A unified approach to mapping and clustering of bibliometric networks
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In this paper, a unified approach to mapping and clustering of bibliometric networks is proposed, where the VOS mapping technique and a weighted and parameterized variant of modularity-based clustering can both be derived from the same underlying principle.About:
This article is published in Journal of Informetrics.The article was published on 2010-10-01 and is currently open access. It has received 1158 citations till now. The article focuses on the topics: Cluster analysis.read more
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Journal ArticleDOI
bibliometrix: An R-tool for comprehensive science mapping analysis
Massimo Aria,Corrado Cuccurullo +1 more
TL;DR: This paper proposes a unique open-source tool, designed by the authors, called bibliometrix, for performing comprehensive science mapping analysis, programmed in R, and can be rapidly upgraded and integrated with other statistical R-packages.
Journal ArticleDOI
Science mapping software tools: Review, analysis, and cooperative study among tools
TL;DR: The aim of this article is to review, analyze, and compare some of the software tools used to carry out science mapping analysis, taking into account aspects such as the bibliometric techniques available and the different kinds of analysis.
Book ChapterDOI
Visualizing Bibliometric Networks
Nees Jan van Eck,Ludo Waltman +1 more
TL;DR: This chapter provides an introduction to the topic of visualizing bibliometric networks and focuses specifically on two software tools: VOSviewer and CitNetExplorer.
Journal ArticleDOI
TRY plant trait database : Enhanced coverage and open access
Jens Kattge,Gerhard Bönisch,Sandra Díaz,Sandra Lavorel,Iain Colin Prentice,Paul Leadley,Susanne Tautenhahn,Gijsbert D. A. Werner,Tuomas Aakala,Mehdi Abedi,Alicia Teresa Rosario Acosta,George C. Adamidis,George C. Adamidis,Kairi Adamson,Masahiro Aiba,Cécile H. Albert,Julio M. Alcántara,Carolina Alcázar C,Izabela Aleixo,Hamada E Ali,Bernard Amiaud,Christian Ammer,Mariano M. Amoroso,Madhur Anand,Carolyn J. Anderson,Carolyn J. Anderson,Niels P. R. Anten,Joseph A. Antos,Deborah Mattos Guimarães Apgaua,Tia-Lynn Ashman,Degi Harja Asmara,Gregory P. Asner,Michael J. Aspinwall,Owen K. Atkin,Isabelle Aubin,Lars Baastrup-Spohr,Khadijeh Bahalkeh,Michael Bahn,Timothy R. Baker,William J. Baker,Jan P. Bakker,Dennis D. Baldocchi,Jennifer L. Baltzer,Arindam Banerjee,Anne Baranger,Jos Barlow,Diego R. Barneche,Zdravko Baruch,Denis Bastianelli,John J. Battles,William L. Bauerle,Marijn Bauters,Erika Bazzato,Michael Beckmann,Hans Beeckman,Carl Beierkuhnlein,Renée M. Bekker,Gavin Belfry,Michaël Belluau,Mirela Beloiu,Raquel Benavides,Lahcen Benomar,Mary Lee Berdugo-Lattke,Erika Berenguer,Rodrigo Scarton Bergamin,Joana Bergmann,Marcos Bergmann Carlucci,Logan T. Berner,Markus Bernhardt-Römermann,Christof Bigler,Anne D. Bjorkman,Chris J. Blackman,Carolina C. Blanco,Benjamin Blonder,Benjamin Blonder,Dana M. Blumenthal,Kelly