Query-based workload forecasting for self-driving database management systems

L Ma, D Van Aken, A Hefny, G Mezerhane… - Proceedings of the …, 2018 - dl.acm.org
The first step towards an autonomous database management system (DBMS) is the ability to
model the target application's workload. This is necessary to allow the system to anticipate …

Autonomic workload performance tuning in large-scale data repositories

B Raza, A Sher, S Afzal, AK Malik, A Anjum… - … and Information Systems, 2019 - Springer
The workload in large-scale data repositories involves concurrent users and contains
homogenous and heterogeneous data. The large volume of data, dynamic behavior and …

[HTML][HTML] Self-driving database systems: a conceptual approach

J Kossmann, R Schlosser - Distributed and Parallel Databases, 2020 - Springer
Challenges for self-driving database systems, which tune their physical design and
configuration autonomously, are manifold: Such systems have to anticipate future …

Fuzzy modeling based resource management for virtualized database systems

L Wang, J Xu, M Zhao, Y Tu… - 2011 IEEE 19th Annual …, 2011 - ieeexplore.ieee.org
The hosting of databases on virtual machines (VMs) has great potential to improve the
efficiency of resource utilization and the ease of deployment of database systems. This …

Polycert: Polymorphic self-optimizing replication for in-memory transactional grids

M Couceiro, P Romano, L Rodrigues - ACM/IFIP/USENIX International …, 2011 - Springer
In-memory NoSQL transactional data grids are emerging as an attractive alternative to
conventional relational distributed databases. In these platforms, replication plays a role of …

Towards workload shift detection and prediction for autonomic databases

M Holze, N Ritter - Proceedings of the ACM first Ph. D. workshop in …, 2007 - dl.acm.org
Due to the complexity of industry-scale database systems, the total cost of ownership for
these systems is no longer dominated by hardware and software, but by administration …

Autonomic databases: Detection of workload shifts with n-gram-models

M Holze, N Ritter - Advances in Databases and Information Systems: 12th …, 2008 - Springer
Autonomic databases are intended to reduce the total cost of ownership for a database
system by providing self-management functionality. The self-management decisions heavily …

Chasing the optimum in replicated in-memory transactional platforms via protocol adaptation

M Couceiro, P Ruivo, P Romano… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Replication plays an essential role for in-memory distributed transactional platforms, given
that it represents the primary means to ensure data durability. Unfortunately, no single …

Application-aware cross-layer virtual machine resource management

L Wang, J Xu, M Zhao - Proceedings of the 9th international conference …, 2012 - dl.acm.org
Existing resource management solutions in datacenters and cloud systems typically treat
VMs as black boxes when making resource allocation decisions. This paper advocates the …

Policy-based enforcement of database security configuration through autonomic capabilities

G Jabbour, DA Menascé - Fourth International Conference on …, 2008 - ieeexplore.ieee.org
Significant emphasis has been placed recently on the hardening of databases and on
regular audits of such systems by independent auditors and certified Information Systems …