AWhat changed
Integrated distributed implementations of standard learning methods, optimized communication/linear algebra and a pipeline API with Spark's data-processing ecosystem.
Scientific scope
Integrated distributed implementations of standard learning methods, optimized communication/linear algebra and a pipeline API with Spark's data-processing ecosystem. This2015preprint reports a library first developed in2012 and open-sourced in2013; paper year is not first-release year. Sixteen paper authors do not exhaust140-plus community contributors. Standard learning algorithms, Spark itself and prior pipeline designs retain inherited credit; no biological application outcome is added.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. This2015preprint reports a library first developed in2012 and open-sourced in2013; paper year is not first-release year. Sixteen paper authors do not exhaust140-plus community contributors. Standard learning algorithms, Spark itself and prior pipeline designs retain inherited credit; no biological application outcome is added.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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