Application of machine-learning algorithms for tephrochronology: a case study of Plio-Quaternary volcanic fields in the South Aegean Active Volcanic Arc
We performed several machine-learning algorithms on a geochemical dataset including whole-rock (n = 1656) and glass (n = 1092) compositions of lavas and pyroclastics belonging to 8 volcanic fields along the South Aegean Active Volcanic Arc (SAAVA). We did not only test our trained model with the unk...
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| Vydáno v: | Earth science informatics Ročník 15; číslo 2; s. 1167 - 1182 |
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| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Berlin/Heidelberg
Springer Berlin Heidelberg
01.06.2022
Springer Nature B.V |
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| ISSN: | 1865-0473, 1865-0481 |
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| Abstract | We performed several machine-learning algorithms on a geochemical dataset including whole-rock (n = 1656) and glass (n = 1092) compositions of lavas and pyroclastics belonging to 8 volcanic fields along the South Aegean Active Volcanic Arc (SAAVA). We did not only test our trained model with the unknown distal tephras, but also controlled its performance using some known distal tephras (e.g., Nisyros-Kyra) from the easternmost part of the SAAVA. The different metrics and kappa values revealed that Naïve Bayes, Linear Discriminant Analysis, Artificial Neural Network, and Support Vector Machine (both probabilistic and non-probabilistic models) were the least performing algorithms; while the Random Forest and the gradient boosting algorithms (e.g., CatBoost, LightGBM) together with their average ensemble (Voting Classifier) were the best for the volcanic-source predictions of tephras. This also indicates that the latter algorithms give better results for the machine-learning applications on an imbalanced geochemical dataset, which was the main artifact in our training model. Despite the accurate prediction and training models especially for those having larger datasets (i.e., Santorini and Nisyros volcanoes), we here would like to express that the machine-learning can be as yet a time-saving tool (not an automatized decision-maker) in the tephrochronology studies providing a more efficient and rapid way of finding the possible volcanic sources for unknown tephras. In this regard, our freely-available Python codes would be easily implemented in further “tephra-hunting” studies in and around the SAAVA. However, there is a need for increasing the available geochemical (e.g., mineral chemistry) and also other interrelated datasets (e.g., geochronology) that should be as yet evaluated manually by the tephrochronologists to be able to improve the performances of machine-learning algorithms in the volcanic-source predictions. |
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| AbstractList | We performed several machine-learning algorithms on a geochemical dataset including whole-rock (n = 1656) and glass (n = 1092) compositions of lavas and pyroclastics belonging to 8 volcanic fields along the South Aegean Active Volcanic Arc (SAAVA). We did not only test our trained model with the unknown distal tephras, but also controlled its performance using some known distal tephras (e.g., Nisyros-Kyra) from the easternmost part of the SAAVA. The different metrics and kappa values revealed that Naïve Bayes, Linear Discriminant Analysis, Artificial Neural Network, and Support Vector Machine (both probabilistic and non-probabilistic models) were the least performing algorithms; while the Random Forest and the gradient boosting algorithms (e.g., CatBoost, LightGBM) together with their average ensemble (Voting Classifier) were the best for the volcanic-source predictions of tephras. This also indicates that the latter algorithms give better results for the machine-learning applications on an imbalanced geochemical dataset, which was the main artifact in our training model. Despite the accurate prediction and training models especially for those having larger datasets (i.e., Santorini and Nisyros volcanoes), we here would like to express that the machine-learning can be as yet a time-saving tool (not an automatized decision-maker) in the tephrochronology studies providing a more efficient and rapid way of finding the possible volcanic sources for unknown tephras. In this regard, our freely-available Python codes would be easily implemented in further “tephra-hunting” studies in and around the SAAVA. However, there is a need for increasing the available geochemical (e.g., mineral chemistry) and also other interrelated datasets (e.g., geochronology) that should be as yet evaluated manually by the tephrochronologists to be able to improve the performances of machine-learning algorithms in the volcanic-source predictions. |
| Author | Uslular, Göksu Kuşcu, Gonca Gençalioğlu Karaarslan, Enis Kıyıkçı, Fatih |
| Author_xml | – sequence: 1 givenname: Göksu orcidid: 0000-0001-8485-0093 surname: Uslular fullname: Uslular, Göksu email: goksuuslular@mu.edu.tr, goeksu.uslular@etu.unige.ch organization: Department of Geological Engineering, Muğla Sıtkı Koçman University, Department of Earth Sciences, University of Geneva – sequence: 2 givenname: Fatih surname: Kıyıkçı fullname: Kıyıkçı, Fatih organization: Department of Computer Engineering, Muğla Sıtkı Koçman University – sequence: 3 givenname: Enis surname: Karaarslan fullname: Karaarslan, Enis organization: Department of Computer Engineering, Muğla Sıtkı Koçman University – sequence: 4 givenname: Gonca Gençalioğlu surname: Kuşcu fullname: Kuşcu, Gonca Gençalioğlu organization: Department of Geological Engineering, Muğla Sıtkı Koçman University |
