Alexandre Rigal, Dario Rodighiero, Loup Cellard - … Trajectories.pdf · Alexandre Rigal, Dario...
Transcript of Alexandre Rigal, Dario Rodighiero, Loup Cellard - … Trajectories.pdf · Alexandre Rigal, Dario...
About Trajectories
1
Alexandre Rigal, Dario Rodighiero, Loup Cellard
DHLAB / CHÔROS / CEAT, EPFL
DIGITAL HUMANITIES CONFERENCE, Krakow 13 July 2016
Summary of the presentation
- Information Visualization + Digital Humanities
- Trajectories
- DHLAB Trajectories
- DH Community Trajectories
- What we can see
- Conclusions
2
Paul Klee, drawing of the human heartfrom Visual Thinking by Rudolf Arnheim, 1969
4
Heart = Visualization Circulation = Information
Paul Klee, drawing of the human heartfrom Visual Thinking by Rudolf Arnheim, 1969
5
1. reading
3. feedback
3. data
4. design
2. understanding
Network limits
- first, network relations are not sufficient to analyse complexity;
- second, networks do not distinguish between the qualitative differences of represented entities.
7
Proposal
- first, trajectory represents not only distances, but also durations;
- second, trajectory shows how a singular entity moves, through its evolutions in time.
8
Tilted plane, 60-degree angle, fourth and last version of the smoke machine equipped with 57 channels, Etienne-Jules Marey, 1901
12
DH2014
19
Design by Dario Rodighiero � DHLAB � EPFL
A. Charles Muller
Aaron Louis Plasek
Aaron Mathew Mauro
Aaron Plasek
Aaron Quigley
Adam Farquhar
Adi Hajj-Ahmad
Adiel Ben-Shalom
Adrian Leemann
Agiatis Benardou
Ainsley Sutherland
Aja Teehan
Akihiro Kawase
Alaa Abi Haidar
Alastair Dunning
Alberto Campagnolo
Aleksandra Pawliczek
Alessandro Marchetti
Aletta Leipold
Alex GilAlex Hawker
Alex Kinnaman
Alexander Christie
Alexander Czmiel
Alexander Meyer
Alexander O'Connor
Alexandra Trachsel
Alexandre Wenger
Alexei Lavrentiev
Alexey Maslov
Ali Fenlon
Alice Keller
Alice Rio
Alicia Peaker
Alison Booth
Alistair Baron
Allen E Tullos
Allen Riddell
Alwyn Davidson
Amelia Sanz
Amir Zeldes
Amnon Ta-Shma
Amy Earhart
Amy Papaelias
Ana María Guzmán
Anabel Quan-Haase
Anas Fahad Khan
Anastasia Bonch-Osmolovskaya
Andrae Muys
André Gießler
André Kilchenmann
Andrea Mazzei
Andrea Thomer
Andreas Henrich
Andreas van Cranenburgh
Andreas Wassmer
Andrew Goldstone
Andrew Hankinson
Andrew Hardie
Andrew Kahn
Andrew MacDonald
Andy Bevan
Angel David Nieves
Angela Jordan
Angelika Storrer
Angelo Mario Del Grosso
Anita Law
Anke Lüdeling
Ann Gow
Anna Bohn
Anna Pytlowany
Annelen Brunner
Annette Geßner
Annette Hautli-Janisz
Anouk Lang
Anshul Gupta
Anthony Durity
Anton Raymund duPlessis
Antonio Cruces-Rodríguez
Antonio Lamarra
Apostolos Antonacopoulos
Arianna Ciula
Asanobu Kitamoto
Ashanka Kumari
Ashley Clarkson
Aurélien Berra
Ayaka Uesaka
Ayush Shrestha
Barbara Bordalejo
Bastian Entrup
Bauman Syd
Beate Hofmann
Beatrice Alex
Ben Miller
Ben Vershbow
Benjamin Bohl
Benjamin Eliot Klein
Benjamin J. Doyle
Bernard Hours
Beth Plale
Bethany Anderson
Bethany Nowviskie
Boris Capitanu
Boris Orekhov
Brent Nelson
Brenton Sullivan
Brett Barney
Brian Aitken
