A. Azari, J. Biersteker, R. Dewey, Gary Doran, Emily J. Forsberg, C. Harris, H. Kerner, K. Skinner, Andy W. Smith, R. Amini, S. Cambioni, V. D. Poian, T. Garton, M. D. Himes, S. Millholland, S. Ruhunusiri
{"title":"Integrating Machine Learning for Planetary Science: Perspectives for the Next Decade","authors":"A. Azari, J. Biersteker, R. Dewey, Gary Doran, Emily J. Forsberg, C. Harris, H. Kerner, K. Skinner, Andy W. Smith, R. Amini, S. Cambioni, V. D. Poian, T. Garton, M. D. Himes, S. Millholland, S. Ruhunusiri","doi":"10.3847/25c2cfeb.aa328727","DOIUrl":null,"url":null,"abstract":"Machine learning (ML) methods can expand our ability to construct, and draw insight from large datasets. Despite the increasing volume of planetary observations, our field has seen few applications of ML in comparison to other sciences. To support these methods, we propose ten recommendations for bolstering a data-rich future in planetary science.","PeriodicalId":108352,"journal":{"name":"Bulletin of the AAS","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"23","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Bulletin of the AAS","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3847/25c2cfeb.aa328727","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 23
Abstract
Machine learning (ML) methods can expand our ability to construct, and draw insight from large datasets. Despite the increasing volume of planetary observations, our field has seen few applications of ML in comparison to other sciences. To support these methods, we propose ten recommendations for bolstering a data-rich future in planetary science.