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| Cites_doi | 10.1029/2020JB020130 10.1016/j.quascirev.2021.106811 10.1029/2019GL085523 10.1016/j.quageo.2016.12.003 10.1007/s00445-005-0045-2 10.2138/gselements.15.3.177 10.1007/BF00301465 10.1007/s005310050251 10.1016/j.jvolgeores.2019.106666 10.1016/S1352-2310(97)00447-0 10.1016/j.margeo.2008.04.004 10.1023/A:1010933404324 10.1016/j.jvolgeores.2020.106884 10.1029/2018GL081251 10.1016/j.jvolgeores.2013.05.011 10.1007/BF02600426 10.1016/S0025-3227(01)00302-4 10.1016/j.yqres.2009.12.004 10.5194/gchron-3-273-2021 10.1016/S0377-0273(99)00127-4 10.1016/j.quascirev.2015.04.006 10.1093/petrology/egab013 10.1016/j.jvolgeores.2021.107254 10.1016/j.jvolgeores.2020.107042 10.1016/j.lithos.2020.105416 10.1155/2019/6526898 10.1038/s41561-018-0272-8 10.1016/j.jvolgeores.2017.12.011 10.1007/s00410-016-1292-2 10.1111/j.1751-908X.2016.00396.x 10.1007/978-3-319-33383-0_5 10.1130/G37627.1 10.1201/9780429258589 10.1016/j.chemgeo.2016.09.022 10.1016/j.cageo.2020.104494 10.1007/BF02598241 10.1016/j.quageo.2010.08.003 10.1038/s41586-018-0438-y 10.1016/j.quascirev.2017.08.003 10.1016/j.quascirev.2015.04.005 10.1144/GSL.SP.1984.017.01.55 10.2138/gselements.15.3.159 10.1016/j.jvolgeores.2005.12.009 10.1177/001316446002000104 10.1007/BF02596888 10.3390/app11188318 10.1016/j.jvolgeores.2018.10.004 10.1016/j.lithos.2005.01.001 10.1016/S0012-821X(99)00318-0 10.1038/ngeo1562 10.1130/0016-7606(1977)88<797:BASSOT>2.0.CO;2 10.1016/j.quascirev.2018.09.019 10.1002/jqs.3170 10.1029/2020GL087032 10.2138/gselements.15.3.165 10.1029/96GL02759 10.1016/j.margeo.2004.06.006 10.1016/j.quascirev.2018.03.011 10.1039/C4JA00009A 10.1002/jqs.2630 10.1144/0016-764901-129 10.1016/j.apradiso.2011.04.013 10.1016/j.quascirev.2014.10.028 10.1016/j.quageo.2019.101033 10.1016/j.gsf.2020.01.016 10.1038/363610a0 10.1109/ICNN.1996.549118 10.1016/S1871-644X(05)80047-6 10.1007/978-1-4842-5373-1_5 10.1029/2010gc003073 10.1145/2939672.2939785 10.1111/j.2517-6161.1964.tb00553.x 10.1007/0-306-47669-X_16 10.1109/TAAI.2010.46 |
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| Keywords | Gradient boosting algorithms Imbalanced data Tephrochronology Machine-learning South Aegean Active Volcanic Arc |
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| References | Witsil, Johnson (CR104) 2020; 11 Vougioukalakis, Satow, Druitt (CR101) 2019; 15 Volentik, Vanderkluysen, Principe, Hunziker, Hunziker, Marini (CR100) 2005 Garreta, Moncecchi (CR37) 2013 CR35 Wulf, Kraml, Kuhn, Schwarz, Inthorn, Keller, Kuscu, Halbach (CR106) 2002; 183 Petrelli, Perugini (CR76) 2016; 171 Zhou, Kuiper, Wijbrans, Boehm, Vroon (CR107) 2021; 3 Cortes, Vapnik (CR21) 1995; 20 CR44 Gençalioğlu-Kuşcu, Uslular, Danišik, Koppers, Miggins, Friedrichs, Schmitt (CR39) 2020; 55 Popa, Bachmann, Ellis, Degruyter, Tollan, Kyriakopoulos (CR78) 2019; 387 Francalanci, Zellmer (CR32) 2019; 15 Jongsma (CR48) 1977; 88 Guillong, von Quadt, Sakata, Peytcheva, Bachmann (CR42) 2014; 29 Vanderkluysen, Volentik, Hernandez, Hunziker, Bussy, Principe, Hunziker, Marini (CR98) 2005 Izenman (CR47) 2013 Sterba, Steinhauser, Bichler (CR88) 2011; 69 Kramer (CR54) 2016; 20 Pedregosa, Varoquaux, Gramfort, Michel, Thirion, Grisel, Blondel, Prettenhofer, Weiss, Dubourg, Vanderplas, Passos, Cournapeau, Brucher, Perrot, Duchesnay (CR70) 2011; 12 Stewart, McPhie (CR89) 2006; 68 Fytikas, Innocenti, Manetti, Peccerillo, Mazzuoli, Villari (CR34) 1984; 17 Druitt, Pyle, Mather (CR27) 2019; 15 Aksu, Jenner, Hiscott, İşler (CR1) 2008; 252 Francalanci, Vougioukalakis, Fytikas, Beccaluva, Bianchini, Wilson (CR30) 2007; 418 CR57 CR56 Satow, Tomlinson, Grant, Albert, Smith, Manning, Ottolini, Wulf, Rohling, Lowe, Blockley, Menzies (CR86) 2015; 117 CR55 Bergstra, Bengio (CR10) 2012; 13 CR52 Witsil, Johnson (CR103) 2020; 140 CR50 Morris (CR63) 2000; 176 Innocenti, Kolios, Manetti, Rita, Villari (CR46) 1982; 45 Sarna-Wojcicki, Noller, Sowers, Lettis, William (CR85) 2000 Guichard, Carey, Arthur, Sigurdsson, Arnold (CR40) 1993; 363 DeVries, Viégas, Wattenberg, Meade (CR24) 2018; 560 Pe-Piper, Piper, Fytikas, Vougioukalakis (CR73) 2005 Petrelli, Bizzarri, Morgavi, Baldanza, Perugini (CR74) 2017; 40 CR65 Gardner, Dorling (CR36) 1998; 32 Koutrouli, Anastasakis, Kontakiotis, Ballengee, Kuehn, Pe-Piper, Piper (CR53) 2018; 366 CR62 Bolton, Jensen, Wallace, Praet, Fortin, Kaufman, De Batist (CR12) 2020; 35 Pearce, Eastwood, Westgate, Perkins (CR69) 2002; 159 D'Antonio, Mariconte, Arienzo, Mazzeo, Carandente, Perugini, Petrelli, Corselli, Orsi, Principato, Civetta (CR23) 2016; 443 Francalanci, Varekamp, Vougioukalakis, Defant, Innocenti, Manetti (CR29) 1995; 56 Fytikas, Innocenti, Kolios, Manetti, Mazzuoli, Poli, Rita, Villari (CR33) 1986; 28 Watson (CR102) 2020; 405 Smith, York, Chen, Evansen (CR87) 1996; 23 Corbi, Sandri, Bedford, Funiciello, Brizzi, Rosenau, Lallemand (CR20) 2019; 46 Guillong, Sliwinski, Schmitt, Forni, Bachmann (CR41) 2016; 40 Van Hinsbergen, Snel, Garstman, Mărunţeanu, Langereis, Wortel, Meulenkamp (CR97) 2004; 209 Pe-Piper, Piper, Reynolds (CR71) 1983; 46 Allen, Stadlbauer, Keller (CR3) 1999; 88 Petrelli, Caricchi, Perugini (CR75) 2020; 125 Ouzounis, Papakostas (CR64) 2021; 11 Pe-Piper, Piper (CR72) 2013; 260 Park, Mousavi, Zhu, Ellsworth, Beroza (CR66) 2020; 47 Valetich, Le Losq, Arculus, Umino, Mavrogenes (CR96) 2021; 62 Cohen (CR19) 1960; 20 Francalanci, Vougioukalakis, Perini, Manetti, Fytikas, Vougioukalakis (CR31) 2005 CR6 Vakhrameeva, Koutsodendris, Wulf, Portnyagin, Appelt, Ludwig, Trieloff, Pross (CR95) 2021; 255 Sulpizio, Alçiçek, Zanchetta, Solari (CR90) 2013; 28 CR7 Chawla, Bowyer, Hall, Kegelmeyer (CR16) 2002; 16 Wulf, Hardiman, Staff, Koutsodendris, Appelt, Blockley, Lowe, Manning, Ottolini, Schmitt, Smith, Tomlinson, Vakhrameeva, Knipping, Kotthoff, Milner, Müller, Christanis, Pross (CR105) 2018; 186 CR9 Vespa, Keller, Gertisser (CR99) 2006; 153 Balakrishnama, Ganapathiraju (CR8) 1998; 18 Dalabakis, Vougioukalakis (CR22) 1993; 28 CR84 CR83 CR81 CR80 Buettner, Kleinhanns, Rufer, Hunziker, Villa (CR15) 2005; 83 Elburg, Smet (CR28) 2020; 358 Allen, McPhie (CR2) 2000; 95 Pe (CR68) 1973; 37 CR18 CR17 Altman (CR4) 1990 Lowe, Pearce, Jorgensen, Kuehn, Tryon, Hayward (CR60) 2017; 175 Bohla (CR11) 1986 Gençalioğlu-Kuşcu, Uslular (CR38) 2018; 354 Klaver, Davies, Vroon (CR51) 2016; 44 Ke, Meng, Finley, Wang, Chen, Ma, Ye, Liu, Guyon, Luxburg, Bengio, Wallach, Fergus, Vishwanathan, Garnett (CR49) 2017 CR93 CR92 Lowe, Hunt (CR59) 2001; 1 Ren, Peltier, Ferrazzini, Rouet-Leduc, Johnson, Brenguier (CR82) 2020; 47 Dietterich (CR25) 2000 Lowe (CR58) 2011; 6 Pignatelli, Piochi (CR77) 2021; 415 Popa, Dietrich, Bachmann (CR79) 2020; 399 Hulbert, Rouet-Leduc, Johnson, Ren, Rivière, Bolton, Marone (CR45) 2019; 12 CR26 Vakhrameeva, Koutsodendris, Wulf, Fletcher, Appelt, Knipping, Gertisser, Trieloff, Pross (CR94) 2018; 200 Anzieta, Ortiz, Arias, Ruiz (CR5) 2019; 2019 Hamann, Wulf, Ersoy, Ehrmann, Aydar, Schmiedl (CR43) 2010; 73 Box, Cox (CR13) 1964; 26 Breiman (CR14) 2001; 45 Parks, Biggs, England, Mather, Nomikou, Palamartchouk, Papanikolaou, Paradissis, Parsons, Pyle, Raptakis, Zacharis (CR67) 2012; 5 Tomlinson, Smith, Albert, Aydar, Civetta, Cioni, Çubukçu, Gertisser, Isaia, Menzies, Orsi, Rosi, Zanchetta (CR91) 2015; 118 Lowe, Ramsey, Housley, Lane, Tomlinson, Associates, Team (CR61) 2015; 118 797_CR65 C Satow (797_CR86) 2015; 117 797_CR62 M D'Antonio (797_CR23) 2016; 443 797_CR7 C Hulbert (797_CR45) 2019; 12 SR Allen (797_CR2) 2000; 95 797_CR6 M Bohla (797_CR11) 1986 F Corbi (797_CR20) 2019; 46 JH Sterba (797_CR88) 2011; 69 M Petrelli (797_CR74) 2017; 40 F Guichard (797_CR40) 1993; 363 NV Chawla (797_CR16) 2002; 16 P Dalabakis (797_CR22) 1993; 28 L Breiman (797_CR14) 2001; 45 R Sulpizio (797_CR90) 2013; 28 797_CR44 X Zhou (797_CR107) 2021; 3 S Balakrishnama (797_CR8) 1998; 18 Y Park (797_CR66) 2020; 47 M Petrelli (797_CR75) 2020; 125 M Fytikas (797_CR34) 1984; 17 SR Allen (797_CR3) 1999; 88 MM Parks (797_CR67) 2012; 5 M Vespa (797_CR99) 2006; 153 M Guillong (797_CR41) 2016; 40 TG Dietterich (797_CR25) 2000 NJ Pearce (797_CR69) 2002; 159 O Kramer (797_CR54) 2016; 20 J Bergstra (797_CR10) 2012; 13 797_CR55 797_CR56 797_CR57 MA Elburg (797_CR28) 2020; 358 797_CR50 797_CR52 AJ Witsil (797_CR104) 2020; 11 MJ Valetich (797_CR96) 2021; 62 G Gençalioğlu-Kuşcu (797_CR38) 2018; 354 A Volentik (797_CR100) 2005 DG Altman (797_CR4) 1990 C Cortes (797_CR21) 1995; 20 RG Popa (797_CR79) 2020; 399 797_CR26 A Morris (797_CR63) 2000; 176 F Innocenti (797_CR46) 1982; 45 M Fytikas (797_CR33) 1986; 28 JC Anzieta (797_CR5) 2019; 2019 797_CR18 R Garreta (797_CR37) 2013 GE Vougioukalakis (797_CR101) 2019; 15 PM DeVries (797_CR24) 2018; 560 P Vakhrameeva (797_CR94) 2018; 200 AG Ouzounis (797_CR64) 2021; 11 CX Ren (797_CR82) 2020; 47 P Vakhrameeva (797_CR95) 2021; 255 G Pe-Piper (797_CR73) 2005 J Cohen (797_CR19) 1960; 20 797_CR35 DJ Lowe (797_CR58) 2011; 6 S Wulf (797_CR106) 2002; 183 L Francalanci (797_CR31) 2005 MV Guillong (797_CR42) 2014; 29 Y Hamann (797_CR43) 2010; 73 RG Popa (797_CR78) 2019; 387 GE Box (797_CR13) 1964; 26 TH Druitt (797_CR27) 2019; 15 A Buettner (797_CR15) 2005; 83 M Klaver (797_CR51) 2016; 44 G Gençalioğlu-Kuşcu (797_CR39) 2020; 55 G Pe (797_CR68) 1973; 37 PE Smith (797_CR87) 1996; 23 AL Stewart (797_CR89) 2006; 68 G Pe-Piper (797_CR72) 2013; 260 L Francalanci (797_CR30) 2007; 418 JJ Lowe (797_CR61) 2015; 118 AJ Witsil (797_CR103) 2020; 140 797_CR80 797_CR81 797_CR83 797_CR84 DJ Lowe (797_CR59) 2001; 1 G Ke (797_CR49) 2017 D Van Hinsbergen (797_CR97) 2004; 209 LM Watson (797_CR102) 2020; 405 S Wulf (797_CR105) 2018; 186 MW Gardner (797_CR36) 1998; 32 A Koutrouli (797_CR53) 2018; 366 A Pignatelli (797_CR77) 2021; 415 F Pedregosa (797_CR70) 2011; 12 AE Aksu (797_CR1) 2008; 252 L Vanderkluysen (797_CR98) 2005 A Sarna-Wojcicki (797_CR85) 2000 797_CR17 M Petrelli (797_CR76) 2016; 171 797_CR92 797_CR93 797_CR9 D Jongsma (797_CR48) 1977; 88 DJ Lowe (797_CR60) 2017; 175 G Pe-Piper (797_CR71) 1983; 46 MS Bolton (797_CR12) 2020; 35 L Francalanci (797_CR32) 2019; 15 AJ Izenman (797_CR47) 2013 L Francalanci (797_CR29) 1995; 56 EL Tomlinson (797_CR91) 2015; 118 |
| References_xml | – volume: 125 start-page: e2020JB020130 issue: 9 year: 2020 ident: CR75 article-title: Machine Learning Thermo-Barometry: Application to Clinopyroxene-Bearing Magmas publication-title: J Geophys Res Solid Earth doi: 10.1029/2020JB020130 – volume: 255 start-page: 106811 year: 2021 ident: CR95 article-title: Land-sea correlations in the eastern Mediterranean region over the past c. 800 kyr based on macro-and cryptotephras from ODP site 964 (Ionian Basin) publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2021.106811 – volume: 47 start-page: e2019GL085523 issue: 3 year: 2020 ident: CR82 article-title: Machine learning reveals the seismic signature of eruptive behavior at Piton de la Fournaise volcano publication-title: Geophys Res Lett doi: 10.1029/2019GL085523 – volume: 40 start-page: 33 year: 2017 end-page: 44 ident: CR74 article-title: Combining machine learning techniques, microanalyses and large geochemical datasets for tephrochronological studies in complex volcanic areas: new age constraints for the Pleistocene magmatism of Central Italy publication-title: Quat Geochron doi: 10.1016/j.quageo.2016.12.003 – volume: 68 start-page: 703 year: 2006 end-page: 726 ident: CR89 article-title: Facies architecture and late Pliocene–Pleistocene evolution of a felsic volcanic island, Milos publication-title: Greece. Bull. Volcanol. doi: 10.1007/s00445-005-0045-2 – start-page: 26 year: 2005 end-page: 66 ident: CR100 article-title: Stratigraphy of Nisyros volcano, (Greece) publication-title: The geology, geochemistry and evolution of Nisyros volcano (Greece) – ident: CR80 – volume: 15 start-page: 177 issue: 3 year: 2019 end-page: 184 ident: CR27 article-title: Santorini volcano and its plumbing system publication-title: Elements doi: 10.2138/gselements.15.3.177 – volume: 56 start-page: 601 year: 1995 end-page: 620 ident: CR29 article-title: Crystal retention, fractionation, and crustal assimilation in a convecting magma chamber, Nisyros volcano publication-title: Greece. Bull. Volcanol. doi: 10.1007/BF00301465 – volume: 88 start-page: 