What is CoDA?
...parts of a whole...
Compositional Data Analysis (CoDA) refers to the analysis of compositional data (CoDa), which have been defined historically as random vectors with strictly positive components whose sum is constant (e.g., 100, one, a million). More recently, the term covers all those vectors representing parts of a whole which only carry relative information, thus including not only parts per unit or percentages, but also molar compositions.
Typical examples in different fields are: geology (geochemical elements), economy (income/expenditure distribution),
medicine (body composition: fat, bone, lean), questionnaire surveys (ipsative data), food industry (food composition: fat, sugar, etc), chemistry (chemical composition), ecology (abundance of different species), paleontology (foraminifera taxa), agriculture (nutrient balance ionomics), sociology (time-use surveys), environmental sciences (soil contamination), and genetics (genotype frequency). This type of data appears in most applications, and the interest and importance of consistent statistical methods cannot be underestimated. Although the concern of the problems related to them was kept alive mainly by researchers from the field of Geosciences, in particular by members of the International Association for Mathematical Geosciences, the awareness of coherent methods is growing in the environmental and biological sciences.
Why choose us
...forum for the exchange...
This hot topic of research has nowadays a broad impact in these fields. However, it took a long time to find a solution to the problem of how to perform a proper statistical analysis of this type of data, i.e. to solve the problem of the spurious correlation, as it was named by Karl Pearson back in 1897, or the closure problem as called by Felix Chayes in the 1960's. Because standard statistical techniques loose their applicability and classical interpretation when applied to compositional data, new techniques were needed. No theoretically sound solution was proposed until the 1980's, when John Aitchison set forth a consistent theory based on log-ratios. Later developments have shown that the mathematical foundation of a proper statistical analysis for this type of data is based on the definition of a specific geometry on the simplex (the sample space of compositional data). Based on it, is possible to rigorously develop any statistical analysis (cluster analysis, discriminant analysis, factor analysis, regression models, to mention just a few).
Practitioners interested in CoDa find in this web site a forum for the exchange of information, material and ideas.
This web site has been planned, and is currently maintained, by the members of the
Research Group on Compositional Data Analysis
at the Dept. Informàtica, Matemàtica Aplicada i Estadística
(IMAE-UdG) under the
projects METhods for COmpositional analysis of DAta (CODAMET) and COmpositional and Spatial Data Analysis (COSDA).
The core of the group belongs to the University of Girona (UdG),
and includes members from the Technical University of Catalonia (UPC),
and and University of Lleida (UdL). All the researchers whose interest goes from real case studies to the mathematical foundations of CoDA are welcomed! Join us!
Work team
...let's start working on...
Carles Barceló-Vidal
PhD in Statistics. Emeritus Professor (UdG).
Pepus Daunis-i-Estadella
PhD in Statistics. Associate Professor (UdG).
Jan Graffelman
PhD in Statistics. Associate Professor (UPC).
Glòria Mateu-Figueras
PhD in Statistics. Associate Professor (UdG).
Vera Pawlowsky-Glahn
PhD in Mathematics. Emeritus Full Professor (UdG).
Germà Coenders
PhD in Management Sciences. Full Professor (UdG).
Juan José Egozcue
PhD in Physics. Emeritus Full Professor (UPC).
Eusebi Jarauta
PhD in Industrial Engineering. Associate Professor (UPC).
Maribel Ortego
PhD in Mathematics. Associate Professor (UPC).
Santiago Thió-Fdz.-de-Henestrosa
PhD in Computer Science. Associate Professor (UdG).
Marc Comas-Cufí
PhD in Statistics. Tenure-eligible lecturer (UdG).
Berta Ferrer-Rosell
PhD in Tourism. Associate Professor (UdL).
Josep A. Martín-Fernández
PhD in Statistics. Full Professor (UdG).
Javier Palarea-Albaladejo
PhD in Statistics. Associate Professor (UdG).
Marina Vives-Mestres
PhD in Statistics. Researcher (UdG).
Who is Who?
...some CoDa-people...
