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WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases

Summary: WiSeDB: holistic workload management for cloud DBs—provisioning, placement, scheduling via decision-tree models. Adaptive offline-to-online learning adapts to stricter or looser goals with minimal retraining, enabling cost-aware batch and online scheduling. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11367
Venue
VLDB
Year
2016
Pagerank
7.3531422e-05
Overall Rank
3,222 | 77.61%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
3,435 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.0946114e-05
4,592 Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift 2023 SIGMOD 6.056004e-05
4,966 Releasing Cloud Databases from the Chains of Performance Prediction Models 2017 CIDR 5.7949047e-05
5,373 Fine-Grained Modeling and Optimization for Intelligent Resource Management in Big Data Processing 2022 VLDB 5.5410059e-05
5,443 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 5.5020716e-05
5,643 Intelligent Scaling in Amazon Redshift 2024 SIGMOD 5.3949759e-05
5,729 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 5.3499416e-05
5,844 Stage: Query Execution Time Prediction in Amazon Redshift 2024 SIGMOD 5.3060581e-05
6,774 A Unified Transferable Model for ML-Enhanced DBMS 2022 CIDR 4.9253635e-05
8,585 A Spark Optimizer for Adaptive, Fine-Grained Parameter Tuning 2024 VLDB 4.4856045e-05
8,961 T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees 2025 SIGMOD 4.4171776e-05
10,733 Improving DBMS Scheduling Decisions with Accurate Performance Prediction on Concurrent Queries 2025 VLDB 4.1905499e-05
10,935 Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB 2024 SIGMOD 4.1905499e-05
11,491 Toto - Benchmarking the Efficiency of a Cloud Service 2021 SIGMOD 4.1905499e-05
11,639 Automated Performance Management for the Big Data Stack 2019 CIDR 4.1905499e-05
11,673 Cost-Effective, Workload-Adaptive Migration of Big Data Applications to the Cloud 2019 SIGMOD 4.1905499e-05
11,682 NashDB: Fragmentation, Replication, and Provisioning using Economic Methods 2019 VLDB 4.1905499e-05
11,825 Lifting the Haze off the Cloud: A Consumer-Centric Market for Database Computation in the Cloud 2017 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
716 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.00017623897
1,387 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012249858
1,817 iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs 2011 VLDB 0.00010428319
3,484 Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs 2013 SIGMOD 7.0481876e-05
3,811 Changing the Face of Database Cloud Services with Personalized Service Level Agreements 2015 CIDR 6.7372095e-05
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