| 543 |
MLbase: A Distributed Machine-learning System |
2013 |
CIDR |
0.0002050918 |
| 557 |
SystemML: Declarative Machine Learning on Spark |
2016 |
VLDB |
0.00020186115 |
| 684 |
Cerebro: A Data System for Optimized Deep Learning Model Selection |
2020 |
VLDB |
0.00018152321 |
| 758 |
Materialization Optimizations for Feature Selection Workloads |
2014 |
SIGMOD |
0.00017053915 |
| 832 |
Learning Linear Regression Models over Factorized Joins |
2016 |
SIGMOD |
0.00016089705 |
| 901 |
To Join or Not to Join? Thinking Twice about Joins before Feature Selection |
2016 |
SIGMOD |
0.00015462938 |
| 1,044 |
DimmWitted: A Study of Main-Memory Statistical Analytics |
2014 |
VLDB |
0.00014465007 |
| 1,172 |
Learning Generalized Linear Models Over Normalized Data |
2015 |
SIGMOD |
0.00013504249 |
| 1,283 |
Towards Linear Algebra over Normalized Data |
2017 |
VLDB |
0.00012826013 |
| 1,393 |
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads |
2018 |
VLDB |
0.00012223372 |
| 1,534 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011462072 |
| 1,751 |
Weld: A Common Runtime for High Performance Data Analytics |
2017 |
CIDR |
0.00010673874 |
| 1,891 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
0.0001018452 |
| 1,946 |
Heterogeneity-aware Distributed Parameter Servers |
2017 |
SIGMOD |
9.9983926e-05 |
| 2,122 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.4905306e-05 |
| 2,175 |
tf.data: A Machine Learning Data Processing Framework |
2021 |
VLDB |
9.3745231e-05 |
| 2,253 |
Vizdom: Interactive Analytics through Pen and Touch |
2015 |
VLDB |
9.1886315e-05 |
| 2,260 |
LINVIEW: Incremental View Maintenance for Complex Analytical Queries |
2014 |
SIGMOD |
9.1771829e-05 |
| 2,456 |
Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities |
2021 |
SIGMOD |
8.7649259e-05 |
| 2,627 |
GenBase: A Complex Analytics Genomics Benchmark |
2014 |
SIGMOD |
8.4292895e-05 |
| 2,660 |
Vertica-ML: Distributed Machine Learning in Vertica Database |
2020 |
SIGMOD |
8.3614044e-05 |
| 2,672 |
Cumulon: Optimizing Statistical Data Analysis in the Cloud |
2013 |
SIGMOD |
8.3334428e-05 |
| 2,759 |
Complaint-driven Training Data Debugging for Query 2.0 |
2020 |
SIGMOD |
8.1646193e-05 |
| 2,809 |
Extending Relational Query Processing with ML Inference |
2020 |
CIDR |
8.0869552e-05 |
| 3,009 |
On Functional Aggregate Queries with Additive Inequalities |
2019 |
PODS |
7.7230513e-05 |
| 3,070 |
HAWQ: A Massively Parallel Processing SQL Engine in Hadoop |
2014 |
SIGMOD |
7.6157391e-05 |
| 3,084 |
Knowledge Expansion over Probabilistic Knowledge Bases |
2014 |
SIGMOD |
7.5967738e-05 |
| 3,122 |
DB4ML – An In-Memory Database Kernel with Machine Learning Support |
2020 |
SIGMOD |
7.5284233e-05 |
| 3,189 |
Text2SQL is Not Enough: Unifying AI and Databases with TAG |
2025 |
CIDR |
7.4140094e-05 |
| 3,260 |
Query Processing on Tensor Computation Runtimes |
2022 |
VLDB |
7.3091312e-05 |
| 3,280 |
A Layered Aggregate Engine for Analytics Workloads |
2019 |
SIGMOD |
7.2813732e-05 |
| 3,349 |
QuickFOIL: Scalable Inductive Logic Programming |
2015 |
VLDB |
7.1889581e-05 |
| 3,409 |
End-to-end Optimization of Machine Learning Prediction Queries |
2022 |
SIGMOD |
7.1240791e-05 |
| 3,460 |
A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms |
2014 |
SIGMOD |
7.0702034e-05 |
| 3,466 |
AI Meets Database: AI4DB and DB4AI |
2021 |
SIGMOD |
7.0645718e-05 |
| 3,473 |
Data Profiling – A Tutorial |
2017 |
SIGMOD |
7.0623537e-05 |
| 3,640 |
Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics |
2017 |
SIGMOD |
6.8886042e-05 |
| 3,866 |
Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML |
2020 |
CIDR |
6.6795497e-05 |
| 3,953 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
6.5896733e-05 |
| 3,961 |
MLog: Towards Declarative In-Database Machine Learning |
2017 |
VLDB |
6.5824022e-05 |
| 3,984 |
All-in-One: Graph Processing in RDBMSs Revisited |
2017 |
SIGMOD |
6.5587512e-05 |
| 4,022 |
Exploiting Correlations for Expensive Predicate Evaluation |
2015 |
SIGMOD |
6.5185189e-05 |
| 4,040 |
In-RDBMS Hardware Acceleration of Advanced Analytics |
2018 |
VLDB |
6.5052227e-05 |
| 4,079 |
Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers |
2013 |
SIGMOD |
6.4621024e-05 |
| 4,123 |
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? |
2018 |
VLDB |
6.4290005e-05 |
| 4,195 |
F: Regression Models over Factorized Views |
2016 |
VLDB |
6.3635322e-05 |
| 4,200 |
Incremental View Maintenance with Triple Lock Factorization Benefits |
2018 |
SIGMOD |
6.3618329e-05 |
| 4,253 |
Combining Databases and Signal Processing in Plato |
2015 |
CIDR |
6.3103785e-05 |
| 4,394 |
Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models |
2017 |
VLDB |
6.2173726e-05 |
| 4,548 |
Efficient and Portable Einstein Summation in SQL |
2023 |
SIGMOD |
6.089487e-05 |