Name:Abdeta, Chalchisa
Email: [email protected]Institution: University of Wollongong
Position: PhD candidate
Name:ADEBANJI, ATINUKE
Email: [email protected]Address: Department of Mathematics, KNUST, Kumasi, GhanaInstitution: KWAME NKRUMAH UNIVERSITY OF SCIENCE AND TECHNOLOGY, KUMASI
Position: Lecturer
Name:Ajiborisade, Ekundayo
Email: [email protected]Address: Lagos, NigeriaInstitution: University of Lagos
Position: Student
Name:Albanese, Stefano Albanese
Email: [email protected]Address: VIA MEZZOCANNONE 8Institution: Univesità di Napoli FEDERICO II
Position: Professor
Name:Albayrak, Serkan Albayrak
Email: [email protected]Address: IzmirInstitution: Yasar University
Position: Assistant Professor
Name:Alberich Martí, Ricardo
Email: [email protected]Address: Ctra valldemossa Km 7.5 Palma de MallorcaInstitution: University Balearic Islands
Position: Profesor titular
Name:Ali, Zeeshan
Email: [email protected]Address: 7 Spencer Road, Earlsdon, Coventry, UKInstitution: The University of Warwick, UK
Position: PhD (Statistics) Student
Name:almeida pina, ana karolina
Email: [email protected]Address: Av. da Integração, 631 - Vila Eduardo, Petrolina - PE - BrazilInstitution: Pernambuco University
Position: PhD Student
Name:Antony, Edilber
Email: [email protected]Address: PERUInstitution: UNJBG
Position: STUDENT
Name:Asis, Constancio
Email: [email protected]Address: 2 Calder Court, Malak, NT AustraliaInstitution: Department of Primary Industry and Fisheries Northern Terriotory Government Australia
Position: Senior Research Agronomist
Name:Baker, David
Email: [email protected]Institution: ConocoPhillips
Name:Balkin, Alexander
Email: [email protected]Address: 11, Pionerskaya st. 460000 Orenburg, RussiaInstitution: Institute for cellular and intracellular symbiosis
Position: Researcher
Name:Bandeira, Paulo Felipe
Email: [email protected]Institution: Universidade Regional do Cariri
Position: Professor
Name:Barceló-Vidal, Carles
Email: [email protected]Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)Institution: Universitat de Girona
Position: Emeritus Titular Professor
Name:Barranco, Miguel Angel
Email: [email protected]Address: OaxacaInstitution: BARRANCOVAMA
Position: Analista
Name:Barrientos, Mauricio
Email: [email protected]Address: StockholmInstitution: Karolinska Institutet
Position: Ph. D student
Name:Bayari, Eric Enzula
Email: [email protected]Address: KNUST Kumasi, GhanaInstitution: KNUST
Position: Postgraduate Student
Name:Bertrand, Sebastien
Email: [email protected]Address: Ghent University, BelgiumInstitution: Ghent University, Belgium
Position: Prof
Name:BOMBILLA AYMA, JUAN GABRIEL
Email: [email protected]Address: LA MANSION DE SOCABAYAInstitution: UNIVERSIDAD NACIONAL DE SAN AGUSTIN DE AREQUIPA
Position: ESTUDIANTE
Name:Bonzanni, Mattia
Email: [email protected]Institution: Weill Cornell Medicine
Position: Instructor
Name:Braga, Luis
Email: [email protected]Address: c.p 2386 20010-974 Rio de Janeiro RJ BrasilInstitution: UFRJ
Position: Professor
Name:Cabrera Tejera, Alvis
Email: [email protected]Institution: MiceLab, Universitat de Girona
Position: Researcher
Name:CAHUANA CUBA, Julio Cesar
Email: [email protected]Address: Av. Independencia S/NInstitution: Universidad Nacional de San Agustin de Arequipa
Position: Geologo
Name:Cantadore, Claudio
Email: [email protected]Address: éiazza Mazzini 15, 13100 Vercelli, ItalyInstitution: Selfemployed
Position: Geologist
Name:CANTALINI, COSTANZA
Email: [email protected]
Name:Cardoso, Margarida
Email: [email protected]Institution: ISCTE-IUL
Position: Professor
Name:carpita, stefano
Email: [email protected]
Name:Carreras Simó, Miquel
Email: [email protected]Institution: Universitat de Girona
Position: Professor
Name:castro, Carlos
Email: [email protected]
Name:Chaurasia, Aalok
Email: [email protected]Address: Bhopal, IndiaInstitution: MLC Foundation
Position: President
Name:Chen, Huan
Email: [email protected]Address: Shanghai, ChinaInstitution: Shanghai university of sport
Position: Student
Name:Chororoka, Kamina
Email: [email protected]
Name:Christie, Mario
Email: [email protected]Address: 275 7 West Greater Portmore POInstitution: University of the West Indies, Mona
Position: Student
Name:Cicchella, Domenico
Email: [email protected]Address: Via F. De Sanctis, snc 82100 Benevento, ItalyInstitution: University of Sannio
Position: Professor
Name:Comas-Cufí, Marc
Email: [email protected]Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)Institution: Universitat de Girona
Name:Cornelio Orbegoso, Felix A.
