Database Paper Browser

Back to papers

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
11970
Venue
VLDB
Year
2019
Pagerank
5.0786954e-05
Overall Rank
6,404 | 55.45%
DOI
10.14778/3297753.3297756

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank Citing Paper Year Venue Pagerank
2,791 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 8.1206618e-05
3,327 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2205738e-05
3,473 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.062864e-05
5,084 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7091191e-05
5,123 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 5.6796998e-05
7,803 Hardware Acceleration of Compression and Encryption in SAP HANA 2022 VLDB 4.6468619e-05
8,048 Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration 2020 VLDB 4.5977431e-05
8,346 Deep Learning: Systems and Responsibility 2021 SIGMOD 4.5420668e-05
8,441 Tackling Hardware/Software co-design from a database perspective 2020 CIDR 4.5124343e-05
9,435 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 4.3430376e-05
10,998 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1945683e-05
11,629 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.1945683e-05
11,676 doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases 2019 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

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
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
476 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00022226941
540 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.0002063443
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.00020526854
613 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019181325
658 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018506577
973 Orthogonal Security With Cipherbase 2013 CIDR 0.00014921633
1,044 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00014475229
1,158 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.0001361064
1,167 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013547713
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
1,700 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010858865
2,312 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.0530853e-05
2,330 Concurrent Analytical Query Processing with GPUs 2014 VLDB 9.0192228e-05
3,151 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 7.4720668e-05
3,880 Caribou: Intelligent Distributed Storage 2017 VLDB 6.6700303e-05
4,033 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 6.5113267e-05
5,178 FPGA-based Data Partitioning 2017 SIGMOD 5.6438393e-05
8,202 Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures 2017 SIGMOD 4.5598793e-05
8,423 doppioDB: A Hardware Accelerated Database 2017 SIGMOD 4.5163448e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,330 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 5.1077416e-05
9,776 Structure-Aware Machine Learning over Multi-Relational Databases 2021 SIGMOD 4.2856106e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
131 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0004370331
1,053 A Common Database Approach for OLTP and OLAP Using an In-Memory Column Database 2009 SIGMOD 0.00014429683
6,191 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1642282e-05
11,676 doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases 2019 VLDB 4.1945683e-05
1,590 Column-oriented Database Systems 2009 VLDB 0.00011233838
3,099 DB4ML – An In-Memory Database Kernel with Machine Learning Support 2020 SIGMOD 7.5642871e-05
1,967 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9131712e-05