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arXiv 1701.01293stat.MLcs.LG
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OpenML:一个连接到机器学习平台的R包OpenML

OpenML: An R Package to Connect to the Machine Learning Platform OpenML

TU Dortmund University(多特蒙德工业大学);Dortmund University of Applied Sciences and Arts(多特蒙德应用科学与艺术大学);Paul-Ehrlich-Institut(保罗·埃尔利希研究所);University of Zurich(苏黎世大学);Eindhoven University of Technology(埃因霍温理工大学);Ludwig-Maximilians-University Munich(慕尼黑大学);University of Münster(明斯特大学)

Giuseppe Casalicchio, Jakob Bossek, Michel Lang, Dominik Kirchhoff, Pascal Kerschke, Benjamin Hofner, Heidi Seibold, Joaquin Vanschoren, Bernd Bischl

摘要:

OpenML是一个在线机器学习平台,研究人员可以轻松共享数据、机器学习任务和实验,并在线组织它们,以更有效地工作和协作。在本文中,我们提出了一个与OpenML平台接口的R包,并结合机器学习R包mlr说明了其用法。我们展示了OpenML包如何允许R用户轻松搜索、下载和上传数据集和机器学习任务。此外,我们还展示了如何上传实验结果,与他人分享,并从其他用户下载结果。除了确保结果的可重复性外,OpenML平台还自动化了许多繁重的工作,加快了研究速度,促进了协作,并提高了用户的在线可见性。

英文摘要:

OpenML is an online machine learning platform where researchers can easily share data, machine learning tasks and experiments as well as organize them online to work and collaborate more efficiently. In this paper, we present an R package to interface with the OpenML platform and illustrate its usage in combination with the machine learning R package mlr. We show how the OpenML package allows R users to easily search, download and upload data sets and machine learning tasks. Furthermore, we also show how to upload results of experiments, share them with others and download results from other users. Beyond ensuring reproducibility of results, the OpenML platform automates much of the drudge work, speeds up research, facilitates collaboration and increases the users' visibility online.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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