T. Bocanegra-González,Pascal Boeckx,Stephanie A. Bohlman,Katrin Böhning-Gaese,Laura Boisvert-Marsh,William J. Bond,Ben Bond-Lamberty,Arnoud Boom,Coline C.F. Boonman,Kauane Maiara Bordin,Elizabeth H. Boughton,Vanessa K. Boukili,David M. J. S. Bowman,Sandra Bravo,Marco R. Brendel,Martin R. Broadley,Kerry A. Brown,Helge Bruelheide,Federico Brumnich,Hans Henrik Bruun,David Bruy,Serra W. Buchanan,Solveig Franziska Bucher,Nina Buchmann,Robert Buitenwerf,Daniel E. Bunker,Jana Bürger,Sabina Burrascano,David F. R. P. Burslem,Bradley J. Butterfield,Chaeho Byun,Márcia C. M. Marques,Marina Corrêa Scalon,Marco Caccianiga,Marc W. Cadotte,Maxime Cailleret,James S. Camac,J. Julio Camarero,Courtney E. Campany,Giandiego Campetella,Juan Antonio Campos,Laura Cano-Arboleda,Roberto Canullo,Michele Carbognani,Fabio Carvalho,Fernando Casanoves,Bastien Castagneyrol,Jane A. Catford,Jeannine Cavender-Bares,Bruno Enrico Leone Cerabolini,Marco Cervellini,Eduardo Chacón-Madrigal,Kenneth James Chapin,F. Stuart Chapin,Stefano Chelli,Si-Chong Chen,Anping Chen,Paolo Cherubini,Francesco Chianucci,Brendan Choat,Kyong Sook Chung,Milan Chytrý,Daniela Ciccarelli,Lluís Coll,Courtney G. Collins,Luisa Conti,Luisa Conti,David A. Coomes,Johannes H. C. Cornelissen,William K. Cornwell,Piermaria Corona,Marie R. Coyea,Joseph M. Craine,Dylan Craven,Joris P. G. M. Cromsigt,Anikó Csecserits,Katarina Čufar,Matthias Cuntz,Ana Carolina da Silva,Kyla M. Dahlin,Matteo Dainese,I. V. Dalke,Michele Dalle Fratte,Anh Tuan Dang-Le,Jiri Danihelka,Jiri Danihelka,Masako Dannoura,Samantha K. Dawson,Arend Jacobus de Beer,Angel De Frutos,Angel De Frutos,Jonathan R. De Long,Benjamin Dechant,Sylvain Delagrange,Nicolas Delpierre,Géraldine Derroire,Arildo S. Dias,Milton H. Díaz-Toribio,Panayiotis G. Dimitrakopoulos,Mark P. Dobrowolski,Daniel Doktor,Pavel Dřevojan,Ning Dong,John Dransfield,Stefan Dressler,Leandro da Silva Duarte,Emilie Ducouret,Stefan Dullinger,Walter Durka,Walter Durka,Remko A. Duursma,O. V. Dymova,Anna E-Vojtkó,Rolf Lutz Eckstein,Hamid Ejtehadi,James J. Elser,Thaise Emilio,Kristine Engemann,Mohammad Bagher Erfanian,Alexandra Erfmeier,Adriane Esquivel-Muelbert,Adriane Esquivel-Muelbert,Gerd Esser,Marc Estiarte,Tomas F. Domingues,William F. Fagan,Jaime Fagúndez,Daniel S. Falster,Ying Fan,Jingyun Fang,Emmanuele Farris,Fatih Fazlioglu,Yanhao Feng,Fernando Fernández-Méndez,Carlotta Ferrara,Joice Ferreira,Alessandra Fidelis,Bryan Finegan,Jennifer Firn,Timothy J. Flowers,Dan F. B. Flynn,Veronika Fontana,Estelle Forey,Cristiane Forgiarini,Louis François,Marcelo Araujo Frangipani,Marcelo Araujo Frangipani,Dorothea Frank,Cédric Frenette-Dussault,Grégoire T. Freschet,Ellen L. Fry,Nikolaos M. Fyllas,Guilherme Gerhardt Mazzochini,Sophie Gachet,Rachael V. Gallagher,Gislene Ganade,Francesca Ganga,Pablo García-Palacios,Veronica Beatriz Gargaglione,Eric Garnier,José L. Garrido,André Luís de Gasper,Guillermo Gea-Izquierdo,David J. Gibson,Andrew N. Gillison,Aelton B. Giroldo,Mary Claire Glasenhardt,Sean M. Gleason,Mariana Gliesch,Emma E. Goldberg,Bastian