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Jaql: A Scripting Language for Large Scale Semistructured Data Analysis

Summary: Jaql: declarative scripting for large-scale semistructured data on Hadoop MapReduce. JSON-like flexible model with schema-on-read; higher-order functions and reusable modules; varying abstraction with compiler rewrites for parallel execution. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10381
Venue
VLDB
Year
2011
Pagerank
0.00012606673
Overall Rank
1,021 | 93.00%
DOI
10.14778/3402755.3402768

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{beyer_vldb11,
        title = {{Jaql: A Scripting Language for Large Scale Semistructured Data Analysis}},
        author = {Beyer, Kevin S. and Eltabakh, Mohamed and Ercegovac, Vuk and Gemulla, Rainer and Kanne, Carl-Christian and Ozcan, Fatma and Balmin, Andrey and Shekita, Eugene J.},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {12},
        pages = {1272--1283},
        doi = {10.14778/3402755.3402768},
        url = {https://doi.org/10.14778/3402755.3402768},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
1,079 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012258469
1,738 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.8823494e-05
1,883 ReStore: Reusing Results of MapReduce Jobs 2012 VLDB 9.5421713e-05
2,164 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 9.0521951e-05
2,391 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.6413407e-05
2,539 Minimal MapReduce Algorithms 2013 SIGMOD 8.4526595e-05
2,717 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.2102313e-05
2,800 JSON Data Management – Supporting Schema-less Development in RDBMS 2014 SIGMOD 8.1124117e-05
3,275 Optimizing Analytic Data Flows for Multiple Execution Engines 2012 SIGMOD 7.5747814e-05
3,466 Advanced Partitioning Techniques for Massively Distributed Computation 2012 SIGMOD 7.3909785e-05
3,638 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2338361e-05
3,719 M3R: Increased Performance for In-Memory Hadoop Jobs 2012 VLDB 7.1740814e-05
4,481 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.6754521e-05
4,742 Continuous Cloud-Scale Query Optimization and Processing 2013 VLDB 6.5269203e-05
6,283 Schemas and Types for JSON Data: from Theory to Practice 2019 SIGMOD 5.9270536e-05
6,557 Semistructured Models, Queries and Algebras in the Big Data Era 2016 SIGMOD 5.8401127e-05
8,387 Rumble: Data Independence for Large Messy Data Sets 2021 VLDB 5.4364932e-05
8,712 Handling Environments in a Nested Relational Algebra with Combinators and an Implementation in a Verified Query Compiler 2017 SIGMOD 5.3779634e-05
9,079 QMapper for Smart Grid: Migrating SQL-based Application to Hive 2015 SIGMOD 5.3251649e-05
9,436 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.2692207e-05
9,509 Versatile Optimization of UDF-heavy Data Flows with Sofa 2014 SIGMOD 5.2581466e-05
9,682 Graph Data Models, Query Languages and Programming Paradigms 2018 VLDB 5.2353888e-05
9,893 ReCG: Bottom-Up JSON Schema Discovery Using a Repetitive Cluster-and-Generalize Framework 2024 VLDB 5.1997534e-05
11,393 dsJSON: A Distributed SQL JSON Processor 2023 SIGMOD 5.093636e-05
12,260 Next Generation Data Analytics at IBM Research 2013 VLDB 5.093636e-05
12,306 Declarative Error Management for Robust Data-Intensive Applications 2012 SIGMOD 5.093636e-05
12,318 Surfacing Time-critical Insights from Social Media 2012 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
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
52 GAMMA - A High Performance Dataflow Database Machine 1986 VLDB 0.00041107291
155 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028713176
1,197 Daytona And The Fourth-Generation Language Cymbal 1999 SIGMOD 0.00011712263
1,264 SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions 2009 VLDB 0.00011416393
1,333 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.0001112858
4,645 User-Defined Table Operators: Enhancing Extensibility for ORDBMS 1999 VLDB 6.5900051e-05
6,394 Midas: Integrating Public Financial Data 2010 SIGMOD 5.8877829e-05
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