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A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics

Summary: LA-focused benchmarks compare scalable linear-algebra systems (MADlib, MLlib, SystemML, ScaLAPACK, SciDB, TensorFlow) on real and synthetic data. Reveals bottlenecks, unusual performance trends, and bugs; guides improvements and provides open code/data for replication. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11730
Venue
VLDB
Year
2018
Pagerank
6.5896733e-05
Overall Rank
3,953 | 72.53%
DOI
10.14778/3275366.3275367

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
684 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00018152321
1,942 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 0.00010010569
2,355 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.9727612e-05
5,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 5.7017353e-05
5,615 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 5.409e-05
6,747 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 4.9369478e-05
7,918 Array DBMS: Past, Present, and (Near) Future 2021 VLDB 4.6129625e-05
8,515 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 4.4901466e-05
8,593 Towards A Polyglot Framework for Factorized ML 2021 VLDB 4.4846362e-05
8,617 PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement 2024 SIGMOD 4.479438e-05
8,864 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 4.4283952e-05
8,981 HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries 2021 SIGMOD 4.4138435e-05
10,177 InferF: Declarative Factorization of AI/ML Inferences over Joins 2026 SIGMOD 4.1905499e-05
11,341 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.1905499e-05
11,475 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
319 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027771951
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.0002050918
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
1,048 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00014442178
1,165 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00013567206
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
1,283 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012826013
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
2,627 GenBase: A Complex Analytics Genomics Benchmark 2014 SIGMOD 8.4292895e-05
3,348 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 7.1897861e-05
3,460 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.0702034e-05
3,983 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 6.5588011e-05
6,540 Profiling R on a Contemporary Processor 2015 VLDB 5.0168106e-05
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Overall Rank Paper Year Venue Pagerank
7,673 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 4.6772845e-05
5,836 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 5.3079723e-05
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
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
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
1,283 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012826013
3,348 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 7.1897861e-05
6,194 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1592984e-05
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05