Brian Croxall
Brian Greenspan
Brian Johnsrud
Brian Norberg
Brian Pytlik Zillig
Bronwyn Coate
Bruce Herbert
Bryan Tarpley
Burak Pak
C. M. Sperberg-McQueen
C.J. Rupp
Çar Çöltekin
Caitlin Christian-Lamb
Caleb Derven
Carine Lallemand
Carl Stahmer
Carlo Meghini
Carlos Pallan
Carmen Klaussner
Carmen McCue
Caro Pinto
Carola Westermeier
Carolin Odebrecht
Carolina Ferrer
Caroline Sporleder
Caroline T. Schroeder
Carrie C. Heitman
Carson Logan
Caterina Bernardini
Cécile Armand
Chandler Warren
Chao-lin Liu
Charles Crowther
Charles van den Heuvel
Charlotte Butez
Charlotte Tupman
Cheng-Wei Lin
Chia-Hsuan Chung
Chiara Bonacchi
Chiara Di Pietro
Chiara Pasini
Chong-U Lim
Chris Alen Sula
Chris Bourg
Chris Donaldson
Chris Forstall
Chris Mellish
Christian Kay
Christian Pölitz
Christian Rohrdantz
Christian Stein
Christian Wittern
Christof Schöch
Christoph Draxler
Christopher Long
Christopher Ohge
Christopher Prom
Christopher W. Forstall
Chun-Wen Chen
Ciula Arianna
Claire Clivaz
Claire Wallace
Claire Warwick
Claire-Charlotte Butez
Clara I. Martínez
Clarisse Bardiot
Claudia Niederée
Claudia Savina Bianchini
Claus Huitfeldt
Clémence Andréys
Clemens Neudecker
Clifford E. Wulfman
Clovis Gladstone
Colin Arrowsmith
Colleen Fallaw
Constance Crompton
Corina Koolen
Costis Dallas
Courtney Lawton
Craig Goodere
Craig Macnamara
Craig Willis
Cristina Vertan
Croce Vincenzo
Cyril Bornet
D. Fox Harrell
Daniel A. Keim
Daniel Alves
Daniel Edward John Pett
Daniel Gatica-Perez
Daniel James Powell
Daniel O'Donnell
Daniel Paul O'Donnell
Daniel Pett
Daren Mueller
Dauvit Broun
David Beel
David Bouvier
David Brown
David Hoover
David L. Hoover
David McClure
David Michael Brown
David Mimno
David Robey
David Smith
David Tcheng
Dean Rehberger
Deb Verhoeven
Debora Marques de Matos
Deborah Van der Plaat
Deirdre Quinn
Demmy Verbeke
Dennis Zielke
Desiree Dighton
Desiree Gonzalez
Devon Elliott
Diane Katherine Jakacki
Diego Magro
Djamel Ferhod
Dominic Forest
Dominic Kao
Donna Gabaccia
Dorji Wangchuk
Dorothy Carr Porter
Dotty J Dye
Doug Emery
Doug Oard
Doug Reside
Douglas Boyd
Drayton Callen Benner
Dustin Elias Grue
Dustin Smith
Dylan Nagel
Eden Shalom Erez
Edgar Roman Rangel
Edith Gwendolyn Nally
Edward Slingerland
Elena Gonzalez-Blanco
Elena González-Blanco
Elena Pierazzo
Elijah Meeks
Elika Ortega
Elisabeth Steiner
Elise Walther
Eliza Papaki
Elizabeth Cornell
Elizabeth Grumbach
Elizabeth Hopwood
Elizabeth Losh
Elizabeth M Grumbach
Elizabeth M Lorang
Elizabeth Maddock Dillon
Elke Teich
Elli Mylonas
Ellysa Stern Cahoy
Elton Barker
Elton T. E. Barker
Elvira Locuratolo
Emily Franzini
Emmanuel Chateau
Erhard Hinrichs
Eric Poitras
Eric Rochester
Erik Champion
Erik Harloff
Ernesto Peña
Ernesto Priani
Ernesto Priani Saisó
Ernesto Priego
Evanthia Dimara
Ève Paquette-Bigras
Evelyn Gius
Everardo Reyes-Garcia
Fabio Ciotti
Fabio Vitali
Fabrizio Borgia
Federico Boschetti
Felix Lange
Florentina Armaselu
Fotis Jannidis
Francesca Tomasi
Francesco Beretta
Francesco Nucci
Franciska de Jong
Frank Binder
Frank Queens
Fraser Dallachy
Fred Tappenden