Göldel,Erika Gonzalez-Akre,José Luis González-Andújar,Andrés González-Melo,Ana González-Robles,Bente J. Graae,Elena Granda,Sarah J. Graves,Walton A. Green,Thomas Gregor,Nicolas Gross,Greg R. Guerin,Angela Günther,Alvaro G. Gutiérrez,Lillie Haddock,Anna Haines,Jefferson S. Hall,Alain Hambuckers,Wenxuan Han,Sandy P. Harrison,Wesley N. Hattingh,Joseph E. Hawes,Tianhua He,Tianhua He,Pengcheng He,Jacob Mason Heberling,Aveliina Helm,Stefan Hempel,Jörn Hentschel,Bruno Hérault,Ana-Maria Hereş,Katharina Herz,Myriam Heuertz,Thomas Hickler,Peter Hietz,Pedro Higuchi,Andrew L. Hipp,Andrew Hirons,Maria Hock,James Aaron Hogan,James Aaron Hogan,Karen D. Holl,Olivier Honnay,Daniel Hornstein,Enqing Hou,Nate Hough-Snee,Knut Anders Hovstad,Tomoaki Ichie,Boris Igic,Estela Illa,Marney E. Isaac,Masae Iwamoto Ishihara,Leonid Ivanov,Larissa Ivanova,Colleen M. Iversen,Jordi Izquierdo,Robert B. Jackson,Benjamin G. Jackson,Hervé Jactel,Andrzej M. Jagodziński,Ute Jandt,Ute Jandt,Steven Jansen,Thomas Jenkins,Anke Jentsch,Jens Rasmus Plantener Jespersen,Guo-Feng Jiang,Jesper Liengaard Johansen,David W. Johnson,Eric J. Jokela,Carlos Alfredo Joly,Gregory J. Jordan,Grant S. Joseph,Decky Indrawan Junaedi,Robert R. Junker,Eric Justes,Richard Kabzems,Jeffrey M. Kane,Zdenek Kaplan,Teja Kattenborn,L. M. Kavelenova,Elizabeth Kearsley,Anne Kempel,Tanaka Kenzo,Andrew J. Kerkhoff,M. I. Khalil,Nicole L. Kinlock,W.D. Kissling,Kaoru Kitajima,Thomas Kitzberger,Rasmus Kjøller,Tamir Klein,Michael Kleyer,Jitka Klimešová,Joice Klipel,Brian D. Kloeppel,Stefan Klotz,Johannes M. H. Knops,Takashi Kohyama,Fumito Koike,Johannes Kollmann,Benjamin Komac,Kimberly J. Komatsu,Christian König,Nathan J. B. Kraft,Koen Kramer,Holger Kreft,Ingolf Kühn,Ingolf Kühn,Ingolf Kühn,Dushan Kumarathunge,Jonas Kuppler,Hiroko Kurokawa,Yoko Kurosawa,Shem Kuyah,Jean-Paul Laclau,Benoit Lafleur,Erik Lallai,Eric G. Lamb,Andrea Lamprecht,Daniel J. Larkin,Daniel C. Laughlin,Yoann Le Bagousse-Pinguet,Guerric Le Maire,Peter Christiaan le Roux,Elizabeth le Roux,Tali D. Lee,Frederic Lens,Simon L. Lewis,Simon L. Lewis,Barbara Lhotsky,Yuanzhi Li,Xine Li,Jeremy W. Lichstein,Mario Liebergesell,Jun Ying Lim,Yan-Shih Lin,Juan Carlos Linares,Chunjiang Liu,Daijun Liu,Udayangani Liu,Stuart W. Livingstone,Joan Llusià,Madelon Lohbeck,Álvaro López-García,Gabriela Lopez-Gonzalez,Zdeňka Lososová,Frédérique Louault,Balázs András Lukács,Petr Lukeš,Yunjian Luo,Michele Lussu,Siyan Ma,Camilla Maciel Rabelo Pereira,Michelle C. Mack,Vincent Maire,Annikki Mäkelä,Harri Mäkinen,Ana C. M. Malhado,Azim U. Mallik,Peter Manning,Stefano Manzoni,Zuleica Yael Marchetti,Luca Marchino,Vinicius Marcilio-Silva,Eric Marcon,Michela Marignani,Lars Markesteijn,Adam R. Martin,Cristina Martínez-Garza,Jordi Martínez-Vilalta,Tereza Mašková,Kelly E. Mason,Norman W. H. Mason,Tara Joy Massad,Jacynthe Masse,Itay Mayrose,James K. McCarthy,M. Luke McCormack,Katherine A. McCulloh,Ian R. McFadden,Brian J. McGill,Mara Y. McPartland,Juliana S. Medeiros,Belinda E. Medlyn,Pierre Jacques Meerts,Zia Mehrabi,Patrick Meir,Patrick