Email: [email protected]Institution: UNMSM
Position: Geologist
Name:Crocetto, Gianluca
Email: [email protected]Address: via vecchia san rocco 3Institution: University
Name:Cuellar Quispe, Juan Carlos
Email: [email protected]Institution: Hochschild Mining
Position: Senior Geologist
Name:Cueva , Ivan
Email: [email protected]Institution: UNC
Position: Estudiante
Name:Darabi-Golestan, Farshad
Email: [email protected]Institution: Amirkabir University of technology
Position: Ph.D. candidate
Name:Darikwa, Timotheus
Email: [email protected]Address: Bag X1106, Sovenga, 0727, South AfricaInstitution: University of Limpopo
Position: Lecturer
Name:Das, Sayantan
Email: [email protected]Address: G-8, Vijnana Bhavan, Institute of Excellence, University of Mysore, Manasagangothri, Mysuru-570006Institution: University of Mysore
Position: Senior Research Scholar
Name:Daunis-i-Estadella, Pepus
Email: [email protected]Address: Dept. IMAE, Edifici P4, Campus Montilivi, Carrer Univ. de Girona, 6 E-17003 Girona (Spain)Institution: Universitat de Girona
Name:Davtyan, Varsenik
Email: [email protected]Address: RA Yerevan Abovyan 68Institution: CENS
Position: Researcher
Name:Deng, Tao
Email: [email protected]
Name:dr, Nidhi Gupta
Email: [email protected]Address: Lerso Parkelle 105Institution: nrcwe
Position: researcher
Name:Edjabou, Vincent
Email: [email protected]Institution: DTU
Position: Student
Name:Egozcue, Juan José
Email: [email protected]Address: Enginyeria Civil i Ambiental, EDIFICI C2, PLANTA 3, C. JORDI GIRONA, 1-3, 08034 BARCELONA (Spain)Institution: Universitat Politècnica de Catalunya
Position: Full Professor
Name:Enciso , Leonardo
Email: [email protected]Address: Carrera 70H # 127A-65Institution: Hospital Universitario Nacional de Colombia
Position: Hematologist
Name:Enes, Vera
Email: [email protected]Address: AveiroInstitution: University of Aveiro
Position: Phd student
Name:Esmaeiloghli, Saeid
Email: [email protected]Address: Office: Room 66, Department of Mining Engineering Isfahan University of Technology (IUT), University Boulevard, Esteghlal Square, Isfahan, Iran, 84156-83111 PhoneInstitution: Isfahan University of Technology (IUT) & Institut de Recherche en Astrophysique et Planétologie (IRAP) & Centre National de la Recherche Scientifique (CNRS)
Position: PhD Candidate
Name:Espinoza Maldonado, Inocente Guadalupe
Email: [email protected]Address: MexicoInstitution: Universidad de Sonora
Position: Professor
Name:Evans, Jedy
Email: [email protected]Address: NAInstitution: African Institute for Mathematical Sciences
Position: Student
Name:fahiminia, mohammad
Email: [email protected]
Name:Fisch, Greg
Email: [email protected]
Name:Flood, Rory
Email: [email protected]
Name:Franquet, Álvaro
Email: [email protected]Institution: Universitat de Girona
Name:Fry, Tim
