Automating Distributed Tiered Storage Management in Cluster Computing
Summary: Automates distributed storage tiering across HDFS tiers with a general framework. Uses incremental ML to predict file accesses and trigger migrations, adapting to workload changes; evaluation shows gains in performance and cluster efficiency. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Herodotos Herodotou (Cyprus University of Technology)
- 2. Elena Kakoulli (Cyprus University of Technology)
BibTeX Citation
@article{herodotou_vldb20,
title = {{Automating Distributed Tiered Storage Management in Cluster Computing}},
author = {Herodotou, Herodotos and Kakoulli, Elena},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {1},
pages = {43--56},
doi = {10.14778/3357377.3357381},
url = {https://doi.org/10.14778/3357377.3357381},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,600 | Proteus: Autonomous Adaptive Storage for Mixed Workloads | 2022 | SIGMOD | 5.737874e-05 |
| 8,538 | SA-LSM: Optimize Data Layout for LSM-tree Based Storage using Survival Analysis | 2022 | VLDB | 5.3197798e-05 |
| 9,311 | VIP Hashing - Adapting to Skew in Popularity of Data on the Fly | 2022 | VLDB | 5.1955151e-05 |
| 9,348 | FEC: Efficient Deep Recommendation Model Training with Flexible Embedding Communication | 2023 | SIGMOD | 5.1886102e-05 |
| 9,830 | Trident: Task Scheduling over Tiered Storage Systems in Big Data Platforms | 2021 | VLDB | 5.1230071e-05 |
| 9,956 | CloudJump II: Optimizing Cloud Databases for Shared Storage | 2025 | SIGMOD | 5.1014161e-05 |
| 10,507 | ReStore: A Reinforcement Learning Approach for Data Migration in Multi-Tiered Storage | 2026 | SIGMOD | 4.9769913e-05 |
| 11,003 | ReStore-in-Action: Adaptive Multi-Tier Storage Management via Intelligent Data Migration Policy | 2026 | VLDB | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,073 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.00012163258 |
| 1,524 | Trekking Through Siberia: Managing Cold Data in a Memory-Optimized Database | 2014 | VLDB | 0.0001036095 |
| 1,665 | SkimpyStash: RAM Space Skimpy Key-Value Store on Flash-based Storage | 2011 | SIGMOD | 9.9368451e-05 |
| 2,285 | A Platform for Scalable One-Pass Analytics using MapReduce | 2011 | SIGMOD | 8.6924793e-05 |
| 3,300 | Compacting Transactional Data in Hybrid OLTP&OLAP Databases | 2012 | VLDB | 7.4408259e-05 |
| 5,321 | OctopusFS: A Distributed File System with Tiered Storage Management | 2017 | SIGMOD | 6.1812079e-05 |
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| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,117 | Resource Elasticity for Large-Scale Machine Learning | 2015 | SIGMOD |
| 2 | 3,977 | Take me to your leader! Online Optimization of Distributed Storage Configurations | 2015 | VLDB |
| 3 | 6,769 | Understanding Insights into the Basic Structure and Essential Issues of Table Placement Methods in Clusters | 2013 | VLDB |
| 4 | 6,424 | A Hadoop Based Distributed Loading Approach to Parallel Data Warehouses | 2011 | SIGMOD |
| 5 | 3,029 | Autoscaling Tiered Cloud Storage in Anna | 2019 | VLDB |
| 6 | 11,003 | ReStore-in-Action: Adaptive Multi-Tier Storage Management via Intelligent Data Migration Policy | 2026 | VLDB |
| 7 | 10,507 | ReStore: A Reinforcement Learning Approach for Data Migration in Multi-Tiered Storage | 2026 | SIGMOD |
| 8 | 13,840 | OctopusFS in Action: Tiered Storage Management for Data Intensive Computing | 2018 | VLDB |
| 9 | 9,830 | Trident: Task Scheduling over Tiered Storage Systems in Big Data Platforms | 2021 | VLDB |
| 10 | 5,321 | OctopusFS: A Distributed File System with Tiered Storage Management | 2017 | SIGMOD |