Meir,Felipe P. L. Melo,Maurizio Mencuccini,Céline Meredieu,Julie Messier,Ilona Mészáros,Juha M. Metsaranta,Sean T. Michaletz,Chrysanthi Michelaki,Svetlana Migalina,Rubén Milla,Jesse E. D. Miller,Vanessa Minden,Vanessa Minden,Ray Ming,Karel Mokany,Angela T. Moles,Attila Molnár,Jane Molofsky,Martin Molz,Rebecca A. Montgomery,Arnaud Monty,Lenka Moravcová,Álvaro Moreno-Martínez,Marco Moretti,Akira Mori,Shigeta Mori,Dave M. Morris,Jane Morrison,Ladislav Mucina,Sandra Mueller,Christopher D. Muir,Sandra Cristina Müller,François Munoz,François Munoz,Isla H. Myers-Smith,Randall W. Myster,Masahiro Nagano,Shawna L. Naidu,Ayyappan Narayanan,Balachandran Natesan,Luka Negoita,Andrew S. Nelson,Eike Lena Neuschulz,Jian Ni,Georg Niedrist,Jhon Nieto,Ülo Niinemets,Rachael H. Nolan,Henning Nottebrock,Yann Nouvellon,Alexander Novakovskiy,Kristin Odden Nystuen,Anthony P. O'Grady,Kevin O'Hara,Andrew O’Reilly-Nugent,Simon Oakley,Walter Oberhuber,Toshiyuki Ohtsuka,Ricardo Augusto de Oliveira,Kinga Öllerer,Mark E. Olson,Vladimir G. Onipchenko,Yusuke Onoda,Renske E. Onstein,Jenny C. Ordoñez,Noriyuki Osada,Ivika Ostonen,Gianluigi Ottaviani,Sarah P. Otto,Gerhard E. Overbeck,Wim A. Ozinga,Anna T. Pahl,C. E. Timothy Paine,Robin J. Pakeman,Aristotelis C. Papageorgiou,Evgeniya Parfionova,Meelis Pärtel,Marco Patacca,Susana Paula,Juraj Paule,Harald Pauli,Juli G. Pausas,Begoña Peco,Josep Peñuelas,Antonio Perea,Pablo Luis Peri,Ana Carolina Petisco-Souza,Alessandro Petraglia,Any Mary Petritan,Oliver L. Phillips,Simon Pierce,Valério D. Pillar,Jan Pisek,Alexandr Pomogaybin,Hendrik Poorter,Angelika Portsmuth,Peter Poschlod,Catherine Potvin,Devon Pounds,A. Shafer Powell,Sally A. Power,Andreas Prinzing,Giacomo Puglielli,Petr Pyšek,Valérie Raevel,Anja Rammig,Anja Rammig,Johannes Ransijn,Courtenay A. Ray,Peter B. Reich,Peter B. Reich,Markus Reichstein,Douglas E. B. Reid,Maxime Réjou-Méchain,Víctor Resco de Dios,Sabina Cerruto Ribeiro,Sarah J. Richardson,Kersti Riibak,Matthias C. Rillig,Fiamma Riviera,Elisabeth M. R. Robert,Scott D. Roberts,Bjorn J. M. Robroek,Adam B. Roddy,Arthur Vinicius Rodrigues,Alistair Rogers,Emily Rollinson,Victor Rolo,Christine Römermann,Dina Ronzhina,Christiane Roscher,Julieta A. Rosell,Milena Fermina Rosenfield,Christian Rossi,David B. Roy,David B. Roy,David B. Roy,Samuel Royer-Tardif,Nadja Rüger,Ricardo Ruiz-Peinado,Sabine B. Rumpf,Sabine B. Rumpf,Graciela M. Rusch,Masahiro Ryo,Lawren Sack,Angela Saldaña,Beatriz Salgado-Negret,Roberto Salguero-Gómez,Ignacio Santa-Regina,Ana Carolina Santacruz-García,Joaquim M. F. dos Santos,Jordi Sardans,Brandon S. Schamp,Michael Scherer-Lorenzen,Matthias Schleuning,Bernhard Schmid,Marco Schmidt,Sylvain Schmitt,Julio V. Schneider,Simon D. Schowanek,Julian Schrader,Franziska Schrodt,Bernhard Schuldt,Frank M. Schurr,Galia Selaya Garvizu,Marina Semchenko,Colleen L. Seymour,Julia C. Sfair,Joanne M. Sharpe,Christine S. Sheppard,Serge Sheremetiev,Satomi Shiodera,Bill Shipley,Tanvir Ahmed Shovon,Alrun Siebenkäs,Carlos A. Sierra,Vasco Silva,Mateus Silva,Tommaso Sitzia,Henrik Sjöman,Martijn