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Simulation of Database-Valued Markov Chains Using SimSQL

Summary: Introduces SimSQL (extending MCDB) for SQL-based spec, simulation, and querying of database-valued Markov chains. VG functions parametrized by stochastic tables, recursive stochastic tables, and MapReduce, enabling cascading parameterizations for Bayesian ML. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
he279bbb5da13b735
Venue
SIGMOD
Year
2013
Pagerank
0.0001253551
Overall Rank
1,009 | 93.22%
DOI
10.1145/2463676.2465283

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cai_sigmod13,
        title = {{Simulation of Database-Valued Markov Chains Using SimSQL}},
        author = {Cai, Zhuhua and Vagena, Zografoula and Perez, Luis and Arumugam, Subramanian and Haas, Peter J. and Jermaine, Christopher},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465283},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465283},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
416 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00018650998
731 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014400356
779 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014048128
1,223 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011468426
1,257 Towards Linear Algebra over Normalized Data 2017 VLDB 0.0001130959
2,186 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 8.8916253e-05
2,201 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 8.8708356e-05
2,401 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.517457e-05
3,518 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 7.236638e-05
3,585 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.187207e-05
4,302 Efficient and Portable Einstein Summation in SQL 2023 SIGMOD 6.6754218e-05
4,902 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.3617262e-05
5,292 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.1911633e-05
6,130 Generative Datalog with Continuous Distributions 2020 PODS 5.8756147e-05
6,144 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 5.8705515e-05
6,171 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.8597104e-05
6,249 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.8343283e-05
6,460 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7746493e-05
6,594 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.7394502e-05
6,634 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 5.7243855e-05
6,743 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 5.6892637e-05
8,434 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 5.3324907e-05
8,768 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.2811408e-05
8,857 Machine Learning Meets Big Spatial Data 2019 VLDB 5.2621882e-05
9,058 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.2280669e-05
9,642 Poisson Sampling over Acyclic Joins 2026 SIGMOD 5.1445295e-05
10,516 Variational Inference for De Finetti Logic 2026 SIGMOD 4.9769913e-05
11,538 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 4.9769913e-05
11,828 Augmenting Decision Making via Interactive What-If Analysis 2022 CIDR 4.9769913e-05
12,463 Model-Data Ecosystems: Challenges, Tools, and Trends 2014 PODS 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050475202
31 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00049821554
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031099083
384 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00019471648
464 An Architecture for Parallel Topic Models 2010 VLDB 0.00017783871
553 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00016518678
876 Tenzing: A SQL Implementation On The MapReduce Framework 2011 VLDB 0.00013304112
964 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00012814643
1,371 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00010894415
2,021 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.171164e-05
2,605 PLANET: Massively Parallel Learning of Tree Ensembles with MapReduce 2009 VLDB 8.2273571e-05
3,664 On Probabilistic Fixpoint and Markov Chain Query Languages 2010 PODS 7.115538e-05
4,142 Behavioral Simulations in MapReduce 2010 VLDB 6.780997e-05
4,143 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.7783148e-05
8,361 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 5.3456828e-05
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