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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
10515
Venue
VLDB
Year
2012
Pagerank
0.00075263552
Overall Rank
39 | 99.74%
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
4,694 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 5.985448e-05
4,801 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 5.906922e-05
4,834 Systems for Big-Graphs 2014 VLDB 5.8867916e-05
4,845 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 5.8731048e-05
4,913 Machine Learning for Big Data 2013 SIGMOD 5.8320287e-05
4,927 Efficient Cohesive Subgraphs Detection in Parallel 2014 SIGMOD 5.8181623e-05
5,014 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 5.7519428e-05
5,169 HET-GMP: A Graph-based System Approach to Scaling Large Embedding Model Training 2022 SIGMOD 5.642415e-05
5,215 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 5.6231911e-05
5,265 Probabilistic Demand Forecasting at Scale 2017 VLDB 5.5950627e-05
5,302 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 5.5746393e-05
5,699 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 5.3655096e-05
5,780 MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing 2015 VLDB 5.327262e-05
5,898 IBM Db2 Graph: Supporting Synergistic and Retrofittable Graph Queries Inside IBM Db2 2020 SIGMOD 5.2808882e-05
5,951 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 5.2547916e-05
5,992 NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access 2022 SIGMOD 5.2380905e-05
6,021 A Distributed Algorithm for Large-Scale Generalized Matching 2013 VLDB 5.2365238e-05
6,063 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.2259989e-05
6,097 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.2078413e-05
6,119 Distributed Graph Simulation: Impossibility and Possibility 2014 VLDB 5.1991813e-05
6,195 Incrementalization of Graph Partitioning Algorithms 2020 VLDB 5.1583102e-05
6,209 Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing 2020 SIGMOD 5.1508692e-05
6,443 Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning 2024 SIGMOD 5.0540558e-05
6,482 Dynamic Parameter Allocation in Parameter Servers 2020 VLDB 5.0396586e-05
6,553 Reliable Data Distillation on Graph Convolutional Network 2020 SIGMOD 5.0100594e-05
6,834 Adaptive Asynchronous Parallelization of Graph Algorithms 2018 SIGMOD 4.9072544e-05
7,003 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 4.8609956e-05
7,121 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 4.8200109e-05
7,179 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 4.803776e-05
7,256 CAVE: Concurrency-Aware Graph Processing on SSDs 2024 SIGMOD 4.7819929e-05
7,292 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 4.7676734e-05
7,293 Optimization for iterative queries on MapReduce 2014 VLDB 4.7668182e-05
7,349 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 4.7496514e-05
7,359 An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs 2022 VLDB 4.7477556e-05
7,402 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 4.7346959e-05
7,592 Using Domain-Specific Languages For Analytic Graph Databases 2016 VLDB 4.6985656e-05
7,673 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 4.6772845e-05
7,688 Experimental Analysis of Distributed Graph Systems 2018 VLDB 4.6735925e-05
7,803 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 4.6425237e-05
8,052 Just Move It! Dynamic Parameter Allocation in Action 2021 VLDB 4.5925868e-05
8,074 The shortest path is not always a straight line: Leveraging semi-metricity in graph analysis 2016 VLDB 4.58889e-05
8,120 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 4.5772218e-05
8,218 Galaxybase: A High Performance Native Distributed Graph Database for HTAP 2024 VLDB 4.5515694e-05
8,292 Community Level Diffusion Extraction 2015 SIGMOD 4.5392079e-05
8,397 UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics 2015 VLDB 4.5208365e-05
8,627 NScale: Neighborhood-centric Analytics on Large Graphs 2014 VLDB 4.4770285e-05
8,667 Distributed Set Reachability 2016 SIGMOD 4.467539e-05
8,974 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 4.4148109e-05
9,070 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 4.3982218e-05
9,125 ExtraV: Boosting Graph Processing Near Storage with a Coherent Accelerator 2017 VLDB 4.3871509e-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 0.0019040811
330 An Architecture for Parallel Topic Models 2010 VLDB 0.00027271063
660 Large Graph Processing in the Cloud 2010 SIGMOD 0.0001849668
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