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Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud

Summary: Distributed GraphLab extends graph-parallel ML/DM to the cloud with strong data consistency. Introduces graph-based pipelined locking and data versioning to reduce network latency, adds Chandy-Lamport snapshot fault tolerance, and demonstrates 1–2 orders of magnitude speedups over Hadoop on EC2. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10514
Venue
VLDB
Year
2012
Pagerank
0.0007522744
Overall Rank
37 | 99.75%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 123 citing papers.

Rank Citing Paper Year Venue Pagerank
4,696 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 5.9911301e-05
4,798 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 5.9121709e-05
4,830 Systems for Big-Graphs 2014 VLDB 5.8924342e-05
4,845 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 5.8795333e-05
4,906 Machine Learning for Big Data 2013 SIGMOD 5.8389053e-05
4,921 Efficient Cohesive Subgraphs Detection in Parallel 2014 SIGMOD 5.8237536e-05
5,017 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 5.7574792e-05
5,052 HET-GMP: A Graph-based System Approach to Scaling Large Embedding Model Training 2022 SIGMOD 5.7337977e-05
5,211 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 5.6284829e-05
5,257 Probabilistic Demand Forecasting at Scale 2017 VLDB 5.6003925e-05
5,298 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 5.5799987e-05
5,688 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 5.3702808e-05
5,788 MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing 2015 VLDB 5.3273911e-05
5,907 IBM Db2 Graph: Supporting Synergistic and Retrofittable Graph Queries Inside IBM Db2 2020 SIGMOD 5.2776711e-05
5,949 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 5.2595857e-05
5,988 NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access 2022 SIGMOD 5.2430981e-05
6,017 A Distributed Algorithm for Large-Scale Generalized Matching 2013 VLDB 5.2415551e-05
6,058 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.2310254e-05
6,105 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.2078702e-05
6,146 Distributed Graph Simulation: Impossibility and Possibility 2014 VLDB 5.1857597e-05
6,193 Incrementalization of Graph Partitioning Algorithms 2020 VLDB 5.1632545e-05
6,216 Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing 2020 SIGMOD 5.1534945e-05
6,446 Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning 2024 SIGMOD 5.0588808e-05
6,471 Dynamic Parameter Allocation in Parameter Servers 2020 VLDB 5.0511668e-05
6,566 Reliable Data Distillation on Graph Convolutional Network 2020 SIGMOD 5.0074274e-05
6,730 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 4.9479867e-05
6,835 Adaptive Asynchronous Parallelization of Graph Algorithms 2018 SIGMOD 4.91158e-05
7,004 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 4.8656632e-05
7,125 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 4.8246382e-05
7,257 CAVE: Concurrency-Aware Graph Processing on SSDs 2024 SIGMOD 4.786584e-05
7,279 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 4.779057e-05
7,294 Optimization for iterative queries on MapReduce 2014 VLDB 4.773119e-05
7,352 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 4.753996e-05
7,363 An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs 2022 VLDB 4.7523184e-05
7,402 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 4.7392415e-05
7,589 Using Domain-Specific Languages For Analytic Graph Databases 2016 VLDB 4.7030207e-05
7,652 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 4.6875579e-05
7,687 Experimental Analysis of Distributed Graph Systems 2018 VLDB 4.677974e-05
7,801 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 4.6469803e-05
8,025 Just Move It! Dynamic Parameter Allocation in Action 2021 VLDB 4.6031105e-05
8,070 The shortest path is not always a straight line: Leveraging semi-metricity in graph analysis 2016 VLDB 4.5932982e-05
8,115 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 4.5816155e-05
8,238 Galaxybase: A High Performance Native Distributed Graph Database for HTAP 2024 VLDB 4.5527159e-05
8,298 Community Level Diffusion Extraction 2015 SIGMOD 4.5435639e-05
8,399 UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics 2015 VLDB 4.5257744e-05
8,648 NScale: Neighborhood-centric Analytics on Large Graphs 2014 VLDB 4.4763421e-05
8,669 Distributed Set Reachability 2016 SIGMOD 4.4718257e-05
8,968 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 4.4190464e-05
9,072 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 4.4024417e-05
9,127 ExtraV: Boosting Graph Processing Near Storage with a Coherent Accelerator 2017 VLDB 4.3913602e-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
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019005923
328 An Architecture for Parallel Topic Models 2010 VLDB 0.0002728514
660 Large Graph Processing in the Cloud 2010 SIGMOD 0.00018493984
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