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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
8.4851588e-05
Overall Rank
2,423 | 83.72%
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
2,735 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 8.0731466e-05
3,445 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2911896e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2474175e-05
3,917 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.925328e-05
4,309 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.6703601e-05
4,793 ChronosDB: Distributed, File Based, Geospatial Array DBMS 2018 VLDB 6.4105003e-05
4,834 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3865472e-05
6,064 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 5.8954903e-05
6,281 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8236382e-05
7,931 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 5.4230698e-05
8,095 Array DBMS: Past, Present, and (Near) Future 2021 VLDB 5.3917406e-05
8,961 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.2490978e-05
9,545 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1600923e-05
10,272 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 5.0469592e-05
11,947 Algorithms for a Topology-aware Massively Parallel Computation Model 2021 PODS 4.9769913e-05
12,117 BitFun: Fast Answers to Queries with Tunable Functions in Geospatial Array DBMS 2020 VLDB 4.9769913e-05
12,352 Vectorizing an In Situ Query Engine 2016 SIGMOD 4.9769913e-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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