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BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees

Summary: BlinkML enables fast, approximate ML training with probabilistic guarantees that the approximate model matches full-model predictions. Supports any MLE-based model (GLMs, PPCA) and uses error-bounded sampling to deliver 6x–629x speedups while preserving decisions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5608
Venue
SIGMOD
Year
2019
Pagerank
5.3200643e-05
Overall Rank
5,806 | 59.61%
DOI
10.1145/3299869.3300077

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
2,643 Camel: Managing Data for Efficient Stream Learning 2022 SIGMOD 8.384956e-05
4,787 The Relational Data Borg is Learning 2020 VLDB 5.9224501e-05
5,150 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 5.6626586e-05
8,092 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.587921e-05
8,786 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 4.4521262e-05
10,291 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 4.1945683e-05
10,434 Demo of Kishu: Time-Traveling for Computational Notebooks 2025 SIGMOD 4.1945683e-05
11,194 A Step Toward Deep Online Aggregation 2023 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024183614
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
211 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033981214
316 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00027988668
429 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00023476494
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020197988
667 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018440557
761 Materialization Optimizations for Feature Selection Workloads 2014 SIGMOD 0.00017053783
834 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016135159
903 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.0001547016
943 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015145883
1,044 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00014475229
1,167 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013547713
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,323 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012601997
1,874 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010244443
1,942 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 0.00010012691
1,967 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9131712e-05
2,365 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.9551432e-05
2,588 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4909562e-05
2,915 Brainwash: A Data System for Feature Engineering 2013 CIDR 7.9078385e-05
3,842 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 6.7102374e-05
5,224 Neighbor-Sensitive Hashing 2016 VLDB 5.6197981e-05
6,411 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 5.0752468e-05
9,469 DimBoost: Boosting Gradient Boosting Decision Tree to Higher Dimensions 2018 SIGMOD 4.3342363e-05
11,711 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.1945683e-05
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