132 issue: 1 year: 1999 end-page: 156 ident: CR3 article-title: Stratigraphy of the Kos plateau tuff: product of a major quaternary explosive rhyolitic eruption in the eastern Aegean publication-title: Greece Int J Earth Sci doi: 10.1007/s005310050251 – volume: 387 start-page: 106666 year: 2019 ident: CR78 article-title: A connection between magma chamber processes and eruptive styles revealed at Nisyros-Yali volcano (Greece) publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2019.106666 – volume: 32 start-page: 2627 issue: 14–15 year: 1998 end-page: 2636 ident: CR36 article-title: Artificial neural networks (the multilayer perceptron)—a review of applications in the atmospheric sciences publication-title: Atmos Environ doi: 10.1016/S1352-2310(97)00447-0 – start-page: 113 year: 2005 end-page: 133 ident: CR73 article-title: The South Aegean active volcanic arc: relationships between magmatism and tectonics publication-title: Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives – volume: 16 start-page: 321 year: 2002 end-page: 357 ident: CR16 article-title: SMOTE: synthetic minority over-sampling technique publication-title: JArtif Intell Res – volume: 252 start-page: 174 issue: 3–4 year: 2008 end-page: 192 ident: CR1 article-title: Occurrence, stratigraphy and geochemistry of Late Quaternary tephra layers in the Aegean Sea and the Marmara Sea publication-title: Mar Geol doi: 10.1016/j.margeo.2008.04.004 – ident: CR92 – volume: 45 start-page: 5 year: 2001 end-page: 32 ident: CR14 article-title: Random forests publication-title: Mach Learn doi: 10.1023/A:1010933404324 – volume: 1 start-page: 17 year: 2001 end-page: 22 ident: CR59 article-title: A summary of terminology used in tephra-related studies. In: Juvigne, E.T.; Raynal, J-P. (Eds), “Tephras: chronology, archaeology”, CDERAD editeur, Goudet publication-title: Les Dossiers de l’Archeo-Logis – ident: CR57 – volume: 399 start-page: 106884 year: 2020 ident: CR79 article-title: Effusive-explosive transitions of water-undersaturated magmas. The case study of Methana Volcano, South Aegean Arc publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2020.106884 – volume: 46 start-page: 1303 issue: 3 year: 2019 end-page: 1311 ident: CR20 article-title: Machine learning can predict the timing and size of analog earthquakes publication-title: Geophys Res Lett doi: 10.1029/2018GL081251 – volume: 260 start-page: 146 year: 2013 end-page: 163 ident: CR72 article-title: The effect of changing regional tectonics on an arc volcano: Methana publication-title: Greece J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2013.05.011 – volume: 45 start-page: 87 issue: 2 year: 1982 end-page: 97 ident: CR46 article-title: Acid and basic late Neogene volcanism in Central Aegean Sea: its nature and geotectonic significance publication-title: Bull Volcanol doi: 10.1007/BF02600426 – volume: 183 start-page: 131 year: 2002 end-page: 141 ident: CR106 article-title: Marine tephra from the cape Riva eruption (22 ka) of Santorini in the sea of Marmara publication-title: Mar Geol doi: 10.1016/S0025-3227(01)00302-4 – volume: 73 start-page: 497 issue: 3 year: 2010 end-page: 506 ident: CR43 article-title: First evidence of a distal early Holocene ash layer in eastern Mediterranean deep-sea sediments derived from the Anatolian volcanic province publication-title: Quat Res doi: 10.1016/j.yqres.2009.12.004 – start-page: 103 year: 2013 ident: CR37 publication-title: Learning scikit-learn: machine learning in python – ident: CR18 – volume: 3 start-page: 273 issue: 1 year: 2021 end-page: 297 ident: CR107 article-title: Eruptive history and Ar/ Ar geochronology of the Milos volcanic field, Greece publication-title: Geochronology doi: 10.5194/gchron-3-273-2021 – volume: 95 start-page: 285 issue: 1–4 year: 2000 end-page: 307 ident: CR2 article-title: Water-settling and resedimentation of submarine rhyolitic pumice at Yali, eastern Aegean publication-title: Greece. J. Volcanol. Geotherm. Res. doi: 10.1016/S0377-0273(99)00127-4 – volume: 118 start-page: 1 year: 2015 end-page: 17 ident: CR61 article-title: The RESET project: constructing a European tephra lattice for refined synchronisation of environmental and archaeological events during the last c. 100 ka publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2015.04.006 – volume: 62 start-page: egab013 issue: 2 year: 2021 ident: CR96 article-title: Compositions and classification of fractionated boninite series melts from the Izu–Bonin–Mariana arc: a machine learning approach publication-title: J Petrol doi: 10.1093/petrology/egab013 – volume: 415 start-page: 107254 year: 2021 ident: CR77 article-title: Machine learning applied to rock geochemistry for predictive outcomes: the Neapolitan volcanic history case publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2021.107254 – volume: 28 start-page: 297 issue: 3–4 year: 1986 end-page: 317 ident: CR33 article-title: Volcanology and petrology of volcanic products from the island of Milos and neighbouring islets publication-title: J VolcanolGeotherm Res – ident: CR6 – volume: 405 start-page: 107042 year: 2020 ident: CR102 article-title: Using unsupervised machine learning to identify changes in eruptive behavior at Mount Etna publication-title: Italy J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2020.107042 – volume: 358 start-page: 105416 year: 2020 ident: CR28 article-title: Geochemistry of lavas from Aegina and Poros (Aegean arc, Greece): distinguishing upper crustal contamination and source contamination in the Saronic gulf area publication-title: Lithos doi: 10.1016/j.lithos.2020.105416 – volume: 2019 start-page: 1 year: 2019 end-page: 8 ident: CR5 article-title: Finding possible precursors for the 2015 Cotopaxi volcano eruption using unsupervised machine learning techniques publication-title: Int J Geophys doi: 10.1155/2019/6526898 – volume: 12 start-page: 69 issue: 1 year: 2019 end-page: 74 ident: CR45 article-title: Similarity of fast and slow earthquakes