Lynceus: Cost-efficient Tuning and Provisioning of Data Analytic Jobs

6 May 2019

Papers citing "Lynceus: Cost-efficient Tuning and Provisioning of Data Analytic Jobs"

5 / 5 papers shown

Title
A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs Wenyu Wang Zheyi Fan Szu Hui Ng 38 0 0 24 May 2024
Predicting the Performance-Cost Trade-off of Applications Across Multiple Systems Amir Nassereldine Safaa Diab M. Baydoun Kenneth Leach M. Alt D. Milojicic I. E. Hajj 22 3 0 04 Apr 2023
HyperJump: Accelerating HyperBand via Risk Modelling Pedro Mendes Maria Casimiro Paolo Romano David Garlan 22 8 0 05 Aug 2021
With Great Freedom Comes Great Opportunity: Rethinking Resource Allocation for Serverless Functions Muhammad Bilal Marco Canini Rodrigo Fonseca Rodrigo Rodrigues 36 38 0 31 May 2021
TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling Pedro Mendes Maria Casimiro Paolo Romano David Garlan 22 18 0 09 Nov 2020