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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
4692
Venue
SIGMOD
Year
2013
Pagerank
0.0001361064
Overall Rank
1,158 | 91.95%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020197988
903 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.0001547016
1,167 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013547713
1,279 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012868394
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
1,942 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 0.00010012691
2,194 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.3138337e-05
3,455 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.0771839e-05
3,948 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 6.5959084e-05
4,395 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.2244283e-05
4,409 Declarative Recursive Computation on an RDBMS 2019 VLDB 6.2104034e-05
4,548 Efficient and Portable Einstein Summation in SQL 2023 SIGMOD 6.0953447e-05
5,084 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7091191e-05
5,821 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 5.3134851e-05
6,003 Generative Datalog with Continuous Distributions 2020 PODS 5.2415551e-05
6,191 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1642282e-05
6,322 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 5.1124615e-05
6,404 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.0786954e-05
6,538 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.023239e-05
6,644 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 4.9782839e-05
6,960 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 4.8849367e-05
7,939 Tuple-Independent Representations of Infinite Probabilistic Databases 2021 PODS 4.613363e-05
8,340 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 4.5433598e-05
8,705 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 4.4646588e-05
8,789 Machine Learning Meets Big Spatial Data 2019 VLDB 4.4509194e-05
10,976 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 4.1945683e-05
11,314 Augmenting Decision Making via Interactive What-If Analysis 2022 CIDR 4.1945683e-05
11,968 Model-Data Ecosystems: Challenges, Tools, and Trends 2014 PODS 4.1945683e-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
22 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.0008456613
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059533166
157 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00040397359
328 An Architecture for Parallel Topic Models 2010 VLDB 0.0002728514
413 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00023904409
731 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00017468889
886 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00015597161
913 Tenzing A SQL Implementation On The MapReduce Framework 2011 VLDB 0.00015408131
1,495 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00011691049
2,186 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3378109e-05
2,630 PLANET: Massively Parallel Learning of Tree Ensembles with MapReduce 2009 VLDB 8.4128091e-05
3,251 On Probabilistic Fixpoint and Markov Chain Query Languages 2010 PODS 7.3215694e-05
3,626 Behavioral Simulations in MapReduce 2010 VLDB 6.9047458e-05
4,387 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.2320072e-05
7,787 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 4.6512526e-05
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