illuminated by machine learning publication-title: Nat Geosci doi: 10.1038/s41561-018-0272-8 – volume: 354 start-page: 13 year: 2018 end-page: 28 ident: CR38 article-title: Geochemical characterization of mid-distal Nisyros tephra on Datça peninsula (southwestern Anatolia) publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2017.12.011 – ident: CR44 – volume: 171 start-page: 1 issue: 10 year: 2016 end-page: 15 ident: CR76 article-title: Solving petrological problems through machine learning: the study case of tectonic discrimination using geochemical and isotopic data publication-title: Contrib Min Pet doi: 10.1007/s00410-016-1292-2 – volume: 40 start-page: 377 issue: 3 year: 2016 end-page: 387 ident: CR41 article-title: U-Th zircon dating by laser ablation single collector inductively coupled plasma-mass spectrometry (LA-ICP-MS) publication-title: Geostand Geoanal Res doi: 10.1111/j.1751-908X.2016.00396.x – volume: 20 start-page: 45 year: 2016 end-page: 53 ident: CR54 publication-title: Scikit-Learn. Study Big Data doi: 10.1007/978-3-319-33383-0_5 – ident: CR52 – volume: 44 start-page: 367 issue: 5 year: 2016 end-page: 370 ident: CR51 article-title: Subslab mantle of African provenance infiltrating the Aegean mantle wedge publication-title: Geology doi: 10.1130/G37627.1 – volume: 20 start-page: 273 year: 1995 end-page: 297 ident: CR21 article-title: Support-vector networks publication-title: Mach Learn – year: 1990 ident: CR4 publication-title: Practical statistics for medical research doi: 10.1201/9780429258589 – ident: CR55 – volume: 443 start-page: 121 year: 2016 end-page: 136 ident: CR23 article-title: Combined Sr-Nd isotopic and geochemical fingerprinting as a tool for identifying tephra layers: application to deep-sea cores from eastern Mediterranean Sea publication-title: Chem Geol doi: 10.1016/j.chemgeo.2016.09.022 – volume: 28 start-page: 259 year: 1993 end-page: 273 ident: CR22 article-title: The Kefalos tuff ring (W. Kos): depositional mechanisms, vent position and model of the evolution of the eruptive activity publication-title: Bull Geol Soc Greece – ident: CR83 – volume: 140 start-page: 104494 year: 2020 ident: CR103 article-title: Analyzing continuous infrasound from Stromboli volcano, Italy using unsupervised machine learning publication-title: Comput Geosci doi: 10.1016/j.cageo.2020.104494 – volume: 46 start-page: 1 year: 1983 end-page: 7 ident: CR71 article-title: Paleomagnetic stratigraphy and radiometric dating of the Pliocene volcanic rocks of Aegina publication-title: Greece Bull Volcanol doi: 10.1007/BF02598241 – volume: 6 start-page: 107 issue: 2 year: 2011 end-page: 153 ident: CR58 article-title: Tephrochronology and its application: a review publication-title: Quat. Geochron. doi: 10.1016/j.quageo.2010.08.003 – volume: 560 start-page: 632 issue: 7720 year: 2018 end-page: 634 ident: CR24 article-title: Deep learning of aftershock patterns following large earthquakes publication-title: Nature doi: 10.1038/s41586-018-0438-y – volume: 175 start-page: 1 year: 2017 end-page: 44 ident: CR60 article-title: Correlating tephras and cryptotephras using glass compositional analyses and numerical and statistical methods: review and evaluation publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2017.08.003 – volume: 26 start-page: 211 year: 1964 end-page: 243 ident: CR13 article-title: An analysis of transformations publication-title: J Roy Stat Soc B Met – ident: CR93 – volume: 117 start-page: 96 year: 2015 end-page: 112 ident: CR86 article-title: A new contribution to the Late Quaternary tephrostratigraphy of the Mediterranean: Aegean Sea core LC21 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2015.04.005 – start-page: 3146 year: 2017 end-page: 3154 ident: CR49 article-title: LightGBM: a highly efficient gradient boosting decision tree publication-title: Advances in neural information processing systems 30 – volume: 17 start-page: 687 year: 1984 end-page: 699 ident: CR34 article-title: Tertiary to quaternary evolution of volcanism in the Aegean region publication-title: Geol Soc Lond, Spec Publ doi: 10.1144/GSL.SP.1984.017.01.55 – ident: CR35 – volume: 15 start-page: 159 issue: 3 year: 2019 end-page: 164 ident: CR101 article-title: Volcanism of the South Aegean volcanic arc publication-title: Elements: An International Magazine of Mineralogy, Geochemistry, and Petrology doi: 10.2138/gselements.15.3.159 – volume: 418 start-page: 33 year: 2007 ident: CR30 article-title: Petrology and volcanology of Kimolos and Polyegos volcanoes within the context of the South Aegean arc publication-title: Greece Spec Pap Geol Soc Am – start-page: 65 year: 2005 end-page: 111 ident: CR31 article-title: A west-east traverse along the magmatism of the South Aegean volcanic arc in the light of volcanological, chemical and isotope data publication-title: Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives – ident: CR84 – volume: 153 start-page: 262 issue: 3–4 year: 2006 end-page: 286 ident: CR99 article-title: Interplinian explosive activity of Santorini volcano (Greece) during the past 150,000 years publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2005.12.009 – volume: 20 start-page: 37 year: 1960 end-page: 46 ident: CR19 article-title: A coefficient of agreement for nominal scales publication-title: Educ Psychol Meas doi: 10.1177/001316446002000104 – volume: 37 start-page: 491 year: 1973 end-page: 514 ident: CR68 article-title: Petrology and geochemistry of volcanic rocks of Aegina publication-title: Greece Bull Volcanol doi: 10.1007/BF02596888 – start-page: 357 year: 2000 end-page: 377 ident: CR85 article-title: Tephrochronology publication-title: Quaternary geochronology: methods and applications – volume: 11 start-page: 8318 issue: 18 year: 2021 ident: CR64 article-title: Machine learning in discriminating active volcanoes of the Hellenic volcanic arc publication-title: Appl Sci doi: 10.3390/app11188318 – volume: 366 start-page: 96 year: 2018 end-page: 111 ident: CR53 