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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
11971
Venue
VLDB
Year
2019
Pagerank
5.0739311e-05
Overall Rank
6,400 | 55.53%
DOI
10.14778/3297753.3297756

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank Citing Paper Year Venue Pagerank
2,795 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 8.1135606e-05
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
3,466 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.0645718e-05
5,124 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 5.6747536e-05
6,573 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.0009513e-05
7,805 Hardware Acceleration of Compression and Encryption in SAP HANA 2022 VLDB 4.642406e-05
8,050 Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration 2020 VLDB 4.5933331e-05
8,340 Deep Learning: Systems and Responsibility 2021 SIGMOD 4.5381546e-05
8,432 Tackling Hardware/Software co-design from a database perspective 2020 CIDR 4.5081086e-05
9,440 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 4.3389137e-05
11,001 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1905499e-05
11,633 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.1905499e-05
11,681 doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases 2019 VLDB 4.1905499e-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
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
476 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00022216002
538 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020632609
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.0002050918
610 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019204048
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
967 Orthogonal Security With Cipherbase 2013 CIDR 0.00014946526
1,044 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00014465007
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
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,697 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010859294
2,336 Concurrent Analytical Query Processing with GPUs 2014 VLDB 9.0106308e-05
2,419 Real-Time Analytical Processing with SQL Server 2015 VLDB 8.8485055e-05
3,161 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 7.4648665e-05
3,879 Caribou: Intelligent Distributed Storage 2017 VLDB 6.6657548e-05
4,040 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 6.5052227e-05
5,179 FPGA-based Data Partitioning 2017 SIGMOD 5.6384436e-05
8,201 Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures 2017 SIGMOD 4.5555217e-05
8,417 doppioDB: A Hardware Accelerated Database 2017 SIGMOD 4.5120193e-05
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