Publications

PaleoRec: A sequential recommender system for the annotation of paleoclimate datasets

Abstract

Studying past climate variability is fundamental to our understanding of current changes. In the era of Big Data, the value of paleoclimate information critically depends on our ability to analyze large volume of data, which itself hinges on standardization. Standardization also ensures that these datasets are more Findable, Accessible, Interoperable, and Reusable. Building upon efforts from the paleoclimate community to standardize the format, terminology, and reporting of paleoclimate data, this article describes PaleoRec, a recommender system for the annotation of such datasets. The goal is to assist scientists in the annotation task by reducing and ranking relevant entries in a drop-down menu. Scientists can either choose the best option for their metadata or enter the appropriate information manually. PaleoRec aims to reduce the time to science while ensuring adherence to community standards. PaleoRec is a …

Date
2022
Authors
Shravya Manety, Deborah Khider, Christopher Heiser, Nicholas McKay, Julien Emile-Geay, Cody Routson
Journal
Environmental Data Science
Volume
1
Pages
e4
Publisher
Cambridge University Press