Abstract

We propose a system of three principles of public dissemination, which we call reproducibility, correctness, and buildability, and make the argument that consideration of these principles is a necessary step when publicly disseminating results in any evidence-based scientific or engineering endeavor. We examine how these principles apply to the release and disclosure of the four elements associated with computer science research: theory, algorithms, code, and data. Reproducibility refers to the capability to reproduce fundamental results from released details. Correctness refers to the ability of an independent reviewer to verify and validate the results of a paper. We introduce the new term buildability to indicate the ability of other researchers to use the published research as a foundation for their own new work. This is more broad than extensibility, as it requires that the published results have reached a level of completeness that the research can be used for its stated purpose, and has progressed beyond the level of a preliminary idea. We argue that these three principles are not being sufficiently met by current publications and proposals in computer science and engineering, and represent a goal for which publishing should continue to aim. We introduce standards for the evaluation of reproducibility, correctness, and buildability in relation to the varied elements of computer science research and discuss how they apply to proposals, workshops, conferences, and journal publications, making arguments for appropriate standards of each principle in these settings. We address modern issues including big data, data confidentiality, privacy, security, and privilege. Our examination raises questions for discussion in the community on the appropriateness of publishing works that fail to meet one, some, or all of the stated principles.

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call

Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.