1 / 6

Reproducible Experimentation

Jonathan Klinginsmith Reproducibility and Scalability in Experimentation through Cloud Computing Technologies Indiana University Advisor: Judy Qiu. Reproducible Experimentation. Common research situations Researcher reads paper  R eproduce its experiments Benchmark and compare.

katen
Download Presentation

Reproducible Experimentation

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Jonathan KlinginsmithReproducibility and Scalability in Experimentation through Cloud Computing TechnologiesIndiana UniversityAdvisor: Judy Qiu

  2. Reproducible Experimentation Common research situations Researcher reads paper  Reproduce its experiments Benchmark and compare • Our goals • Expedite empirical research  • Reduce experimental setup time • Provide experimental integrity

  3. Experimental Conditions Reproducibilityneeds Infrastructure Software Parameters Data • Cloud computing (IaaS) • Compute instance types • Virtual appliance • Block and object storage • Reproducibility Scalability

  4. Reproducibility and Scalability Separation of Concerns • Persistent objects • Recipe & ingredients to build a scalable experiment

  5. Reproducibility and Scalability Virtual Clusters • Replicate images across IaaSclouds • Reproduce experiments across clouds

  6. Thank You!

More Related