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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
5.8370793e-05
Overall Rank
6,246 | 58.01%
DOI
10.14778/3297753.3297756

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
2,284 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.6954168e-05
2,908 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.8742664e-05
3,240 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 7.5002772e-05
4,879 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 6.3715334e-05
6,458 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7773842e-05
7,209 Hardware Acceleration of Compression and Encryption in SAP HANA 2022 VLDB 5.5845533e-05
7,282 Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration 2020 VLDB 5.5666052e-05
8,480 Deep Learning: Systems and Responsibility 2021 SIGMOD 5.333141e-05
8,509 Tackling Hardware/Software co-design from a database perspective 2020 CIDR 5.326774e-05
9,827 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 5.1249969e-05
11,549 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.9793485e-05
12,125 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.9793485e-05
12,171 doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases 2019 VLDB 4.9793485e-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 0.00033638251
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.0002095191
361 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020006406
466 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00017773029
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017202276
537 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00016768109
730 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014406936
898 Orthogonal Security With Cipherbase 2013 CIDR 0.00013189879
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012539827
1,167 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011729888
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011563303
1,255 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011325762
1,675 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9181121e-05
2,466 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.4222621e-05
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3979719e-05
3,737 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 7.0628666e-05
4,877 Caribou: Intelligent Distributed Storage 2017 VLDB 6.3721859e-05
4,931 FPGA-based Data Partitioning 2017 SIGMOD 6.348544e-05
8,367 Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures 2017 SIGMOD 5.3460641e-05
8,598 doppioDB: A Hardware Accelerated Database 2017 SIGMOD 5.3056336e-05
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