Next cache line and set prediction
ISCA '95 Proceedings of the 22nd annual international symposium on Computer architecture
Modeling high-dimensional index structures using sampling
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Dead-block prediction & dead-block correlating prefetchers
ISCA '01 Proceedings of the 28th annual international symposium on Computer architecture
Timekeeping in the memory system: predicting and optimizing memory behavior
ISCA '02 Proceedings of the 29th annual international symposium on Computer architecture
An Efficient Cost-Driven Index Selection Tool for Microsoft SQL Server
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Mariposa: a wide-area distributed database system
The VLDB Journal — The International Journal on Very Large Data Bases
Providing Database as a Service
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
CORDS: automatic discovery of correlations and soft functional dependencies
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Bypass Caching: Making Scientific Databases Good Network Citizens
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Extending the Linear Model with R (Texts in Statistical Science)
Extending the Linear Model with R (Texts in Statistical Science)
Locality of sampling and diversity in parallel system workloads
Proceedings of the 21st annual international conference on Supercomputing
Modeling correlated workloads by combining model based clustering and a localized sampling algorithm
Proceedings of the 21st annual international conference on Supercomputing
Plan selection based on query clustering
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Efficient use of the query optimizer for automated physical design
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Online Index Recommendations for High-Dimensional Databases Using Query Workloads
IEEE Transactions on Knowledge and Data Engineering
Counter-Based Cache Replacement and Bypassing Algorithms
IEEE Transactions on Computers
Configuration-parametric query optimization for physical design tuning
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
An Economic Model for Self-Tuned Cloud Caching
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Database Management as a Service: Challenges and Opportunities
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Automated physical design in database caches
ICDEW '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering Workshop
Modeling Job Arrival Process with Long Range Dependence and Burstiness Characteristics
CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
Predictable performance for unpredictable workloads
Proceedings of the VLDB Endowment
Correlation maps: a compressed access method for exploiting soft functional dependencies
Proceedings of the VLDB Endowment
Modeling Parallel System Workloads with Temporal Locality
Job Scheduling Strategies for Parallel Processing
Modeling job arrivals in a data-intensive grid
JSSPP'06 Proceedings of the 12th international conference on Job scheduling strategies for parallel processing
A workload-driven unit of cache replacement for mid-tier database caching
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
How to price shared optimizations in the cloud
Proceedings of the VLDB Endowment
Cost models for view materialization in the cloud
Proceedings of the 2012 Joint EDBT/ICDT Workshops
RDF data management in the Amazon cloud
Proceedings of the 2012 Joint EDBT/ICDT Workshops
AMADA: web data repositories in the amazon cloud
Proceedings of the 21st ACM international conference on Information and knowledge management
Web data indexing in the cloud: efficiency and cost reductions
Proceedings of the 16th International Conference on Extending Database Technology
Cost exploration of data sharings in the cloud
Proceedings of the 16th International Conference on Extending Database Technology
COCCUS: self-configured cost-based query services in the cloud
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Optimized data management for e-learning in the clouds towards Cloodle
Proceedings of the Fourth Symposium on Information and Communication Technology
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Emerging providers of online services offer access to data collections. Such data service providers need to build data structures, e.g. materialized views and indexes, in order to offer better performance for user query execution. The cost of such structures is charged to the user as part of the overall query service cost. In order to ensure the economic viability of the provider, the building and maintenance cost of new structures has to be amortized to a set of prospective query services that will use them. This work proposes a novel stochastic model that predicts the extent of cost amortization in time and number of services. The model is completed with a novel method that regresses query traffic statistics and provides input to the prediction model. In order to demonstrate the effectiveness of the prediction model, we study its application on an extension of an existing economy model for the management of a cloud DBMS. A thorough experimental study shows that the prediction model ensures the economic viability of the cloud DBMS while enabling the offer of fast and cheap query services.