{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T15:51:20Z","timestamp":1774281080740,"version":"3.50.1"},"reference-count":113,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2017,6,1]],"date-time":"2017-06-01T00:00:00Z","timestamp":1496275200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Geosci. Remote Sensing"],"published-print":{"date-parts":[[2017,6]]},"DOI":"10.1109\/tgrs.2017.2676816","type":"journal-article","created":{"date-parts":[[2017,3,25]],"date-time":"2017-03-25T06:12:37Z","timestamp":1490422357000},"page":"3588-3610","source":"Crossref","is-referenced-by-count":26,"title":["A Comparison Between Three Sparse Unmixing Algorithms Using a Large Library of Shortwave Infrared Mineral Spectra"],"prefix":"10.1109","volume":"55","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3124-1934","authenticated-orcid":false,"given":"Mark","family":"Berman","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Leanne","family":"Bischof","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ryan","family":"Lagerstrom","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jon","family":"Huntington","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peter","family":"Mason","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrew A.","family":"Green","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-90-481-8859-8"},{"key":"ref38","first-page":"201","article-title":"Vegetation cover analysis using a low budget hyperspectral proximal sensing system","volume":"49","author":"cenedese","year":"2006","journal-title":"Ann Geophys"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/s11273-009-9169-z"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2007.07.028"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2014.2341811"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2013.2257422"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/S0016-7061(98)00023-8"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2012.2237076"},{"key":"ref35","first-page":"1557","article-title":"Hyperspectral remote sensing of urban areas: An overview of techniques and applications","volume":"4","author":"shafri","year":"2012","journal-title":"Res J Appl Sci Eng Technol"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2012.2194696"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2011.2167193"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2010.2085313"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2012.2194598"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.forsciint.2008.04.020"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICDAR.2013.179"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.forsciint.2012.09.012"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2004.841487"},{"key":"ref23","first-page":"79","article-title":"Hyperspectral image processing for automatic target detection applications","volume":"14","author":"manolakis","year":"2003","journal-title":"Lincoln Lab J"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1198\/016214506000000735"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2008.09.018"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1198\/016214501753382273"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/MAES.2010.5546306"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/S0034-4257(96)00122-8"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/79.974727"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/S0034-4257(98)00037-6"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2006.888466"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2004.835299"},{"key":"ref56","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1117\/12.366289","article-title":"N-FINDR: An algorithm for fast autonomous spectral end-member determination in hyperspectral data","volume":"3753","author":"winter","year":"1999","journal-title":"Proc SPIE"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/36.297973"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1080\/01431160512331337817"},{"key":"ref53","first-page":"11","article-title":"Automating spectral unmixing of AVIRIS data using convex geometry concepts","volume":"1","author":"boardman","year":"1993","journal-title":"Proc Summaries 4th Annu JPL Airborne Geosci Workshop"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/S0034-4257(03)00135-4"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.biosystemseng.2012.12.001"},{"key":"ref4","first-page":"223","article-title":"Drill core logging of plagioclase feldspar composition and other minerals associated with Archean gold mineralization at Kambalda, Western Australia, using a bi-directional thermal infrared reflectance system","volume":"16","author":"cudahy","year":"2009","journal-title":"Rev Econ Geology"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1029\/2002JE001847"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2009.03.018"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jag.2011.08.002"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2011.08.020"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1029\/JB091iB08p08098"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2008.2004628"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1080\/01431160310001618031"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/0950-7051(89)90003-8"},{"key":"ref45","first-page":"111","article-title":"Analysis of aircraft spectrometer data with logarithmic residuals","author":"green","year":"1985","journal-title":"Proc Airborne Imag Spectrom Data Anal Workshop"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.1990.137686"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/0034-4257(93)90024-R"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.oregeorev.2011.08.001"},{"key":"ref41","first-page":"45","article-title":"A geological overview of HyLogging 18,000 m of core from the Eastern Goldfields of Western Australia","author":"huntington","year":"2006","journal-title":"Proc 6th Int Mining Geol Conf"},{"key":"ref44","first-page":"23","article-title":"HyLogging&#x2014;Voluminous industrial-scale reflectance spectroscopy of the earth&#x2019;s subsurface","author":"huntington","year":"2010","journal-title":"Proc Art Sci Appl Reflectance Spectrosc Symp"},{"key":"ref43","first-page":"25","article-title":"Mapping mineralogy with reflectance spectroscopy: Examples from volcanogenic massive sulfide deposits","volume":"16","author":"thompson","year":"2009","journal-title":"Rev Econ Geology"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2004.08.002"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2003.03.001"},{"key":"ref71","doi-asserted-by":"crossref","first-page":"1","DOI":"10.18637\/jss.v033.i01","article-title":"Regularization paths for generalised linear models via coordinate descent","volume":"33","author":"friedman","year":"2010","journal-title":"J Statist Softw"},{"key":"ref70","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1214\/009053604000000067","article-title":"Least angle regression","volume":"32","author":"efron","year":"2004","journal-title":"Ann