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Bellwether-Config
BEETLE: Finding New Configurations by Borrowing from Old Ones
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rahlk
opened
6 years ago
rahlk
commented
6 years ago
1. Introduction
1.1 Contributions
1.2 Research Questions
2. Problem Formalization
3. Transfer Learning in Configuration Optimization
3.1 Pooyan
3.2 Waterloo
4. Bellwethers: A simpler Approach
5. Experimental Setup
5.1 Subject Systems
5.2 Experimental Rig
6. Results
6.1 RQ1,2,3,4
7. Discussion
7.1 Does dataset matter?
7.2 Does sample size of the bellwether matter?
7.3 Tradeoff between sample size (of bellwether) vs. ME
7.4 Tradeoff between hyperparameters of RQ3 and ME
7.5 Bellwether for latency does not work on threshold
8 Threats to Validity
9 Conclusion
rahlk
commented
6 years ago
@vivekaxl 7.2
1. Introduction
2. Problem Formalization
3. Transfer Learning in Configuration Optimization
4. Bellwethers: A simpler Approach
5. Experimental Setup
6. Results
7. Discussion
8 Threats to Validity
9 Conclusion