Search Results for author: Mengying Guo

Found 3 papers, 2 papers with code

JITuNE: Just-In-Time Hyperparameter Tuning for Network Embedding Algorithms

no code implementations16 Jan 2021 Mengying Guo, Tao Yi, Yuqing Zhu, Yungang Bao

Although AutoML methods have been applied to the hyperparameter tuning of NE algorithms, the problem of how to tune hyperparameters in a given period of time is not studied for NE algorithms before.

AutoML Link Prediction +2

BestConfig: Tapping the Performance Potential of Systems via Automatic Configuration Tuning

1 code implementation10 Oct 2017 Yuqing Zhu, Jianxun Liu, Mengying Guo, Yungang Bao, Wenlong Ma, Zhuoyue Liu, Kunpeng Song, Yingchun Yang

To help users tap the performance potential of systems, we present BestConfig, a system for automatically finding a best configuration setting within a resource limit for a deployed system under a given application workload.

Performance Databases Distributed, Parallel, and Cluster Computing Software Engineering

ACTS in Need: Automatic Configuration Tuning with Scalability Guarantees

1 code implementation4 Aug 2017 Yuqing Zhu, Jianxun Liu, Mengying Guo, Wenlong Ma, Yungang Bao

To support the variety of Big Data use cases, many Big Data related systems expose a large number of user-specifiable configuration parameters.

Distributed, Parallel, and Cluster Computing

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