas, R Sen, K Park, I Popivanov, ...
arXiv preprint arXiv:1911.00231, 2019
52019
Active learning on heterogeneous information networks: A multi-armed bandit approach
D Xin, A El-Kishky, D Liao, B Norick, J Han
2018 IEEE International Conference on Data Mining (ICDM), 1350-1355, 2018
42018
How Developers Iterate on Machine Learning Workflows--A Survey of the Applied Machine Learning Literature
D Xin, L Ma, S Song, A Parameswaran
arXiv preprint arXiv:1803.10311, 2018
42018
Dependency management during model compilation of statistical models
DS Xin, JD Traupman, X Meng, PT Ogilvie
US Patent App. 14/314,839, 2015
42015
Model compilation for feature selection in statistical models
DS Xin, JD Traupman, X Meng, PT Ogilvie
US Patent App. 14/314,811, 2015
42015
The Twitter rumor network: Subject and sentiment cascades in a massive online social network
S Gupta, B Slawski, D Xin, W Yao, MA Wierman
Technical Report, California Institute of Technology, 2011
42011
Demystifying a Dark Art: Understanding Real-World Machine Learning Model Development
A Lee, D Xin, D Lee, A Parameswaran
arXiv preprint arXiv:2005.01520, 2020
12020
Towards Scalable Dataframe Systems
D Petersohn, W Ma, D Lee, S Macke, D Xin, X Mo, JE Gonzalez, ...
arXiv preprint arXiv:2001.00888, 2020
12020
DWCox: A density-weighted Cox model for outlier-robust prediction of prostate cancer survival
J Xiao, S Wang, J Shang, H Lin, D Xin, X Ren, J Han, J Peng
F1000Research 5, 2016
12016
Holistic Optimization for Accelerating Iterative Machine Learning
AG Parameswaran, S Macke, DS Xin
US Patent App. 16/702,804, 2020
2020
Optimizing Dataframes for Interactive Workloads
L Chen, H Dharam, D Xin
2019
Fine-Grained Lineage for Safer Notebook Interactions
S Macke, H Gong, DJL Lee, A Head, D Xin, A Parameswaran
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