Email: [email protected]Address: School of Economics, Finance and Marketing, RMIT University, GPO Box 2476, Melbourne VIC 3001 AustraliaInstitution: RMIT University
Position: Full Professor
Name:Galvan, Roberto
Email: [email protected]
Name:Galvis, hector
Email: [email protected]Institution: uis
Position: geologo
Name:Ganda, Erika
Email: [email protected]Institution: Penn State
Position: Assistant Professor
Name:Ghith, Nermin
Email: [email protected]Institution: Technical University of Denmark
Position: PostDoc Research Fellow
Name:Ghorbani, Hamid
Email: [email protected]Address: IRanInstitution: University of Kashan
Position: Professor
Name:gomez, claudia
Email: [email protected]Address: Av 17 E 9N 35 Conjunto Galicia In 25BInstitution: UFPS
Position: Docente
Name:Gómez, Fabian
Email: [email protected]Address: C 15 19 15Institution: UNIVERSIDAD SANTO TOMAS
Position: ESTADISTICO
Name:Gomez Fernandez, German Orlando
Email: [email protected]Institution: unal
Position: student
Name:Gomez-Herrera, Julio Ernesto
Email: [email protected]Address: Centro de Investigaciones del Petróleo Churruca, No.481, e/ Vía Blanca y Washington Cerro, La Habana, CP 12 000.Institution: CEINPET
Position: researcher
Name:Gong, Peng
Email: [email protected]
Name:Gusmao, Inacio
Email: [email protected]Address: City 8, Dili Timor LesteInstitution: IGTL
Position: IT and Database
Name:Guzman Bernardo, Luis
Email: [email protected]Address: Prol. 13 de Noviembre - Huancayo - PeruInstitution: Universidad Nacional Daniel Alcides Carrion
Position: Exploration Geologist
Name:herms, ignasi
Email: [email protected]Address: Parc Montjuic, s/nInstitution: Institut Cartogràfic i Geològic de Catalunya
Position: Head of The Geological Resources Area
Name:Hill, June
Email: [email protected]Address: Western AustraliaInstitution: CSIRO
Position: Research Scientist
Name:Hood, Shawn Hood
Email: [email protected]Address: 1 Ascot AveInstitution: University of Tasmania
Position: PhD Research
Name:Hou, Qingye
Email: [email protected]Address: 29 Xueyuan Rd, Haidian district, Beijing, ChinaInstitution: China University of Geosciences (Beijing)
Position: associate professor
Name:Huaman, Yizet
Email: [email protected]Institution: Universidad Peruana Cayetano Heredia
Position: Física
Name:Illig, Aude
Email: [email protected]Address: ToulouseInstitution: UT1
Position: MCF
Name:Iribarren , Max
Email: [email protected]
Name:iribarren, max
Email: [email protected]Position: geólogo
Name:Irpino, Antonio
Email: [email protected]Address: Viale A. Lincoln, 5, 81100 CasertaInstitution: University of Camapania "L. Vanvitelli"
Position: Associate professor
Name:Jäger, Vanessa
Email: [email protected]
Name:JAIMES, JHOAN
Email: [email protected]Address: ColombiaInstitution: Actlabs
Position: Tecnología Minera
Name:Jaimes, Leonardo
Email: [email protected]Position: Qco., PhD.
