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Rethinking Data-Intensive Science Using Scalable Analytics Systems

Summary: Maps scientific pipelines to commodity big-data platforms (Spark/Parquet) for scalable data-intensive science. ADAM delivers 28x genomics speedup and 63% cost savings; 2.8–8.9x astronomy gains, techniques for efficient analyses on big-data platforms. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5012
Venue
SIGMOD
Year
2015
Pagerank
7.6410159e-05
Overall Rank
3,058 | 78.73%
DOI
10.1145/2723372.2742787

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
746 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017326979
2,972 ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications 2018 VLDB 7.79259e-05
3,535 Scaling Spark in the Real World: Performance and Usability 2015 VLDB 6.9992495e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
131 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0004370331
310 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00028132402
318 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027795661
476 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00022226941
1,261 Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce 2013 VLDB 0.00012989236
1,944 WHAM: A High-throughput Sequence Alignment Method 2011 SIGMOD 0.00010004608
7,902 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.6215911e-05
7,903 A Demonstration of Iterative Parallel Array Processing in Support of Telescope Image Analysis 2013 VLDB 4.6215911e-05
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