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Parallel Data Analysis Directly on Scientific File Formats
Summary: Query processing runs directly on HDF5 scientific arrays, eliminating data loading in analysis workflows. It uses bitmap indexing and in-memory parallel execution to exploit supercomputers, outperforming Hive by over 10x and relational DBs.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 4918
- Venue
- SIGMOD
- Year
- 2014
- Pagerank
- 8.1607305e-05
- Overall Rank
- 2,764 | 80.80%
- DOI
-
10.1145/2588555.2612185
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 17 of 17 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,348 |
Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads |
2017 |
VLDB |
7.1897861e-05 |
| 3,432 |
Speculative Distributed CSV Data Parsing for Big Data Analytics |
2019 |
SIGMOD |
7.0974248e-05 |
| 3,893 |
Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing |
2017 |
VLDB |
6.653922e-05 |
| 4,319 |
Fast Queries Over Heterogeneous Data Through Engine Customization |
2016 |
VLDB |
6.2823814e-05 |
| 4,702 |
JSON Tiles: Fast Analytics on Semi-Structured Data |
2021 |
SIGMOD |
5.9796907e-05 |
| 4,839 |
ChronosDB: Distributed, File Based, Geospatial Array DBMS |
2018 |
VLDB |
5.8821036e-05 |
| 5,304 |
ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data |
2018 |
VLDB |
5.5738777e-05 |
| 6,403 |
Just-In-Time Data Virtualization: Lightweight Data Management with ViDa |
2015 |
CIDR |
5.0717043e-05 |
| 7,356 |
ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data |
2020 |
VLDB |
4.748111e-05 |
| 7,836 |
Scalable Structural Index Construction for JSON Analytics |
2021 |
VLDB |
4.6345023e-05 |
| 7,918 |
Array DBMS: Past, Present, and (Near) Future |
2021 |
VLDB |
4.6129625e-05 |
| 8,785 |
FishStore: Faster Ingestion with Subset Hashing |
2019 |
SIGMOD |
4.4467731e-05 |
| 9,355 |
GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example |
2023 |
SIGMOD |
4.3484264e-05 |
| 9,917 |
Shared Load(ing): Efficient Bulk Loading into Optimized Storage |
2020 |
CIDR |
4.2520778e-05 |
| 11,439 |
Algorithms for a Topology-aware Massively Parallel Computation Model |
2021 |
PODS |
4.1905499e-05 |
| 11,618 |
BitFun: Fast Answers to Queries with Tunable Functions in Geospatial Array DBMS |
2020 |
VLDB |
4.1905499e-05 |
| 11,858 |
Vectorizing an In Situ Query Engine |
2016 |
SIGMOD |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 20 |
C-Store: A Column-oriented DBMS |
2005 |
VLDB |
0.00086163998 |
| 35 |
MonetDB/X100: Hyper-Pipelining Query Execution |
2005 |
CIDR |
0.00076209479 |
| 113 |
Encapsulation of Parallelism in the Volcano Query Processing System |
1990 |
SIGMOD |
0.0004673401 |
| 319 |
Overview of SciDB: Large Scale Array Storage, Processing and Analysis |
2010 |
SIGMOD |
0.00027771951 |
| 403 |
Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited |
2014 |
VLDB |
0.00024176677 |
| 856 |
The Multidimensional Database System RasDaMan |
1998 |
SIGMOD |
0.00015845377 |
| 962 |
A Comparison of Join Algorithms for Log Processing in MapReduce |
2010 |
SIGMOD |
0.00015003834 |
| 1,033 |
Bitmap Index Design and Evaluation |
1998 |
SIGMOD |
0.0001453376 |
| 1,346 |
NoDB: Efficient Query Execution on Raw Data Files |
2012 |
SIGMOD |
0.00012472598 |
| 1,413 |
A Query Language for Multidimensional Arrays: Design, Implementation, and Optimization Techniques |
1996 |
SIGMOD |
0.00012110416 |
| 1,430 |
A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses |
2009 |
VLDB |
0.0001202506 |
| 1,701 |
An Efficient Bitmap Encoding Scheme for Selection Queries |
1999 |
SIGMOD |
0.00010828605 |
| 1,878 |
ArrayStore: A Storage Manager for Complex Parallel Array Processing |
2011 |
SIGMOD |
0.00010229691 |
| 4,822 |
SciQL: Array Data Processing Inside an RDBMS |
2013 |
SIGMOD |
5.891732e-05 |
| 5,300 |
GLADE: Big Data Analytics Made Easy |
2012 |
SIGMOD |
5.5751386e-05 |
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