{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,21]],"date-time":"2026-08-21T16:20:17Z","timestamp":1787329217789,"version":"build-2736575974"},"reference-count":91,"publisher":"Society for Industrial & Applied Mathematics (SIAM)","issue":"1","funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["BCS-1552848"],"award-info":[{"award-number":["BCS-1552848"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000893","name":"Simons Foundation","doi-asserted-by":"publisher","award":["400837"],"award-info":[{"award-number":["400837"]}],"id":[{"id":"10.13039\/100000893","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["SIAM Journal on Mathematics of Data Science"],"published-print":{"date-parts":[[2019,1]]},"abstract":"<jats:p>We demonstrate applications of the Gaussian process-based landmarking algorithm proposed in [T. Gao, S. Z. Kovalsky, and I. Daubechies, SIAM J. Math. Data Sci., 1 (2019), pp. 208--236] to geometric morphometrics, a branch of evolutionary biology centered at the analysis and comparisons of anatomical shapes, and compare the automatically sampled landmarks with the \u201cground truth\u201d landmarks manually placed by evolutionary anthropologists; the results suggest that Gaussian process landmarks perform equally well or better, in terms of both spatial coverage and downstream statistical analysis. We provide a detailed exposition of numerical procedures and feature filtering algorithms for computing high-quality and semantically meaningful diffeomorphisms between disk-type anatomical surfaces.<\/jats:p>","DOI":"10.1137\/18m1203481","type":"journal-article","created":{"date-parts":[[2019,2,12]],"date-time":"2019-02-12T12:07:50Z","timestamp":1549973270000},"page":"237-267","source":"Crossref","is-referenced-by-count":23,"title":["Gaussian Process Landmarking for Three-Dimensional Geometric Morphometrics"],"prefix":"10.1137","volume":"1","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0436-689X","authenticated-orcid":true,"given":"Tingran","family":"Gao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shahar Z.","family":"Kovalsky","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Doug M.","family":"Boyer","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ingrid","family":"Daubechies","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"351","published-online":{"date-parts":[[2019,2,12]]},"reference":[{"key":"atypb1","first-page":"7","volume":"24","author":"Adams D. 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