| 1,263 |
Towards Linear Algebra over Normalized Data |
2017 |
VLDB |
0.00011513336 |
| 1,294 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011355506 |
| 1,483 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
0.00010694952 |
| 1,764 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.890878e-05 |
| 1,915 |
Elastic Machine Learning Algorithms in Amazon SageMaker |
2020 |
SIGMOD |
9.5806135e-05 |
| 2,011 |
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads |
2018 |
VLDB |
9.3902078e-05 |
| 2,173 |
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra |
2019 |
SIGMOD |
9.0854609e-05 |
| 2,189 |
An Intermediate Representation for Optimizing Machine Learning Pipelines |
2019 |
VLDB |
9.0524569e-05 |
| 2,243 |
SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging |
2021 |
SIGMOD |
8.9475888e-05 |
| 2,317 |
Extending Relational Query Processing with ML Inference |
2020 |
CIDR |
8.8397546e-05 |
| 2,526 |
Fractal: A General-Purpose Graph Pattern Mining System |
2019 |
SIGMOD |
8.5354541e-05 |
| 2,551 |
Complaint-driven Training Data Debugging for Query 2.0 |
2020 |
SIGMOD |
8.4919311e-05 |
| 2,725 |
DB4ML – An In-Memory Database Kernel with Machine Learning Support |
2020 |
SIGMOD |
8.2601397e-05 |
| 2,754 |
Query Processing on Tensor Computation Runtimes |
2022 |
VLDB |
8.229966e-05 |
| 2,812 |
A Layered Aggregate Engine for Analytics Workloads |
2019 |
SIGMOD |
8.1484676e-05 |
| 2,850 |
AI Meets Database: AI4DB and DB4AI |
2021 |
SIGMOD |
8.1022388e-05 |
| 3,122 |
End-to-end Optimization of Machine Learning Prediction Queries |
2022 |
SIGMOD |
7.7901348e-05 |
| 3,211 |
On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML |
2018 |
VLDB |
7.7053042e-05 |
| 3,297 |
RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - |
2018 |
VLDB |
7.6098083e-05 |
| 3,434 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
7.4903194e-05 |
| 3,659 |
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? |
2018 |
VLDB |
7.2827667e-05 |
| 3,961 |
Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches |
2021 |
VLDB |
7.0630139e-05 |
| 4,155 |
SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning |
2017 |
CIDR |
6.9267903e-05 |
| 4,177 |
LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems |
2021 |
SIGMOD |
6.9157444e-05 |
| 4,343 |
MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions |
2019 |
SIGMOD |
6.8231111e-05 |
| 4,392 |
Automatically Leveraging MapReduce Frameworks for Data-Intensive Applications |
2018 |
SIGMOD |
6.7886271e-05 |
| 4,528 |
Data Platform for Machine Learning |
2019 |
SIGMOD |
6.7154557e-05 |
| 4,658 |
PS2: Parameter Server on Spark |
2019 |
SIGMOD |
6.6455009e-05 |
| 5,719 |
BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees |
2019 |
SIGMOD |
6.1774798e-05 |
| 5,787 |
BAGUA: Scaling up Distributed Learning with System Relaxations |
2022 |
VLDB |
6.1495572e-05 |
| 5,858 |
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra |
2021 |
SIGMOD |
6.1254857e-05 |
| 6,397 |
InferDB: In-Database Machine Learning Inference Using Indexes |
2024 |
VLDB |
5.9545897e-05 |
| 6,429 |
DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs |
2019 |
SIGMOD |
5.9439698e-05 |
| 6,600 |
Serving Deep Learning Models with Deduplication from Relational Databases |
2022 |
VLDB |
5.8861676e-05 |
| 6,907 |
A Cost-based Optimizer for Gradient Descent Optimization |
2017 |
SIGMOD |
5.8119786e-05 |
| 7,028 |
Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning |
2023 |
VLDB |
5.7768268e-05 |
| 7,185 |
Lachesis: Automatic Partitioning for UDF-Centric Analytics |
2021 |
VLDB |
5.7364565e-05 |
| 7,342 |
The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development |
2020 |
SIGMOD |
5.6960773e-05 |
| 7,587 |
JoinBoost: Grow Trees Over Normalized Data Using Only SQL |
2023 |
VLDB |
5.6470468e-05 |
| 8,076 |
M2Bench: A Database Benchmark for Multi-Model Analytic Workloads |
2023 |
VLDB |
5.5509282e-05 |
| 8,221 |
FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation |
2022 |
SIGMOD |
5.5303544e-05 |
| 8,387 |
Galley: Modern Query Optimization for Sparse Tensor Programs |
2025 |
SIGMOD |
5.4958075e-05 |
| 8,441 |
UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads |
2022 |
VLDB |
5.4955352e-05 |
| 8,493 |
PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement |
2024 |
SIGMOD |
5.4862992e-05 |
| 8,678 |
AWARE: Workload-aware, Redundancy-exploiting Linear Algebra |
2023 |
SIGMOD |
5.4536402e-05 |
| 8,865 |
The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – |
2021 |
SIGMOD |
5.4200866e-05 |
| 8,899 |
HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries |
2021 |
SIGMOD |
5.4123498e-05 |
| 8,948 |
Leveraging Similarity Joins for Signal Reconstruction |
2018 |
VLDB |
5.4076395e-05 |
| 9,237 |
Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning |
2021 |
VLDB |
5.3573019e-05 |
| 9,342 |
PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development |
2018 |
SIGMOD |
5.3449422e-05 |