Automatic database management system tuning through large-scale machine learning

D Van Aken, A Pavlo, GJ Gordon, B Zhang - Proceedings of the 2017 …, 2017 - dl.acm.org
Database management system (DBMS) configuration tuning is an essential aspect of any
data-intensive application effort. But this is historically a difficult task because DBMSs have …

[PDF][PDF] Self-Driving Database Management Systems.

A Pavlo, G Angulo, J Arulraj, H Lin, J Lin, L Ma… - CIDR, 2017 - 15721.courses.cs.cmu.edu
In the last two decades, both researchers and vendors have built advisory tools to assist
database administrators (DBAs) in various aspects of system tuning and physical design …

Relational cloud: A database-as-a-service for the cloud

C Curino, EPC Jones, RA Popa, N Malviya, E Wu… - 2011 - dspace.mit.edu
This paper introduces a new transactional “database-as-a-service”(DBaaS) called
Relational Cloud. A DBaaS promises to move much of the operational burden of …

Tuning database configuration parameters with ituned

S Duan, V Thummala, S Babu - Proceedings of the VLDB Endowment, 2009 - dl.acm.org
Database systems have a large number of configuration parameters that control memory
distribution, I/O optimization, costing of query plans, parallelism, many aspects of logging …

VCONF: a reinforcement learning approach to virtual machines auto-configuration

J Rao, X Bu, CZ Xu, L Wang, G Yin - Proceedings of the 6th international …, 2009 - dl.acm.org
Virtual machine (VM) technology enables multiple VMs to share resources on the same host.
Resources allocated to the VMs should be re-configured dynamically in response to the …

Predicting query execution time: Are optimizer cost models really unusable?

W Wu, Y Chi, S Zhu, J Tatemura… - 2013 IEEE 29th …, 2013 - ieeexplore.ieee.org
Predicting query execution time is useful in many database management issues including
admission control, query scheduling, progress monitoring, and system sizing. Recently the …

Green cloud computing and environmental sustainability

S Kumar, R Buyya - Harnessing green IT: principles and …, 2012 - Wiley Online Library
Cloud computing is a highly scalable and cost‐effective infrastructure for running HPC,
enterprise and Web applications. However, the growing demand of Cloud infrastructure has …

Zephyr: live migration in shared nothing databases for elastic cloud platforms

AJ Elmore, S Das, D Agrawal, A El Abbadi - Proceedings of the 2011 …, 2011 - dl.acm.org
Multitenant data infrastructures for large cloud platforms hosting hundreds of thousands of
applications face the challenge of serving applications characterized by small data footprint …

Cloud-hosted databases: technologies, challenges and opportunities

S Sakr - Cluster Computing, 2014 - Springer
One of the main advantages of the cloud computing paradigm is that it simplifies the time-
consuming processes of hardware provisioning, hardware purchasing and software …

Dejavu: accelerating resource allocation in virtualized environments

N Vasić, D Novaković, S Miučin, D Kostić… - Proceedings of the …, 2012 - dl.acm.org
Effective resource management of virtualized environments is a challenging task. State-of-
the-art management systems either rely on analytical models or evaluate resource …