NScale: Neighborhood-centric Analytics on Large Graphs
Summary: NSCALE enables neighborhood-centric analytics on large graphs, programming at the subgraph level instead of per-vertex. GEL extraction/loading, YARN-based distribution, and overlap-aware execution minimize memory and I/O, delivering orders-of-magnitude gains. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Abdul Quamar
- 2. Amol Deshpande
- 3. Jimmy Lin
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,017 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD | 5.7574792e-05 |
| 5,570 | iTurboGraph: Scaling and Automating Incremental Graph Analytics | 2021 | SIGMOD | 5.4284968e-05 |
| 6,709 | Big Graph Analytics Systems | 2016 | SIGMOD | 4.9529145e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 37 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.0007522744 |
| 574 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB | 0.00019883211 |
| 582 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB | 0.00019723083 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,678 | Navigating the Maze of Graph Analytics Frameworks using Massive Graph Datasets | 2014 | SIGMOD | 0.00010933417 |
| 9,367 | HiNGE: Enabling Temporal Network Analytics at Scale | 2013 | SIGMOD | 4.3484215e-05 |
| 3,287 | GraphScope: A Unified Engine For Big Graph Processing | 2021 | VLDB | 7.2739447e-05 |
| 5,017 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD | 5.7574792e-05 |
| 7,687 | Experimental Analysis of Distributed Graph Systems | 2018 | VLDB | 4.677974e-05 |
| 7,402 | A General-Purpose Query-Centric Framework for Querying Big Graphs | 2016 | VLDB | 4.7392415e-05 |
| 5,788 | MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing | 2015 | VLDB | 5.3273911e-05 |
| 1,877 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB | 0.00010236803 |
| 3,129 | Scalable Big Graph Processing in MapReduce | 2014 | SIGMOD | 7.5008242e-05 |
| 1,294 | Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis | 2013 | VLDB | 0.00012779484 |