| 139 |
The MADlib Analytics Library or MAD Skills, the SQL |
2012 |
VLDB |
0.00042320525 |
| 638 |
Towards a Unified Architecture for in-RDBMS Analytics |
2012 |
SIGMOD |
0.00018810785 |
| 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 |
| 901 |
To Join or Not to Join? Thinking Twice about Joins before Feature Selection |
2016 |
SIGMOD |
0.00015462938 |
| 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 |
| 1,534 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011462072 |
| 1,891 |
Towards Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
0.0001018452 |
| 2,197 |
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra |
2019 |
SIGMOD |
9.3117431e-05 |
| 2,871 |
Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations |
2019 |
SIGMOD |
7.9800983e-05 |
| 2,892 |
VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale |
2020 |
SIGMOD |
7.9570135e-05 |
| 2,919 |
Brainwash: A Data System for Feature Engineering |
2013 |
CIDR |
7.9017482e-05 |
| 3,212 |
Panorama: A Data System for Unbounded Vocabulary Querying over Video |
2020 |
VLDB |
7.3772955e-05 |
| 3,640 |
Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics |
2017 |
SIGMOD |
6.8886042e-05 |
| 3,953 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
6.5896733e-05 |
| 4,040 |
In-RDBMS Hardware Acceleration of Advanced Analytics |
2018 |
VLDB |
6.5052227e-05 |
| 4,123 |
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? |
2018 |
VLDB |
6.4290005e-05 |
| 4,283 |
The future of data(base) education: Is the "cow book" dead? |
2021 |
VLDB |
6.2824978e-05 |
| 4,374 |
Understanding and Benchmarking the Impact of GDPR on Database Systems |
2020 |
VLDB |
6.2346849e-05 |
| 4,470 |
Demonstration of SpeakQL: Speech-driven Multimodal Querying of Structured Data |
2019 |
SIGMOD |
6.1525931e-05 |
| 4,601 |
Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches |
2021 |
VLDB |
6.05274e-05 |
| 4,794 |
Demonstration of Santoku: Optimizing Machine Learning over Normalized Data |
2015 |
VLDB |
5.910645e-05 |
| 5,244 |
Towards Benchmarking Feature Type Inference for AutoML Platforms |
2021 |
SIGMOD |
5.6021738e-05 |
| 5,448 |
SNAILS: Schema Naming Assessments for Improved LLM-Based SQL Inference |
2025 |
SIGMOD |
5.4980173e-05 |
| 5,535 |
SpeakQL: Towards Speech-driven Multimodal Querying of Structured Data |
2020 |
SIGMOD |
5.4552771e-05 |
| 6,535 |
Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent |
2019 |
SIGMOD |
5.0184189e-05 |
| 6,546 |
Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace |
2019 |
SIGMOD |
5.0127399e-05 |
| 6,552 |
How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses |
2024 |
VLDB |
5.0109216e-05 |
| 6,885 |
Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines |
2023 |
VLDB |
4.8908367e-05 |
| 7,270 |
Feature Selection in Enterprise Analytics: A Demonstration using an R-based Data Analytics System |
2013 |
VLDB |
4.776491e-05 |
| 7,656 |
Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets |
2022 |
SIGMOD |
4.6826896e-05 |
| 8,125 |
Automation of Data Prep, ML, and Data Science: New Cure or Snake Oil? |
2021 |
SIGMOD |
4.5765541e-05 |
| 8,377 |
Probabilistic Management of OCR Data using an RDBMS |
2012 |
VLDB |
4.5277353e-05 |
| 8,593 |
Towards A Polyglot Framework for Factorized ML |
2021 |
VLDB |
4.4846362e-05 |
| 8,864 |
Cerebro: A Layered Data Platform for Scalable Deep Learning |
2021 |
CIDR |
4.4283952e-05 |
| 9,225 |
Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning |
2021 |
VLDB |
4.3656789e-05 |
| 9,226 |
Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration |
2021 |
VLDB |
4.3656789e-05 |
| 9,603 |
Saturn: An Optimized Data System for Multi-Large-Model Deep Learning Workloads |
2024 |
VLDB |
4.3136057e-05 |
| 13,185 |
Reimagining Deep Learning Systems Through the Lens of Data Systems |
2024 |
VLDB |
- |
| 13,284 |
Errata for “Cerebro: A Data System for Optimized Deep Learning Model Selection” |
2021 |
VLDB |
- |
| 13,326 |
Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations |
2019 |
VLDB |
- |