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: 5013
Venue: SIGMOD
Year: 2015
Pagerank: 7.639315e-05
Overall Rank: 3,060 | 78.74%
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	0.00061707583
739	Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores	2020	VLDB	0.00017365933
2,977	ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications	2018	VLDB	7.7850958e-05
3,536	Scaling Spark in the Real World: Performance and Usability	2015	VLDB	6.9938207e-05

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	0.00061707583
109	Dremel: Interactive Analysis of Web-Scale Datasets	2010	VLDB	0.00048217028
132	Integrating Compression and Execution in Column-Oriented Database Systems	2006	SIGMOD	0.00043697853
310	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.0002815547
319	Overview of SciDB: Large Scale Array Storage, Processing and Analysis	2010	SIGMOD	0.00027771951
476	Impala: A Modern, Open-Source SQL Engine for Hadoop	2015	CIDR	0.00022216002
1,199	Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce	2013	VLDB	0.00013358019
1,947	WHAM: A High-throughput Sequence Alignment Method	2011	SIGMOD	9.9963826e-05
7,899	Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis	2015	CIDR	4.6176856e-05
7,900	A Demonstration of Iterative Parallel Array Processing in Support of Telescope Image Analysis	2013	VLDB	4.6176856e-05

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12,297	Data Management for High-Throughput Genomics	2009	CIDR	4.1905499e-05
6,408	Managing Data from High-Throughput Genomic Processing: A Case Study	2004	VLDB	5.0686661e-05
11,684	I Can't Believe It's Not (Only) Software! Bionic Distributed Storage for Parquet Files	2019	VLDB	4.1905499e-05
13,369	Big Data Science Needs Big Data Middleware	2015	CIDR	-
9,505	Supporting Scalable Analytics with Latency Constraints	2015	VLDB	4.3300131e-05
3,348	Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads	2017	VLDB	7.1897861e-05
2,764	Parallel Data Analysis Directly on Scientific File Formats	2014	SIGMOD	8.1607305e-05
11,902	Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis	2015	CIDR	4.1905499e-05
7,899	Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis	2015	CIDR	4.6176856e-05