Indexed Fast Network Proximity Querying
Summary: I-Chopper: scalable index for random-walk proximity on billion-node graphs, marrying graph-partitioning with fast iterative Chebyshev-based processing. Hybrid inversion-like speed with compact storage improves convergence, reduces index size for top-k proximity queries on real networks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mustafa Coşkun
- 2. Ananth Grama
- 3. Mehmet Koyutürk
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,086 | Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach | 2022 | SIGMOD | 4.8381004e-05 |
| 9,245 | Efficient Resistance Distance Computation: the Power of Landmark-based Approaches | 2023 | SIGMOD | 4.3690661e-05 |
| 9,325 | Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches | 2023 | SIGMOD | 4.3556432e-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 |
|---|---|---|---|---|
| 486 | Fast Incremental and Personalized PageRank | 2011 | VLDB | 0.00022068545 |
| 768 | PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks | 2011 | VLDB | 0.00016919065 |
| 1,641 | Fast and Exact Top-k Search for Random Walk with Restart | 2012 | VLDB | 0.00011047924 |
| 1,920 | Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs | 2014 | SIGMOD | 0.00010090791 |
| 2,098 | Efficient Ad-hoc Search for Personalized PageRank | 2013 | SIGMOD | 9.5480012e-05 |
| 2,210 | BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs | 2015 | SIGMOD | 9.2856573e-05 |
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