article-title: The early to mid-Holocene marine tephrostratigraphic record in the Nisyros-Yali-Kos volcanic center, SE Aegean Sea publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2018.10.004 – volume: 83 start-page: 29 issue: 1–2 year: 2005 end-page: 46 ident: CR15 article-title: Magma generation at the easternmost section of the Hellenic arc: Hf, Nd, Pb and Sr isotope geochemistry of Nisyros and Yali volcanoes (Greece) publication-title: Lithos doi: 10.1016/j.lithos.2005.01.001 – volume: 176 start-page: 91 year: 2000 end-page: 105 ident: CR63 article-title: Magnetic fabric and palaeomagnetic analyses of the Plio–quaternary calc-alkaline series of Aegina Island, South Aegean volcanic arc publication-title: Greece Earth Planet Sci Lett doi: 10.1016/S0012-821X(99)00318-0 – ident: CR50 – volume: 5 start-page: 749 year: 2012 end-page: 754 ident: CR67 article-title: Evolution of Santorini volcano dominated by episodic and rapid fluxes of melt from depth publication-title: Nat Geosci doi: 10.1038/ngeo1562 – volume: 88 start-page: 797 issue: 6 year: 1977 end-page: 805 ident: CR48 article-title: Bathymetry and shallow structure of the Pliny and Strabo trenches, south of the Hellenic Arc publication-title: Geol Soc Am Bull doi: 10.1130/0016-7606(1977)88<797:BASSOT>2.0.CO;2 – ident: CR9 – volume: 200 start-page: 313 year: 2018 end-page: 333 ident: CR94 article-title: The cryptotephra record of the marine isotope stage 12 to 10 interval (460–335 ka) at Tenaghi Philippon, Greece: exploring chronological markers for the middle Pleistocene of the Mediterranean region publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2018.09.019 – year: 2013 ident: CR47 article-title: Linear Discriminant Analysis publication-title: Linear discriminant analysis. In modern multivariate statistical techniques (pp. 237–280) – volume: 35 start-page: 81 year: 2020 end-page: 92 ident: CR12 article-title: Machine learning classifiers for attributing tephra to source volcanoes: an evaluation of methods for Alaska tephras publication-title: J Quat Sci doi: 10.1002/jqs.3170 – volume: 47 start-page: e2020GL087032 issue: 6 year: 2020 ident: CR66 article-title: Machine-learning-based analysis of the Guy-Greenbrier, Arkansas earthquakes: A tale of two sequences publication-title: Geophys Res Lett doi: 10.1029/2020GL087032 – ident: CR81 – ident: CR26 – volume: 15 start-page: 165 year: 2019 end-page: 170 ident: CR32 article-title: Magma genesis at the South Aegean volcanic arc publication-title: Elements: Int Mag Min Geochem Petrol doi: 10.2138/gselements.15.3.165 – volume: 23 start-page: 3047 year: 1996 end-page: 3050 ident: CR87 article-title: Single crystal Ar– Ar dating of Late Quaternary paroxysm on Kos, Greece: concordance of terrestrial and marine ages publication-title: Geophys Res Lett doi: 10.1029/96GL02759 – year: 1986 ident: CR11 publication-title: Vulkanologische untersuchung der jungen pyroklastite auf Tilos (dodekanes, greichenland) (PhD thesis). Diploma Thesis – volume: 209 start-page: 329 year: 2004 end-page: 345 ident: CR97 article-title: Vertical motions in the Aegean volcanic arc: evidence for rapid subsidence preceding volcanic activity on Milos and Aegina publication-title: Mar Geol doi: 10.1016/j.margeo.2004.06.006 – volume: 186 start-page: 236 year: 2018 end-page: 262 ident: CR105 article-title: The marine isotope stage 1–5 cryptotephra record of Tenaghi Philippon, Greece: towards a detailed tephrostratigraphic framework for the eastern Mediterranean region publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2018.03.011 – volume: 29 start-page: 963 issue: 6 year: 2014 end-page: 970 ident: CR42 article-title: LA-ICP-MS Pb–U dating of young zircons from the Kos–Nisyros volcanic Centre, SE Aegean arc publication-title: J Anal Atom Spectrom doi: 10.1039/C4JA00009A – start-page: 79 year: 2005 end-page: 99 ident: CR98 article-title: The petrology and geochemistry of lavas and tephras of Nisyros volcano (Greece) publication-title: The geology, geochemistry and evolution of Nisyros volcano (Greece) – ident: CR56 – volume: 13 start-page: 281 year: 2012 end-page: 305 ident: CR10 article-title: Random search for hyper-parameter optimization publication-title: J Mach Learn Res – start-page: 1 year: 2000 end-page: 15 ident: CR25 article-title: Ensemble methods in machine learning publication-title: International workshop on multiple classifier systems – volume: 28 start-page: 329 year: 2013 end-page: 335 ident: CR90 article-title: Recognition of the Minoan tephra in the Acigöl Basin, western Turkey: implications for inter-archive correlations and fine ash dispersal publication-title: J Quat Sci doi: 10.1002/jqs.2630 – volume: 159 start-page: 545 issue: 5 year: 2002 end-page: 556 ident: CR69 article-title: Trace-element composition of single glass shards in distal Minoan tephra from SW Turkey publication-title: J Geol Soc doi: 10.1144/0016-764901-129 – ident: CR65 – volume: 69 start-page: 1605 issue: 11 year: 2011 end-page: 1612 ident: CR88 article-title: On the geochemistry of the Kyra eruption sequence of Nisyros volcano on Nisyros and Tilos publication-title: Greece Appl Radiat Isotopes doi: 10.1016/j.apradiso.2011.04.013 – ident: CR17 – volume: 12 start-page: 2825 year: 2011 end-page: 2830 ident: CR70 article-title: Scikit-learn: machine learning in Python publication-title: J Mach Learn Res – volume: 118 start-page: 48 year: 2015 end-page: 66 ident: CR91 article-title: The major and trace element glass compositions of the productive Mediterranean volcanic sources: tools for correlating distal tephra layers in and around Europe publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2014.10.028 – volume: 55 start-page: 101033 year: 2020 ident: CR39 article-title: U–Th disequilibrium, (U–Th)/he and Ar/ Ar geochronology of distal Nisyros Kyra tephra deposits on Datça peninsula (SW Anatolia) publication-title: Quat. Geochron. doi: 10.1016/j.quageo.2019.101033 – ident: CR7 – ident: CR62 – volume: 11 start-page: 1789 