Name:Jama, Saed
Email: [email protected]Address: TurkeyInstitution: Anadolu university
Position: Student
Name:James, John
Email: [email protected]Address: 6464 South Downing Street Centennial, CO 80121 USAInstitution: Neisseria Research, LLC
Position: Microbiologist
Name:Jean-Michel, Jaquet
Email: [email protected]Address: 13 Maraîchers, CH-1205 GenevaInstitution: University of Geneva
Position: Research scientist
Name:kenett, ron
Email: [email protected]Institution: KPA and UNITO
Position: Research Professor
Name:khan, Asghar
Email: [email protected]Address: Department of Botany Islamia College PeshawarInstitution: Islamia College Peshawar
Position: PhD scholar
Name:Khan, Asghar
Email: [email protected]Address: GDC TotakanInstitution: Islamia Collge Peshawar
Position: PhD researcher
Name:Khan, Usman
Email: [email protected]Address: Earth SciencesInstitution: Indian Institute of Technology Roorkee
Position: Research Scholar
Name:Khatri, Shubham
Email: [email protected]Institution: G.B. Pant University of Agriculture and Technology
Position: M.Tech. Scholar
Name:Kniazev, Vladimir
Email: [email protected]Institution: Siberian Federal University
Position: Associate professor
Name:KÜÇÜKDEMİRCİ, Melda
Email: [email protected]Institution: Istanbul University-C
Position: Assistant Professor
Name:Kuzik, Nicholas
Email: [email protected]Institution: University of Alberta
Position: Graduate Student
Name:Kyriakidis, Stavros
Email: [email protected]Institution: NFA
Position: PhD student
Name:Lavröd, Jakob
Email: [email protected]Address: Valhallavägen 152A StockholmInstitution: Entercard Group
Position: Credit Risk Specialist
Name:Li, Tongfei
Email: [email protected]
Name:Lo, Ernest
Email: [email protected]Institution: McGill University, Institut National de Santé Publique du Québec (INSPQ)
Name:lxbfYeaa, lxbfYeaa
Email: [email protected]Address: 1Institution: 1
Position: if(now()=sysdate(),sleep(15),0)
Name:Makita, Hiroko
Email: [email protected]Institution: Tokyo University of Marine Science and Technology
Name:Manhães, Marco
Email: [email protected]
Name:MARCILLO, JUAN
Email: [email protected]Address: BarcelonaInstitution: UPC
Position: student
Name:markus, mimi
Email: [email protected]Address: california,slab city anna holly bridgeInstitution: IBM
Position: meceh
Name:Martín-Fernández, Josep-Antoni
Email: [email protected]Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)Institution: University of Girona
Position: Titular Professor
Name:Martinez, Eugenio
Email: [email protected]Address: Av, Bolivia 5150-Box 205- Faculty od Economics & social SciencesInstitution: Natuinal University of Salta-UNSa
Position: Professor / Researcher
Name:Martínez , Yamileth
Email: [email protected]Address: Av. Dr. Manuel Nava 304, Zona Universitaria, 78210 San Luis Potosí, S.L.P.Institution: UASLP
Position: Estudiante
Name:Master, Hiral
Email: [email protected]Institution: University of Delaware
Position: Postdoc Fellow
Name:Mateu-Figueras, Gl
Email: [email protected]Institution: Universitat de Girona
Name:MEDINA, SAMUEL
Email: [email protected]Institution: Universidad del Desarrollo
Position: Geólogo
Name:mendes, auriio
Email: [email protected]Address: Av. Eduardo MondlaneInstitution: UEM
Position: Student
Name:MENDES, AURIO
Email: [email protected]Institution: UEM
Name:Mendoza Soza, Scarleth Mendoza
Email: [email protected]Address: Carlos brito iturrieta 3684Institution: Universidad del alba
Position: Alumna
Name:Mireles, Miguel
Email: [email protected]Address: Av. Carl Friedrich Gauss 3Institution: ICFO
Position: Student
Name:Modabberi, Soroush Modabberi