Statist"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2006.01.006"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2010.05.013"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1111\/j.1529-8817.2003.00880.x"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1890\/1051-0761(2006)016[1148:ROFSAS]2.0.CO;2"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611970104"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1130\/0091-7613(1994)022<0621:NISOMT>2.3.CO;2"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/S0034-4257(00)00126-7"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2011.2160189"},{"key":"ref61","doi-asserted-by":"crossref","DOI":"10.1201\/9781420035933","author":"miller","year":"2002","journal-title":"Subset Selection in Regression"},{"key":"ref63","doi-asserted-by":"crossref","first-page":"73341m","DOI":"10.1117\/12.818245","article-title":"L1 unmixing and its application to hyperspectral image enhancement","volume":"7334","author":"guo","year":"2009","journal-title":"Proc SPIE"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2010.2098413"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.chemolab.2012.08.010"},{"key":"ref66","first-page":"222","article-title":"Algorithms and software for the automated identification of minerals using field spectra or hyperspectral imagery","volume":"1","author":"berman","year":"1999","journal-title":"Proc 13th Int Conf Appl Geol Remote Sens"},{"key":"ref67","article-title":"An unmixing algorithm based on a large library of shortwave infrared spectra","author":"berman","year":"2011","journal-title":"CSIRO Mathematics Informatics and Statistics"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/36.841987"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.2113\/96.5.939"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2011.03.003"},{"key":"ref1","first-page":"23","article-title":"Mapping target signatures via partial unmixing of AVIRIS data","volume":"1","author":"boardman","year":"1995","journal-title":"Proc 5th Annu JPL Airborne Geosci Workshop AVIRIS Workshop"},{"key":"ref109","first-page":"39","article-title":"MRF-based remote-sensing image classification with automatic model parameter estimation","author":"serpico","year":"2007","journal-title":"Image Processing for Remote Sensing"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2014.02.005"},{"key":"ref108","article-title":"Hidden Markov and other models for discrete-valued time series","author":"macdonald","year":"1997","journal-title":"Monographs on Statistics and Applied Probability"},{"key":"ref94","author":"lumley","year":"2009","journal-title":"Package &#x2018;Leaps &#x2019;"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2016.2624505"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/36.3001"},{"key":"ref106","first-page":"99","article-title":"Modified residual method for estimation of noise statistics in hyperspectral images","author":"mahmood","year":"2015","journal-title":"Proc 7th Workshop Hyperspectral Image Signal Process Evol Remote Sens (WHISPERS)"},{"key":"ref92","author":"hastie","year":"2001","journal-title":"The Elements of Statistical Learning Data Mining Inference and Prediction"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1080\/01431169608949102"},{"key":"ref91","author":"mclachlan","year":"1992","journal-title":"Discriminant Analysis and Statistical Pattern Recognition"},{"key":"ref104","article-title":"Challenges around validating spectral interpretation algorithms against spectral libraries and human interpreters","author":"berman","year":"2015"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2004.832239"},{"key":"ref103","author":"moore","year":"1989","journal-title":"X-ray Diffraction and the Identification and Analysis of Clay Minerals"},{"key":"ref102","author":"hutchison","year":"1974","journal-title":"Laboratory Handbook of Petrographic Techniques"},{"key":"ref111","first-page":"37","article-title":"The HyMapTM airborne hyperspectral sensor: The system, calibration and performance","author":"cocks","year":"1998","journal-title":"Proc 1st EARSeL Workshop Imaging Spectrosc"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/IGARSS.2013.6723584"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1016\/S0034-4257(98)00064-9"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1007\/b98874"},{"key":"ref99","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","article-title":"Regression shrinkage and selection via the lasso","volume":"58","author":"tibshirani","year":"1996","journal-title":"J R Statist Soc B (Methodological)"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/76.2.297"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611971217"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1255\/jnirs.754"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.tifs.2007.06.001"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-02230-2_57"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.aca.2004.12.037"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.talanta.2007.04.054"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpba.2008.07.019"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1039\/b408952a"},{"key":"ref82","author":"skoog","year":"1980","journal-title":"Principles of Instrumental Analysis"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1039\/b602376m"},{"key":"ref81","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9781139025683","author":"hapke","year":"2012","journal-title":"Theory of Reflectance and Emittance Spectroscopy"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1038\/nbt1080"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611970128"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1002\/cem.1198"},{"key":"ref83","author":"bartels","year":"1987","journal-title":"An Introduction to Splines for Use in Computer Graphics and Geometric Modeling"},{"key":"ref113","author":"graybill","year":"1983","journal-title":"Matrices with Applications in Statistics"},{"key":"ref80","first-page":"3","article-title":"Spectroscopy of rocks and minerals, and principles of spectroscopy","volume":"3","author":"clark","year":"1999","journal-title":"Manual of Remote Sensing"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1176324456"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1346\/CCMN.1994.0420606"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/S0034-4257(96)00067-3"},{"key":"ref87","author":"jolliffe","year":"2002","journal-title":"Principal Component Analysis"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.2307\/1267351"}],"container-title":["IEEE Transactions on Geoscience and Remote Sensing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/36\/7932278\/07886343.pdf?arnumber=7886343","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,26]],"date-time":"2022-07-26T21:53:34Z","timestamp":1658872414000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7886343\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,6]]},"references-count":113,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tgrs.2017.2676816","relation":{},"ISSN":["0196-2892","1558-0644"],"issn-type":[{"value":"0196-2892","type":"print"},{"value":"1558-0644","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,6]]}}}