issue: 5 year: 2020 end-page: 1803 ident: CR104 article-title: Volcano video data characterized and classified using computer vision and machine learning algorithms publication-title: Geosci Front doi: 10.1016/j.gsf.2020.01.016 – volume: 363 start-page: 610 issue: 6430 year: 1993 end-page: 612 ident: CR40 article-title: Tephra from the Minoan eruption of Santorini in sediments of the Black Sea publication-title: Nature doi: 10.1038/363610a0 – volume: 18 start-page: 1 year: 1998 end-page: 8 ident: CR8 article-title: Linear discriminant analysis-a brief tutorial publication-title: Ins Sig Inf Process – volume: 28 start-page: 297 issue: 3–4 year: 1986 ident: 797_CR33 publication-title: J VolcanolGeotherm Res – volume: 88 start-page: 797 issue: 6 year: 1977 ident: 797_CR48 publication-title: Geol Soc Am Bull doi: 10.1130/0016-7606(1977)88<797:BASSOT>2.0.CO;2 – start-page: 113 volume-title: Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives year: 2005 ident: 797_CR73 – volume: 20 start-page: 273 year: 1995 ident: 797_CR21 publication-title: Mach Learn – volume: 20 start-page: 37 year: 1960 ident: 797_CR19 publication-title: Educ Psychol Meas doi: 10.1177/001316446002000104 – start-page: 26 volume-title: The geology, geochemistry and evolution of Nisyros volcano (Greece) year: 2005 ident: 797_CR100 – volume: 443 start-page: 121 year: 2016 ident: 797_CR23 publication-title: Chem Geol doi: 10.1016/j.chemgeo.2016.09.022 – ident: 797_CR52 – volume: 68 start-page: 703 year: 2006 ident: 797_CR89 publication-title: Greece. Bull. Volcanol. doi: 10.1007/s00445-005-0045-2 – volume: 1 start-page: 17 year: 2001 ident: 797_CR59 publication-title: Les Dossiers de l’Archeo-Logis – volume: 255 start-page: 106811 year: 2021 ident: 797_CR95 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2021.106811 – ident: 797_CR56 doi: 10.1109/ICNN.1996.549118 – volume-title: Linear discriminant analysis. In modern multivariate statistical techniques (pp. 237–280) year: 2013 ident: 797_CR47 – volume: 159 start-page: 545 issue: 5 year: 2002 ident: 797_CR69 publication-title: J Geol Soc doi: 10.1144/0016-764901-129 – ident: 797_CR84 – volume: 45 start-page: 5 year: 2001 ident: 797_CR14 publication-title: Mach Learn doi: 10.1023/A:1010933404324 – volume: 358 start-page: 105416 year: 2020 ident: 797_CR28 publication-title: Lithos doi: 10.1016/j.lithos.2020.105416 – volume: 11 start-page: 1789 issue: 5 year: 2020 ident: 797_CR104 publication-title: Geosci Front doi: 10.1016/j.gsf.2020.01.016 – ident: 797_CR26 – volume: 415 start-page: 107254 year: 2021 ident: 797_CR77 publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2021.107254 – volume: 405 start-page: 107042 year: 2020 ident: 797_CR102 publication-title: Italy J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2020.107042 – volume: 83 start-page: 29 issue: 1–2 year: 2005 ident: 797_CR15 publication-title: Lithos doi: 10.1016/j.lithos.2005.01.001 – volume: 69 start-page: 1605 issue: 11 year: 2011 ident: 797_CR88 publication-title: Greece Appl Radiat Isotopes doi: 10.1016/j.apradiso.2011.04.013 – start-page: 79 volume-title: The geology, geochemistry and evolution of Nisyros volcano (Greece) year: 2005 ident: 797_CR98 – volume: 118 start-page: 1 year: 2015 ident: 797_CR61 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2015.04.006 – volume: 12 start-page: 2825 year: 2011 ident: 797_CR70 publication-title: J Mach Learn Res – volume: 140 start-page: 104494 year: 2020 ident: 797_CR103 publication-title: Comput Geosci doi: 10.1016/j.cageo.2020.104494 – volume: 15 start-page: 159 issue: 3 year: 2019 ident: 797_CR101 publication-title: Elements: An International Magazine of Mineralogy, Geochemistry, and Petrology doi: 10.2138/gselements.15.3.159 – volume-title: Practical statistics for medical research year: 1990 ident: 797_CR4 doi: 10.1201/9780429258589 – volume: 13 start-page: 281 year: 2012 ident: 797_CR10 publication-title: J Mach Learn Res – ident: 797_CR81 – volume: 73 start-page: 497 issue: 3 year: 2010 ident: 797_CR43 publication-title: Quat Res doi: 10.1016/j.yqres.2009.12.004 – volume: 387 start-page: 106666 year: 2019 ident: 797_CR78 publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2019.106666 – volume: 560 start-page: 632 issue: 7720 year: 2018 ident: 797_CR24 publication-title: Nature doi: 10.1038/s41586-018-0438-y – ident: 797_CR50 – volume: 186 start-page: 236 year: 2018 ident: 797_CR105 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2018.03.011 – volume: 44 start-page: 367 issue: 5 year: 2016 ident: 797_CR51 publication-title: Geology doi: 10.1130/G37627.1 – ident: 797_CR44 doi: 10.1016/S1871-644X(05)80047-6 – volume: 40 start-page: 33 year: 2017 ident: 797_CR74 publication-title: Quat Geochron doi: 10.1016/j.quageo.2016.12.003 – volume: 88 start-page: 132 issue: 1 year: 1999 ident: 797_CR3 publication-title: Greece Int J Earth Sci doi: 10.1007/s005310050251 – ident: 797_CR65 doi: 10.1007/978-1-4842-5373-1_5 – ident: 797_CR7 doi: 10.1029/2010gc003073 – volume: 118 start-page: 48 year: 2015 ident: 797_CR91 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2014.10.028 – volume: 175 start-page: 1 year: 2017 ident: 797_CR60 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2017.08.003 – volume: 28 start-page: 329 year: 2013 ident: 797_CR90 publication-title: J Quat Sci doi: 10.1002/jqs.2630 – volume: 20 start-page: 45 year: 2016 ident: 797_CR54 publication-title: Scikit-Learn. Study Big Data doi: 10.1007/978-3-319-33383-0_5 – volume: 6 start-page: 107 issue: 2 year: 2011 ident: 797_CR58 publication-title: Quat. Geochron. doi: 10.1016/j.quageo.2010.08.003 – volume: 37 start-page: 491 year: 1973 ident: 797_CR68 publication-title: Greece Bull Volcanol doi: 10.1007/BF02596888 – ident: 797_CR17 doi: 10.1145/2939672.2939785 – volume: 29 start-page: 963 issue: 6 year: 2014 ident: 797_CR42 publication-title: J Anal Atom Spectrom doi: 10.1039/C4JA00009A – volume: 32 start-page: 2627 issue: 14–15 year: 1998 ident: 797_CR36 publication-title: Atmos