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Data Management in Machine Learning: Challenges, Techniques, and Systems

Summary: Survey of data-management challenges and systems for ML workloads. Three lines of work: integrating ML with DBMS; adapting DB techniques to ML (queries, partitioning, compression); and combining data-management with ML lifecycles, plus open directions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5334
Venue
SIGMOD
Year
2017
Pagerank
0.00011355506
Overall Rank
1,294 | 91.01%
DOI
10.1145/3035918.3054775

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
1,147 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00012057626
1,771 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.8683462e-05
2,243 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 8.9475888e-05
2,754 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.229966e-05
2,794 AIDA - Abstraction for Advanced In-Database Analytics 2018 VLDB 8.1803827e-05
2,850 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 8.1022388e-05
3,122 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.7901348e-05
3,390 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.5251617e-05
3,650 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 7.291319e-05
3,881 Overton: A Data System for Monitoring and Improving Machine-Learned Products 2020 CIDR 7.1066569e-05
3,954 Opportunities for Quantum Acceleration of Databases: Optimization of Queries and Transaction Schedules 2023 VLDB 7.0656166e-05
4,059 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.9975008e-05
4,317 The Relational Data Borg is Learning 2020 VLDB 6.8367919e-05
4,343 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 6.8231111e-05
5,367 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.3159594e-05
5,981 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 6.0813339e-05
6,063 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 6.0524954e-05
6,238 Data Collection and Quality Challenges for Deep Learning 2020 VLDB 6.0064915e-05
6,260 Functional-Style SQL UDFs With a Capital 'F' 2020 SIGMOD 5.9995868e-05
6,336 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.971872e-05
7,033 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.7748146e-05
7,608 Using VDMS to Index and Search 100M Images 2021 VLDB 5.6423505e-05
7,730 ItemSuggest: A Data Management Platform for Machine Learned Ranking Services 2019 CIDR 5.6160613e-05
8,108 SHiFT: An Efficient, Flexible Search Engine for Transfer Learning 2023 VLDB 5.543315e-05
8,606 Machine Learning Meets Big Spatial Data 2019 VLDB 5.4600782e-05
8,765 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 5.4334414e-05
8,899 HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries 2021 SIGMOD 5.4123498e-05
9,078 ParaX: Boosting Deep Learning for Big Data Analytics on Many-Core CPUs 2021 VLDB 5.3878311e-05
9,853 In-Database Data Imputation 2024 SIGMOD 5.2587335e-05
11,341 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 5.1725247e-05
11,480 Enforcing Constraints for Machine Learning Systems via Declarative Feature Selection: An Experimental Study 2021 SIGMOD 5.1725247e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 50 of 63 cited papers.

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

Rank Cited Paper Year Venue Pagerank
21 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00057138114
110 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033117888
153 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00029010702
238 Self-Driving Database Management Systems 2017 CIDR 0.00024001206
389 FAQ: Questions Asked Frequently 2016 PODS 0.00019512026
398 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00019336176
403 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00019232796
523 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00017181931
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016837417
561 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00016568485
581 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016223033
589 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016077388
594 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016051458
635 Materialization Optimizations for Feature Selection Workloads 2014 SIGMOD 0.00015616114
657 The TileDB Array Data Storage Manager 2017 VLDB 0.00015380467
816 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00013876715
836 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013764326
900 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00013374475
902 Scaling Factorization Machines to Relational Data 2013 VLDB 0.0001336763
1,033 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012597712
1,060 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00012469279
1,071 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012424077
1,134 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00012114015
1,214 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00011714799
1,263 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00011513336
1,432 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010905682
1,618 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010273817
1,729 ArrayStore: A Storage Manager for Complex Parallel Array Processing 2011 SIGMOD 9.9845995e-05
1,766 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.882533e-05
1,816 On Predictive Modeling for Optimizing Transaction Execution in Parallel OLTP Systems 2012 VLDB 9.7805779e-05
2,013 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.3890639e-05
2,046 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.3348757e-05
2,156 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 9.1277261e-05
2,171 Spinning Fast Iterative Data Flows 2012 VLDB 9.0900837e-05
2,192 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 9.0425859e-05
2,584 Brainwash: A Data System for Feature Engineering 2013 CIDR 8.4544411e-05
2,668 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.3379414e-05
2,904 GenBase: A Complex Analytics Genomics Benchmark 2014 SIGMOD 8.0410852e-05
2,911 WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases 2016 VLDB 8.0378451e-05
3,351 Ava: From Data to Insights Through Conversation 2017 CIDR 7.5572263e-05
3,454 Processing Forecasting Queries 2007 VLDB 7.4734986e-05
3,544 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.3849711e-05
3,915 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 7.0850763e-05
4,103 Optimizing I/O for Big Array Analytics 2012 VLDB 6.962475e-05
4,151 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.9299082e-05
4,155 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.9267903e-05
4,529 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 6.7150509e-05
4,885 Machine Learning for Big Data 2013 SIGMOD 6.5252891e-05
4,891 GLADE: Big Data Analytics Made Easy 2012 SIGMOD 6.5241095e-05
5,517 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.2537966e-05
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