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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
h29bee8e8371a15ff
Venue
SIGMOD
Year
2014
Pagerank
8.4576748e-05
Overall Rank
2,437 | 83.67%
DOI
10.1145/2588555.2612185

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{blanas_sigmod14,
        title = {{Parallel Data Analysis Directly on Scientific File Formats}},
        author = {Blanas, Spyros and Wu, Kesheng and Byna, Surendra and Dong, Bin and Shoshani, Arie},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2612185},
        url = {https://dl.acm.org/doi/10.1145/2588555.2612185},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
2,741 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 8.0574455e-05
3,456 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2673968e-05
3,510 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2263115e-05
3,927 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9025015e-05
4,325 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.648427e-05
4,814 ChronosDB: Distributed, File Based, Geospatial Array DBMS 2018 VLDB 6.3893032e-05
4,855 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3657929e-05
6,079 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 5.8759961e-05
6,293 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8045404e-05
7,945 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 5.4051378e-05
8,113 Array DBMS: Past, Present, and (Near) Future 2021 VLDB 5.3739121e-05
8,983 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.2317424e-05
9,571 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1430298e-05
10,299 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 5.0302708e-05
11,991 Algorithms for a Topology-aware Massively Parallel Computation Model 2021 PODS 4.9605343e-05
12,161 BitFun: Fast Answers to Queries with Tunable Functions in Geospatial Array DBMS 2020 VLDB 4.9605343e-05
12,395 Vectorizing an In Situ Query Engine 2016 SIGMOD 4.9605343e-05
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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.

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