Topology-aware Parallel Data Processing: Models, Algorithms and Systems at Scale
Summary: Presents a topology-aware parallel model that jointly captures computation and communication costs and yields algorithms with theoretical guarantees for aggregation, join, and sorting. Demonstrates scalable system implementations that achieve orders-of-magnitude speedups over topology-oblivious baselines. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Spyros Blanas (Ohio State University)
- 2. Paraschos Koutris (University of Wisconsin)
- 3. Anastasios Sidiropoulos (University of Illinois Chicago)
BibTeX Citation
@inproceedings{blanas_cidr20,
address = {Amsterdam, Netherlands},
series = {{CIDR} '20},
title = {{Topology-aware Parallel Data Processing: Models, Algorithms and Systems at Scale}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Blanas, Spyros and Koutris, Paraschos and Sidiropoulos, Anastasios},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,160 | DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines | 2022 | CIDR | 5.6855887e-05 |
| 7,899 | Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms | 2021 | VLDB | 5.5195553e-05 |
| 11,132 | Topology-aware Parallel Joins | 2024 | PODS | 5.093636e-05 |
| 11,360 | Templating Shuffles | 2023 | CIDR | 5.093636e-05 |
| 11,634 | Algorithms for a Topology-aware Massively Parallel Computation Model | 2021 | PODS | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 481 | Practical Skew Handling in Parallel Joins | 1992 | VLDB | 0.00017780716 |
| 976 | The End of Slow Networks: It's Time for a Redesign | 2016 | VLDB | 0.00012864533 |
| 1,207 | Communication Steps for Parallel Query Processing | 2013 | PODS | 0.00011663155 |
| 1,448 | Skew in Parallel Query Processing | 2014 | PODS | 0.00010758872 |
| 1,596 | Adaptive Parallel Aggregation Algorithms | 1995 | SIGMOD | 0.00010247091 |
| 1,998 | A Worst-Case Optimal Multi-Round Algorithm for Parallel Computation of Conjunctive Queries | 2017 | PODS | 9.3363505e-05 |
| 2,462 | Output-optimal Parallel Algorithms for Similarity Joins | 2017 | PODS | 8.5487602e-05 |
| 7,111 | Submodularity of Distributed Join Computation | 2018 | SIGMOD | 5.69924e-05 |
| 9,100 | Chasing Similarity: Distribution-aware Aggregation Scheduling | 2019 | VLDB | 5.3250075e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,032 | Logical Aspects of Massively Parallel and Distributed Systems | 2016 | PODS |
| 2 | 1,076 | High-Speed Query Processing over High-Speed Networks | 2016 | VLDB |
| 3 | 8,091 | Parallelism-Optimizing Data Placement for Faster Data-Parallel Computations | 2023 | VLDB |
| 4 | 1,875 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB |
| 5 | 1,246 | Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows | 2018 | VLDB |
| 6 | 1,320 | From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System | 2015 | SIGMOD |
| 7 | 3,578 | Advanced Join Strategies for Large-Scale Distributed Computation | 2014 | VLDB |
| 8 | 4,244 | Algorithmic Aspects of Parallel Query Processing | 2018 | SIGMOD |
| 9 | 11,132 | Topology-aware Parallel Joins | 2024 | PODS |
| 10 | 11,634 | Algorithms for a Topology-aware Massively Parallel Computation Model | 2021 | PODS |