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 |
|---|---|---|---|---|
| 6,878 | DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines | 2022 | CIDR | 5.657878e-05 |
| 7,451 | Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms | 2021 | VLDB | 5.5236802e-05 |
| 11,480 | Topology-aware Parallel Joins | 2024 | PODS | 4.9793485e-05 |
| 11,676 | Templating Shuffles | 2023 | CIDR | 4.9793485e-05 |
| 11,941 | Algorithms for a Topology-aware Massively Parallel Computation Model | 2021 | PODS | 4.9793485e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 489 | Practical Skew Handling in Parallel Joins | 1992 | VLDB | 0.00017441895 |
| 945 | The End of Slow Networks: It's Time for a Redesign | 2016 | VLDB | 0.00012939225 |
| 1,231 | Communication Steps for Parallel Query Processing | 2013 | PODS | 0.00011410373 |
| 1,481 | Skew in Parallel Query Processing | 2014 | PODS | 0.00010539119 |
| 1,628 | Adaptive Parallel Aggregation Algorithms | 1995 | SIGMOD | 0.00010037937 |
| 2,043 | A Worst-Case Optimal Multi-Round Algorithm for Parallel Computation of Conjunctive Queries | 2017 | PODS | 9.1406885e-05 |
| 2,464 | Output-optimal Parallel Algorithms for Similarity Joins | 2017 | PODS | 8.4260608e-05 |
| 7,259 | Submodularity of Distributed Join Computation | 2018 | SIGMOD | 5.5716049e-05 |
| 9,215 | Chasing Similarity: Distribution-aware Aggregation Scheduling | 2019 | VLDB | 5.2056826e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,327 | Logical Aspects of Massively Parallel and Distributed Systems | 2016 | PODS |
| 2 | 1,028 | High-Speed Query Processing over High-Speed Networks | 2016 | VLDB |
| 3 | 7,356 | Parallelism-Optimizing Data Placement for Faster Data-Parallel Computations | 2023 | VLDB |
| 4 | 1,862 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB |
| 5 | 1,249 | Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows | 2018 | VLDB |
| 6 | 1,292 | From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System | 2015 | SIGMOD |
| 7 | 3,636 | Advanced Join Strategies for Large-Scale Distributed Computation | 2014 | VLDB |
| 8 | 4,337 | Algorithmic Aspects of Parallel Query Processing | 2018 | SIGMOD |
| 9 | 11,480 | Topology-aware Parallel Joins | 2024 | PODS |
| 10 | 11,941 | Algorithms for a Topology-aware Massively Parallel Computation Model | 2021 | PODS |