{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,6]],"date-time":"2024-09-06T13:31:35Z","timestamp":1725629495648},"reference-count":0,"publisher":"EasyChair","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:p>The current project aims to tackle with Gaia\u2019s BR\/RP spectra distortion caused by interstellar dust, called reddening or extinction, which makes data not to be correctly classified. For such, it is proposed a machine learning algorithm that is able to learn how to correct such effect making use of denoising autoencoders. In addition, it was also developed a method to estimate the extinction degree, since for almost any spectra that is going to be corrected, such value was not computed. The previous tasks are going to be resourceful at our research group, since we take part at the Gaia project and deal with outlier spectra. In this way, we will be able to do a finer data-preprocessing prior to their classification.<\/jats:p>","DOI":"10.29007\/24zd","type":"proceedings-article","created":{"date-parts":[[2023,2,16]],"date-time":"2023-02-16T23:10:14Z","timestamp":1676589014000},"page":"73-68","source":"Crossref","is-referenced-by-count":0,"title":["Dust extinction removal from BP\/RP spectra gathered from the Gaia Space Telescope using machine learning algorithms"],"prefix":"10.29007","volume":"14","author":[{"given":"Lara","family":"Pallas-Quintela","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ness","family":"Melissa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minia","family":"Manteiga Outeiro","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jos\u00e9 Carlos","family":"Dafonte V\u00e1zquez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"11545","event":{"name":"Proceedings of V XoveTIC Conference. XoveTIC 2022"},"container-title":["Kalpa Publications in Computing"],"original-title":[],"deposited":{"date-parts":[[2023,2,16]],"date-time":"2023-02-16T23:10:16Z","timestamp":1676589016000},"score":1,"resource":{"primary":{"URL":"https:\/\/easychair.org\/publications\/paper\/xr48"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"references-count":0,"URL":"https:\/\/doi.org\/10.29007\/24zd","relation":{},"ISSN":["2515-1762"],"issn-type":[{"type":"print","value":"2515-1762"}],"subject":[]}}