Learning Service Selection Decision Making Behaviors During Scientific Workflow Development

arXiv:2404.00420v1 Announce Type: cross
Abstract: Increasingly, more software services have been published onto the Internet, making it a big challenge to recommend services in the process of a scientific workflow composition. In this paper, a novel context-aware approach is proposed to recommending next services in a workflow development process, through learning service representation and service selection decision making behaviors from workflow provenance. Inspired by natural language sentence generation, the composition process of a scientific workflow is formalized as a step-wise …

abstract arxiv big challenge context cs.lg cs.se decision decision making development internet making next novel paper process scientific service services software through type workflow