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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
4979
Venue
SIGMOD
Year
2014
Pagerank
8.6439053e-05
Overall Rank
2,389 | 83.62%
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
3,074 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.7844208e-05
3,413 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.4326381e-05
3,638 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2338361e-05
4,069 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9276175e-05
4,224 Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads 2017 VLDB 6.8214304e-05
4,692 ChronosDB: Distributed, File Based, Geospatial Array DBMS 2018 VLDB 6.5602928e-05
4,764 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.51896e-05
6,181 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.9494838e-05
7,217 ParPaRaw: Massively Parallel Parsing of Delimiter-Separated Raw Data 2020 VLDB 5.668373e-05
7,766 Scalable Structural Index Construction for JSON Analytics 2021 VLDB 5.549481e-05
7,961 Array DBMS: Past, Present, and (Near) Future 2021 VLDB 5.5181056e-05
8,799 FishStore: Faster Ingestion with Subset Hashing 2019 SIGMOD 5.369237e-05
9,436 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.2692207e-05
10,067 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 5.1643809e-05
11,634 Algorithms for a Topology-aware Massively Parallel Computation Model 2021 PODS 5.093636e-05
11,809 BitFun: Fast Answers to Queries with Tunable Functions in Geospatial Array DBMS 2020 VLDB 5.093636e-05
12,051 Vectorizing an In Situ Query Engine 2016 SIGMOD 5.093636e-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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