Slot,Nicholas G. Smith,Darwin S. Sodhi,Pamela S. Soltis,Douglas E. Soltis,Ben Somers,Grégory Sonnier,Mia Vedel Sørensen,Enio E. Sosinski,Nadejda A. Soudzilovskaia,Alexandre F. Souza,Marko J. Spasojevic,Marta Gaia Sperandii,Amanda B. Stan,James C. Stegen,Klaus Steinbauer,Jörg G. Stephan,Frank Sterck,Dejan Stojanović,Tanya Strydom,Maria Laura Suarez,Jens-Christian Svenning,Ivana Svitková,Marek Svitok,Miroslav Svoboda,Emily Swaine,Nathan G. Swenson,Marcelo Tabarelli,Kentaro Takagi,Ulrike Tappeiner,Rubén Tarifa,Simon Tauugourdeau,Çağatay Tavşanoğlu,Mariska te Beest,Leho Tedersoo,Nelson Thiffault,Dominik Thom,Evert Thomas,Ken Thompson,Peter E. Thornton,Wilfried Thuiller,Lubomír Tichý,David T. Tissue,Mark G. Tjoelker,David Y. P. Tng,Joe Tobias,Péter Török,Tonantzin Tarin,José M. Torres-Ruiz,Béla Tóthmérész,Martina Treurnicht,Valeria Trivellone,Franck Trolliet,Volodymyr Trotsiuk,James L. Tsakalos,Ioannis Tsiripidis,Niklas Tysklind,Toru Umehara,Vladimir A. Usoltsev,Matthew A. Vadeboncoeur,Jamil Vaezi,Fernando Valladares,Jana C. Vamosi,Peter M. van Bodegom,Michiel van Breugel,Elisa Van Cleemput,Martine Janet van de Weg,Stephni van der Merwe,Fons van der Plas,Masha T. van der Sande,Mark van Kleunen,Koenraad Van Meerbeek,Mark C. Vanderwel,Kim André Vanselow,Angelica Vårhammar,Laura Varone,Maribel Yesenia Vasquez Valderrama,Kiril Vassilev,Mark Vellend,Erik J. Veneklaas,Hans Verbeeck,Kris Verheyen,Alexander Christian Vibrans,Ima Célia Guimarães Vieira,Jaime Villacís,Cyrille Violle,Pandi Vivek,Katrin Wagner,Katrin Wagner,Matthew S. Waldram,Anthony Waldron,Anthony P. Walker,Martyn Waller,Gabriel Walther,Han Wang,Feng Wang,Weiqi Wang,Harry Watkins,James E. Watkins,Ulrich Weber,James T. Weedon,Liping Wei,Patrick Weigelt,Evan Weiher,Aidan W. Wells,Camilla Wellstein,Elizabeth Wenk,Mark Westoby,Alana R. Westwood,Philip J. White,Mark Whitten,Mark Whitten,Mathew Williams,Daniel E. Winkler,Klaus Winter,Klaus Winter,Chevonne Womack,Ian J. Wright,S. Joseph Wright,Justin Wright,Bruno X. Pinho,Fabiano de Aquino Ximenes,Toshihiro Yamada,Keiko Yamaji,Ruth D. Yanai,Nikolay Yankov,Benjamin Yguel,Kátia Janaina Zanini,Amy E. Zanne,David Zelený,Yun Peng Zhao,Jingming Zheng,Ji Zheng,Kasia Ziemińska,Chad R. Zirbel,Georg Zizka,Irie Casimir Zo-Bi,Gerhard Zotz,Christian Wirth,Christian Wirth +754 more
TL;DR: The extent of the trait data compiled in TRY is evaluated and emerging patterns of data coverage and representativeness are analyzed to conclude that reducing data gaps and biases in the TRY database remains a key challenge and requires a coordinated approach to data mobilization and trait measurements.
Journal ArticleDOI
Citation-based clustering of publications using CitNetExplorer and VOSviewer
Nees Jan van Eck,Ludo Waltman +1 more
TL;DR: Using the approach presented in this paper, bibliometricians are able to carry out sophisticated cluster analyses without the need to have a deep knowledge of clustering techniques and without requiring advanced computer skills.
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