Environ doi: 10.1016/S1352-2310(97)00447-0 – ident: 797_CR18 – ident: 797_CR55 – volume: 46 start-page: 1303 issue: 3 year: 2019 ident: 797_CR20 publication-title: Geophys Res Lett doi: 10.1029/2018GL081251 – volume: 15 start-page: 177 issue: 3 year: 2019 ident: 797_CR27 publication-title: Elements doi: 10.2138/gselements.15.3.177 – ident: 797_CR35 – volume: 200 start-page: 313 year: 2018 ident: 797_CR94 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2018.09.019 – volume: 47 start-page: e2019GL085523 issue: 3 year: 2020 ident: 797_CR82 publication-title: Geophys Res Lett doi: 10.1029/2019GL085523 – volume: 26 start-page: 211 year: 1964 ident: 797_CR13 publication-title: J Roy Stat Soc B Met doi: 10.1111/j.2517-6161.1964.tb00553.x – ident: 797_CR83 – volume: 3 start-page: 273 issue: 1 year: 2021 ident: 797_CR107 publication-title: Geochronology doi: 10.5194/gchron-3-273-2021 – start-page: 65 volume-title: Developments in volcanology: the South Aegean active volcanic arc, present knowledge and future perspectives year: 2005 ident: 797_CR31 – volume: 260 start-page: 146 year: 2013 ident: 797_CR72 publication-title: Greece J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2013.05.011 – volume: 399 start-page: 106884 year: 2020 ident: 797_CR79 publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2020.106884 – volume: 55 start-page: 101033 year: 2020 ident: 797_CR39 publication-title: Quat. Geochron. doi: 10.1016/j.quageo.2019.101033 – volume: 418 start-page: 33 year: 2007 ident: 797_CR30 publication-title: Greece Spec Pap Geol Soc Am – ident: 797_CR80 – volume: 363 start-page: 610 issue: 6430 year: 1993 ident: 797_CR40 publication-title: Nature doi: 10.1038/363610a0 – volume: 18 start-page: 1 year: 1998 ident: 797_CR8 publication-title: Ins Sig Inf Process – volume: 35 start-page: 81 year: 2020 ident: 797_CR12 publication-title: J Quat Sci doi: 10.1002/jqs.3170 – volume: 171 start-page: 1 issue: 10 year: 2016 ident: 797_CR76 publication-title: Contrib Min Pet doi: 10.1007/s00410-016-1292-2 – volume: 183 start-page: 131 year: 2002 ident: 797_CR106 publication-title: Mar Geol doi: 10.1016/S0025-3227(01)00302-4 – volume: 12 start-page: 69 issue: 1 year: 2019 ident: 797_CR45 publication-title: Nat Geosci doi: 10.1038/s41561-018-0272-8 – volume: 209 start-page: 329 year: 2004 ident: 797_CR97 publication-title: Mar Geol doi: 10.1016/j.margeo.2004.06.006 – volume: 47 start-page: e2020GL087032 issue: 6 year: 2020 ident: 797_CR66 publication-title: Geophys Res Lett doi: 10.1029/2020GL087032 – volume: 11 start-page: 8318 issue: 18 year: 2021 ident: 797_CR64 publication-title: Appl Sci doi: 10.3390/app11188318 – volume: 354 start-page: 13 year: 2018 ident: 797_CR38 publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2017.12.011 – volume: 15 start-page: 165 year: 2019 ident: 797_CR32 publication-title: Elements: Int Mag Min Geochem Petrol doi: 10.2138/gselements.15.3.165 – volume: 17 start-page: 687 year: 1984 ident: 797_CR34 publication-title: Geol Soc Lond, Spec Publ doi: 10.1144/GSL.SP.1984.017.01.55 – start-page: 103 volume-title: Learning scikit-learn: machine learning in python year: 2013 ident: 797_CR37 – volume: 45 start-page: 87 issue: 2 year: 1982 ident: 797_CR46 publication-title: Bull Volcanol doi: 10.1007/BF02600426 – ident: 797_CR92 doi: 10.1007/0-306-47669-X_16 – volume: 23 start-page: 3047 year: 1996 ident: 797_CR87 publication-title: Geophys Res Lett doi: 10.1029/96GL02759 – volume: 176 start-page: 91 year: 2000 ident: 797_CR63 publication-title: Greece Earth Planet Sci Lett doi: 10.1016/S0012-821X(99)00318-0 – volume: 56 start-page: 601 year: 1995 ident: 797_CR29 publication-title: Greece. Bull. Volcanol. doi: 10.1007/BF00301465 – volume: 46 start-page: 1 year: 1983 ident: 797_CR71 publication-title: Greece Bull Volcanol doi: 10.1007/BF02598241 – ident: 797_CR9 – volume: 95 start-page: 285 issue: 1–4 year: 2000 ident: 797_CR2 publication-title: Greece. J. Volcanol. Geotherm. Res. doi: 10.1016/S0377-0273(99)00127-4 – start-page: 357 volume-title: Quaternary geochronology: methods and applications year: 2000 ident: 797_CR85 – volume: 62 start-page: egab013 issue: 2 year: 2021 ident: 797_CR96 publication-title: J Petrol doi: 10.1093/petrology/egab013 – ident: 797_CR57 doi: 10.1109/TAAI.2010.46 – volume: 16 start-page: 321 year: 2002 ident: 797_CR16 publication-title: JArtif Intell Res – volume: 252 start-page: 174 issue: 3–4 year: 2008 ident: 797_CR1 publication-title: Mar Geol doi: 10.1016/j.margeo.2008.04.004 – volume: 125 start-page: e2020JB020130 issue: 9 year: 2020 ident: 797_CR75 publication-title: J Geophys Res Solid Earth doi: 10.1029/2020JB020130 – start-page: 1 volume-title: International workshop on multiple classifier systems year: 2000 ident: 797_CR25 – volume: 5 start-page: 749 year: 2012 ident: 797_CR67 publication-title: Nat Geosci doi: 10.1038/ngeo1562 – ident: 797_CR93 – volume: 366 start-page: 96 year: 2018 ident: 797_CR53 publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2018.10.004 – ident: 797_CR62 – ident: 797_CR6 – volume-title: Vulkanologische untersuchung der jungen pyroklastite auf Tilos (dodekanes, greichenland) (PhD thesis). Diploma Thesis year: 1986 ident: 797_CR11 – volume: 153 start-page: 262 issue: 3–4 year: 2006 ident: 797_CR99 publication-title: J Volcanol Geotherm Res doi: 10.1016/j.jvolgeores.2005.12.009 – volume: 28 start-page: 259 year: 1993 ident: 797_CR22 publication-title: Bull Geol Soc Greece – start-page: 3146 volume-title: Advances in neural information processing systems 30 year: 2017 ident: 797_CR49 – volume: 40 start-page: 377 issue: 3 year: 2016 ident: 797_CR41 publication-title: Geostand Geoanal Res doi: 10.1111/j.1751-908X.2016.00396.x – volume: 117 start-page: 96 year: 2015 ident: 797_CR86 publication-title: Quat Sci Rev doi: 10.1016/j.quascirev.2015.04.005 – volume: 2019 start-page: 1 year: 2019 ident: 797_CR5 publication-title: Int J Geophys doi: 10.1155/2019/6526898 |
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