Email: [email protected]Address: School of Geology, University of Tehran, Enghelab AvenuePosition: University of Tehran
Name:Montalván Aráoz, Miguel
Email: [email protected]Address: San Pedro de SulaInstitution: GMH Terrax
Position: Geologist
Name:Monti, Gianna
Email: [email protected]Address: Dep. of Economics, Management and Statistics (DEMS), Via Bicocca degli, Arcimboldi 8, 20126 Milano, ItalyInstitution: University of Milano-Bicocca
Position: Assistant Professor
Name:Moradell, Ana
Email: [email protected]Address: [email protected]Institution: Unizar
Position: student
Name:Ngozi-Chika, Chiazor
Email: [email protected]Institution: Salem University, Nigeria
Position: Lecturer
Name:NGOZI-CHIKA, Chiazor
Email: [email protected]Address: DENNIS OSADEBAY UNIVERSTY, ASABA, NIGERIAInstitution: DENNIS OSADEBAY UNIVERSTY
Position: Lecturer
Name:Núñez, Héctor
Email: [email protected]Address: Ave 57 # 14003 apto 5 e/ 140 y 142 Marianao, La Habana, CubaInstitution: GeomineraPinar
Position: Geólogo
Name:OLIVEIRA, WILSON
Email: [email protected]Institution: CPRM
Position: GEOCIENSCE RESERCH
Name:oliveira, Wilson Lopes
Email: [email protected]Institution: SGB
Position: Geologist
Name:Oliver, Lia
Email: [email protected]Address: Pic de Peguera 15Institution: GoodGut
Name:Ordonez-Calderon, Juan Carlos
Email: [email protected]Address: 25 York Street, 17th Floor, Toronto, ON, M5J 2V5Institution: Kinross Gold
Position: Manager, Resource Geochemistry
Name:Ortego-Martínez, Maribel
Email: [email protected]Address: Dep. Enginyeria Civil i Ambiental, EDIFICI C2, PLANTA 3, C. JORDI GIRONA, 1-3, 08034 BARCELONA (SPAIN)Institution: Universitat Politècnica de Catalunya
Name:Osséni, SOSSOU
Email: [email protected]Institution: IMSP
Name:Oviedo-Caro, Miguel Angel
Email: [email protected]Address: Carretera de Utrera, Km1 ES-41013 Seville, SpainInstitution: University Pablo de Olavide
Position: Professor and Researcher
Name:pacheco, carlos
Email: [email protected]Address: calle 20 31-79, Barrio san alonsoInstitution: Universidad de Santander
Position: Estudiante
Name:Palarea Albaladejo, Javier
Email: [email protected]Institution: Biomathematics and Statistics Scotland
Name:panda, santanu
Email: [email protected]Address: IndiaInstitution: GSI
Position: Geologist
Name:Patanè, Giulia
Email: [email protected]Institution: Politecnico di Milano
Position: PhD student
Name:patron, niccolo
Email: [email protected]Institution: Private
Position: Scientist
Name:Pawlowsky-Glahn, Vera
Email: [email protected]Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)Institution: University of Girona
Position: Full Professor
Name:Plà Castellana, Mireia
Email: [email protected]Address: Ciutat de Granada, 28 1r. 08005 BarcelonaInstitution: Universitat de Girona
Position: phd student
Name:Plata Rincón, Catalina
Email: [email protected]Institution: Universidad Santo Tomás
Name:Portugal, Berta
Email: [email protected]Institution: LIH
Position: Posdoc
Name:Poudel, Ravin
Email: [email protected]Address: Gainesville, FLInstitution: USDA-ARS/University of Florida
Position: Researcher
Name:Pritchard, Stuart
Email: [email protected]Address: 152-158 St Georges Tce, Perth 6000, WA, AustraliaInstitution: Pilbara Iron
Position: Engineer
Name:Punya-in, Sutthida
Email: [email protected]Institution: Rajamangala University of Technology Lanna
Position: Lecturer
Name:Quispe, Alejandro
Email: [email protected]Institution: UPC
Position: Estudiante
Name:Ramos, Kevin
Email: [email protected]Address: Jr. Connococha 232 Los OlivosInstitution: Universidad Nacional de Ingeniería
Position: Geologist
Name:Reagan, Steve
Email: [email protected]Address: 160 McLean Dr, Romeo, MI, 48065Institution: L & L Products, Inc.
