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- W3046758053 abstract "In this paper, we discuss our experience in implementing homology computation, in particular the Betti number calculations in Chapel hypergraph Library (CHGL). Given a dataset represented as a hypergraph, a Betti number for a particular dimension k indicates how many k-dimensional `voids' are present in the dataset. Computing the Betti numbers involve various array-centric and linear algebra operations. We demonstrate that implementing these operations in Chapel is both concise and intuitive. In addition, we show that Chapel provides language constructs for implementing parallel and distributed execution of the linear algebra kernels with minimal effort. Syntactically, Chapel provides succinctness of Python, while delivering comparable and better performance than C++-based and Julia-based packages for calculating the Betti numbers respectively." @default.
- W3046758053 created "2020-08-07" @default.
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- W3046758053 date "2020-05-01" @default.
- W3046758053 modified "2023-10-03" @default.
- W3046758053 title "Computing Hypergraph Homology in Chapel" @default.
- W3046758053 cites W3035086707 @default.
- W3046758053 doi "https://doi.org/10.1109/ipdpsw50202.2020.00112" @default.
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