A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms

Summary: A comparative benchmark of four platforms for large-scale ML inference across five hierarchical-model tasks. Uses 70,000 EC2 hours to compare runtimes, tuning, and programming effort, highlighting data-management tradeoffs for DB researchers. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4811
Venue: SIGMOD
Year: 2014
Pagerank: 7.0702034e-05
Overall Rank: 3,460 | 75.96%
DOI: 10.1145/2588555.2593680

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
395	One Trillion Edges: Graph Processing at Facebook-Scale	2015	VLDB	0.00024440144
832	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016089705
1,283	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012826013
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
3,953	A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics	2018	VLDB	6.5896733e-05
6,321	The BUDS Language for Distributed Bayesian Machine Learning	2017	SIGMOD	5.1075833e-05
9,337	PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development	2018	SIGMOD	4.351469e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
3	Pig Latin: A Not-So-Foreign Language for Data Processing	2008	SIGMOD	0.0024217964
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019040811
139	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042320525
543	MLbase: A Distributed Machine-learning System	2013	CIDR	0.0002050918
1,165	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.00013567206
1,375	SQLEM: Fast Clustering in SQL using the EM Algorithm	2000	SIGMOD	0.00012321024
1,494	Ricardo: Integrating R and Hadoop	2010	SIGMOD	0.00011677793

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