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Resource Elasticity for Large-Scale Machine Learning

Summary: Resource elasticity for declarative large-scale ML using memory-aware optimization and runtime plan migration. Introduces a memory-optimizer for near-optimal memory configurations and dynamic plan migration under YARN-style resource negotiation; up to 21x gains with low overhead and no static provisioning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5050
Venue
SIGMOD
Year
2015
Pagerank
5.9045148e-05
Overall Rank
4,807 | 66.60%
DOI
10.1145/2723372.2749432

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank Citing Paper Year Venue Pagerank
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
832 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016089705
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
4,508 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.1261819e-05
4,835 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 5.8861112e-05
5,997 DLRover-RM: Resource Optimization for Deep Recommendation Models Training in the Cloud 2024 VLDB 5.2365238e-05
7,291 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 4.7677422e-05
8,258 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 4.5424271e-05
9,331 BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach 2023 SIGMOD 4.351469e-05
11,391 CDI-E: An Elastic Cloud Service for Data Engineering 2022 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 29 of 29 cited papers.

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

Rank Cited Paper Year Venue Pagerank
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
258 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00030196528
758 Materialization Optimizations for Feature Selection Workloads 2014 SIGMOD 0.00017053915
866 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00015771189
887 Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms 2011 SIGMOD 0.00015561082
1,044 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00014465007
1,074 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00014238255
1,120 Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration 2011 VLDB 0.00013846732
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
1,533 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011462982
1,678 Fuxi: a Fault-Tolerant Resource Management and Job Scheduling System at Internet Scale 2014 VLDB 0.00010928011
1,768 ParaTimer: A Progress Indicator for MapReduce DAGs 2010 SIGMOD 0.00010608933
2,247 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 9.201975e-05
2,421 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 8.8471956e-05
2,479 Efficient Use of the Query Optimizer for Automated Physical Design 2007 VLDB 8.6836615e-05
2,672 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.3334428e-05
2,834 Automatic Physical Design Tuning: Workload as a Sequence 2006 SIGMOD 8.0468556e-05
2,855 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.013421e-05
3,276 Configuration-Parametric Query Optimization for Physical Design Tuning 2008 SIGMOD 7.2880761e-05
3,650 Accordion: Elastic Scalability for Database Systems Supporting Distributed Transactions 2014 VLDB 6.8746996e-05
4,517 A Characterization of the Sensitivity of Query Optimization to Storage Access Cost Parameters 2003 SIGMOD 6.1143396e-05
4,913 Machine Learning for Big Data 2013 SIGMOD 5.8320287e-05
5,012 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 5.7543101e-05
6,160 Compression Aware Physical Database Design 2011 VLDB 5.1750659e-05
6,540 Profiling R on a Contemporary Processor 2015 VLDB 5.0168106e-05
7,051 REEF: Retainable Evaluator Execution Framework 2013 VLDB 4.844678e-05
7,132 Incremental Elasticity For Array Databases 2014 SIGMOD 4.817779e-05
7,298 MRTuner: A Toolkit to Enable Holistic Optimization for MapReduce Jobs 2014 VLDB 4.7651301e-05
9,666 Breaking the Chains: On Declarative Data Analysis and Data Independence in the Big Data Era 2014 VLDB 4.3040577e-05
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