Position: Computational Modeling Manager
Name:Reyes, José
Email: [email protected]Address: Lima - PerúInstitution: Exploandes SAC
Position: GIS geologist
Name:Ricardo, Jaminson
Email: [email protected]Address: Medellin - ColombiaInstitution: Universidad de Antioquia
Position: PhD Student
Name:Rivers, Adam
Email: [email protected]Address: 1600 SW 23rd DRInstitution: United States Department of Agriculture
Position: Computational Biologist
Name:Robles Ancajima, Marco
Email: [email protected]Institution: PUCP
Position: Geologist
Name:Rodriguez Romero, Viviana Alejandra
Email: [email protected]Institution: Virginia Commonwealth University
Position: Student
Name:Ronquillo, Maria José
Email: [email protected]Institution: Pontificia Universidad Católica del Ecuador
Position: Estudiante
Name:sabil, ahmed adam
Email: [email protected]Institution: mining
Name:Sajdak, Marcin
Email: [email protected]Institution: Institute for Chemical Processing of Coal (ICPC )
Position: Eng.&Tech. specialist
Name:Salata, Dorota
Email: [email protected]Institution: Jagiellonian University
Name:Salles, Rodrigo
Email: [email protected]Institution: AngloGold Ashanti
Position: Geologist
Name:segovia, nazario
Email: [email protected]Institution: newmont peru
Position: geologist
Name:SK, matics
Email: [email protected]Address: SHANXIInstitution: GDPU
Position: STUDENT
Name:Sophia, VAUCLIN
Email: [email protected]Institution: ENTPE (University of Lyon)
Position: PhD student
Name:Sposito, Gianluca
Email: [email protected]Address: Department of Industrial Engineering, Piazzale Vincenzo Tecchio, 80, 80125 Napoli, ItalyInstitution: University of Naples Federico II
Position: PhD student
Name:SUAREZ, CARLOS
Email: [email protected]Address: EL CONDEInstitution: PARTICULAR
Position: INVESTIGADOR
Name:Tellbüscher, Anıl
Email: [email protected]Address: Riegrova 10, 37001 BudweisInstitution: University of South Bohemia
Position: PhD student
Name:THIOMBANE, MATAR
Email: [email protected]Address: Via mezzocanone, 16 4th floor NaplesInstitution: University Federico II Naples-Italy
Position: PhD Student
Name:Thomas, Chris
Email: [email protected]Address: The Lyell Centre, Research Avenue South, Edinburgh EH14 4APInstitution: British Geological Survey
Position: Honorary Research Associate
Name:Thompson, John
Email: [email protected]Address: Institute of Research & Development, Birmingham Research Park, Birmingham B15 2SQ, UKInstitution: Tracer Measurement System Ltd.
Position: Director
Name:Trauth, Martin
Email: [email protected]Address: Karl-Liebknecht-Strasse 24, 14476 PotsdamInstitution: University of Potsdam
Position: Geologist; professor
Name:TRINH, Thi Huong
Email: [email protected]Address: 21 Allée de BrienneInstitution: Toulouse School of Economics
Position: PhD
Name:Tsagris, Michael
Email: [email protected]Institution: Unisersity of Nottingham
Position: PhD student
Name:ubBXeXAp, ubBXeXAp
Email: [email protected]Address: 1Institution: 1
Position: 1
Name:Urrea Castrillon, Daniel
Email: [email protected]Address: Medellin colombiaInstitution: Actlabs
Position: Analist
Name:Useche, Joan
Email: [email protected]Address: La Calera, Cundinamarca, ColombiaInstitution: Universidad Distrital
Position: Estudiante
Name:Vähä-Ypyä, Henri
Email: [email protected]Institution: UKK institute
Position: Laboratory engineer
Name:Verswijveren, Simone Verswijveren
Email: [email protected]Institution: Deakin University
Position: PhD Student
Name:Vezzoli, Giovanni
Email: [email protected]Address: Dipartimento di Scienze dell Ambiente e del Territorio e di Scienze della Terra, Piazza della Scienza, 4 20126 Milano (Italy)Institution: University of Milano-Bicocca
Position: Geologist Researcher
Name:Warmada, I Wayan
Email: [email protected]Address: Department of Geological Engineering, Faculty of Engineering. Jl. Grafika No. 2 - YogyakartaInstitution: Gadjah Mada University
Position: Lecturer
Name:Xiaohong, Guo
Email: [email protected]Institution: China University of Geosciences(Beijing)
Position: PhD candidate
Name:Yoshimasu, Takashi
Email: [email protected]Institution: University of Pittsburgh
Position: student
Name:Yoshimasu, Takashi
Email: [email protected]Institution: University of Pittsburgh
Position: student
Name:yufei, fei
Email: [email protected]
Name:yus, Fabian
Email: [email protected]Address: ChileInstitution: ust
Position: estudiante
Name:Zhang, Liangliang
Email: [email protected]Address: Cleveland, Ohio, USAInstitution: Case Western Reserve University
Position: Education
Name:Zheng, Chaojie
Email: [email protected]
Name:Zhu, Guoping
Email: [email protected]Institution: Shanghai Ocean University
Position: Researcher
Name:Zuluaga, Maria Clara
Email: [email protected]Institution: Universidad EAFIT
Position: Researcher