@inproceedings{ae5f116bb4a04474be3362b4a38d9934,
title = "PyParSVD: A streaming, distributed and randomized singular-value-decomposition library",
abstract = "We introduce PyParSVD11https://github.com/Romit-Maulik/PyParSVD, a Python library that implements a streaming, distributed and randomized algorithm for the singular value decomposition. To demonstrate its effectiveness, we extract coherent structures from scientific data. Futhermore, we show weak scaling assessments on up to 256 nodes of the Theta machine at Argonne Leadership Computing Facility, demonstrating potential for large-scale data analyses of practical data sets.",
author = "Romit Maulik and Gianmarco Mengaldo",
note = "Funding Information: This material is based upon work supported by the U.S. Department of Energy (DOE), Office of Science, Office of Advanced Scientific Computing Research, under Contract DE-AC02-06CH11357. This research was funded in part and used resources of the Argonne Leadership Computing Facility, which is a DOE Office of Science User Facility supported under Contract DE-AC02-06CH11357. This paper describes objective technical results and analysis. Any subjective views or opinions that might be expressed in the paper do not necessarily represent the views of the U.S. DOE or the United States Government. GM acknowledges support from MOE/NUS Startup grant R-265-000-A36-133. Publisher Copyright: {\textcopyright} 2021 IEEE.; 7th International Workshop on Data Analysis and Reduction for Big Scientific Data, DRBSD-7 2021 ; Conference date: 14-11-2021",
year = "2021",
doi = "10.1109/DRBSD754563.2021.00007",
language = "English (US)",
series = "Proceedings of DRBSD-7 2021: 7th International Workshop on Data Analysis and Reduction for Big Scientific Data, Held in conjunction with SC 2021: The International Conference for High Performance Computing, Networking, Storage and Analysis",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "19--25",
booktitle = "Proceedings of DRBSD-7 2021",
address = "United States",
}