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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
4754
Venue
SIGMOD
Year
2013
Pagerank
0.00012789598
Overall Rank
993 | 93.19%
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
415 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.0001888524
715 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014655327
764 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014226652
1,235 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00011548457
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
2,162 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 9.0581831e-05
2,179 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.0146333e-05
2,370 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.6795925e-05
3,459 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 7.3953716e-05
3,543 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.3268101e-05
4,253 Efficient and Portable Einstein Summation in SQL 2023 SIGMOD 6.8029311e-05
4,799 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.5024714e-05
5,195 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.3232105e-05
6,001 Generative Datalog with Continuous Distributions 2020 PODS 6.0133202e-05
6,030 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 6.0009079e-05
6,046 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.9956597e-05
6,143 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.9622615e-05
6,339 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.907165e-05
6,485 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.8657457e-05
6,514 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 5.8559163e-05
6,761 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 5.7822533e-05
8,259 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 5.4574671e-05
8,597 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.4049137e-05
8,722 Machine Learning Meets Big Spatial Data 2019 VLDB 5.3769871e-05
8,983 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.3396928e-05
9,512 Poisson Sampling over Acyclic Joins 2026 SIGMOD 5.2571354e-05
10,293 Variational Inference for De Finetti Logic 2026 SIGMOD 5.093636e-05
11,189 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 5.093636e-05
11,513 Augmenting Decision Making via Interactive What-If Analysis 2022 CIDR 5.093636e-05
12,166 Model-Data Ecosystems: Challenges, Tools, and Trends 2014 PODS 5.093636e-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
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00051174276
32 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00050111008
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031680027
372 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001981521
452 An Architecture for Parallel Topic Models 2010 VLDB 0.00018146809
559 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00016528822
872 Tenzing: A SQL Implementation On The MapReduce Framework 2011 VLDB 0.00013486409
945 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00013066956
1,333 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.0001112858
1,986 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3519536e-05
2,560 PLANET: Massively Parallel Learning of Tree Ensembles with MapReduce 2009 VLDB 8.4143663e-05
3,590 On Probabilistic Fixpoint and Markov Chain Query Languages 2010 PODS 7.2801454e-05
4,047 Behavioral Simulations in MapReduce 2010 VLDB 6.9380465e-05
4,055 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.9349546e-05
8,192 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 5.4698006e-05
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