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ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation

Summary: ColumnML integrates ML in a column-store in-memory DBMS via coordinate-descent on columnar data. It delivers near-linear multi-core scaling (up to 14 cores) and CPU+FPGA hybrid acceleration for on-the-fly data transformation, while preserving compression. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h5e1c5df75b897722
Venue
VLDB
Year
2019
Pagerank
5.8343283e-05
Overall Rank
6,249 | 58.01%
DOI
10.14778/3297753.3297756
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{kara_vldb19,
        title = {{ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation}},
        author = {Kara, Kaan and Eguro, Ken and Zhang, Ce and Alonso, Gustavo},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {4},
        pages = {348--361},
        doi = {10.14778/3297753.3297756},
        url = {https://doi.org/10.14778/3297753.3297756},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank Citing Paper Year Venue Pagerank
2,287 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.691301e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8716173e-05
3,242 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 7.4967268e-05
4,881 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 6.368585e-05
6,460 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7746493e-05
7,211 Hardware Acceleration of Compression and Encryption in SAP HANA 2022 VLDB 5.5819096e-05
7,285 Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration 2020 VLDB 5.5639701e-05
8,487 Deep Learning: Systems and Responsibility 2021 SIGMOD 5.3306164e-05
8,515 Tackling Hardware/Software co-design from a database perspective 2020 CIDR 5.3242523e-05
9,834 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 5.1225987e-05
11,555 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.9769913e-05
12,131 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.9769913e-05
12,177 doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases 2019 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033633007
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00020942751
362 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00019999596
466 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00017765702
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017195428
537 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00016762761
731 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014400356
899 Orthogonal Security With Cipherbase 2013 CIDR 0.00013183669
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.0001253551
1,167 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.0001172597
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011559584
1,223 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011468426
1,675 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9136747e-05
2,466 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.4182778e-05
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3939994e-05
3,739 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 7.0595382e-05
4,868 Caribou: Intelligent Distributed Storage 2017 VLDB 6.3722461e-05
4,932 FPGA-based Data Partitioning 2017 SIGMOD 6.3455411e-05
8,371 Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures 2017 SIGMOD 5.3435334e-05
8,605 doppioDB: A Hardware Accelerated Database 2017 SIGMOD 5.3031224e-05
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