Frédéric Allemand
Frédéric Kaplan
Frederik Baumgardt
Frederik Elwert
Fredrik Palm
Gabriel Bodard
Gabriele Rossi Rognoni
Gabrielle Kirilloff
Gary Priestnall
Gaurav Kejriwal
Gavin Bannerman
Gemma Webster
Geoff Roeder
Geoffrey Rockwell
Geoffroy Noel
Geoffroy Noël
Georg Vogeler
George Kuriakose ThiruvathukalGerlinde Schneider
Gertjan Filarski
Ghislain Sillaume
Giancarlo Buomprisco
Giuseppe Celano
Glenn Roe
Grace Thomas
Graham Alexander Sack
Grant Wythoff
Gregory R. Crane
Greta Franzini
Guan-tao Jin
Gunter Vasold
Hannah Kermes
Hanno Biber
Harvey Quamen
Hayco de Jong
Heather Zwicker
Heike Neuroth
Henning Lobin
Henriette Partzsch
Herman Teule
Hieke Huistra
Hugh A G Houghton
Hugh Cayless
Hugh Craig
Hui Su
Ian Gregory
Ian Milligan
Ian R. Johnson
Ibrahim Almajai
Ichiro Fujinaga
Idan Dershowitz
Ines Schiller
Ingrid Hove
Ingrida Vosylit
Iris Sun
Isabel Galina
Isabel Galina Russell
Isabel Micheel
Isolde Teufel
Ivan Subotic
Izabella Pluta
J.D. Porter
Jaap Verheul
Jacob Dahl
Jacob Eisenstein
Jacob Heil
Jacqueline Hettel
Jakub Benes
James Baker
James Chartrand
James Christopher O'Sullivan
James Creel
James Cummings
James Egan
James Gawley
James Joel Coltrain
James O'Sullivan
James Wehrwein
James William Baker
Jamie Folsom
Jamie Norrish
Jan Christoph Meister
Jan Rybicki
Jane Hunter
Janet Thomas Simons
Janette Seuffert
Janina Gosseye
Janina Jacke
Jannik Strötgen
Jasminko Novak
Jason Lipshin
Javier de la Rosa
Javier Garcia Moron
Javiera Atenas
Jean Anderson
Jean Ann Bauer
Jean-Gabriel Ganascia
Jean-Marc Leblanc
Jean-Marc Odobez
Jean-Paul Fourmentraux
Jean-Philippe Goldman
Jennifer Guiliano
Jennifer Olive
Jennifer Windsor
Jennifer Wolfe
Jenny Kirsten Ataoguz
Jentery Sayers
Jeremy Boggs
Jérôme Jacquin
Jesse Stommel
Jia-Ming Day
Jieh Hsiang
Jill Belli
Jim Clifford
Jim McGrath
Jimmy Lin
Joachim Berger
Joan Fragasy Troyano
Joan Fragaszy Troyano
Joanna Elizabeth Swafford
Jody Perkins
Joe Bailey
Joerg Wettlaufer
Johan Verbeke
Johanna Drucker
Johannes Thomann
John Bradley
John Christopher Theibault
John Edward Simpson
John Franch
John Joseph Montague
John Keating
John Lynch
John Macarthur
John Nerbonne
John Noecker Jr
John Resig
John Seberger
John Simpson
Jon Cawthorne
Jonathan Blumtritt
Jonathan Pearce Reeve
Jonny Sensenbaugh
Jörg Ritter
Joris Job Van Zundert
José Francisco Barrón
Jose Luis Moreno
José Pino-Díaz
Joseph Lunde
Joshgun Sirajzade
Juan Luis Suárez
Juan Luis Súarez
Jui-sung Yang
Julia Flanders
Julia Kenny
Julia Ritter
Julianne Nyhan
Julie Beth Napolin
Julie Gonnering Lein
Jürgen Knauth
Justin Schell
Justin Tackett
Justin Tonra
Jyi-Shane Liu
Kaisa Kulasalu
Kari Kraus
Karin Gross
Karina van Dalen-Oskam
Karl Grossner
Katarzyna Bazarnik
Katayoun TorabiKatharina Holzinger
Katharina Lorenz
Katharine Coles
Katharine Faith Lawrence
Katharine Louise Kelland
Katherine Bode
Katherine Mary Faull
Kathleen Smith
Kathrin Nühlen
Kathryn Tanigawa
Kathryn Tomasek
Katrina Fenlon
Keisuke Koguchi
Keith Maycock
Kelly McElroy
Kelsey Rubin-Detlev
Kemman Max
Kenro Aihara
Kerri Grimaldi
Kerstin BischoffKerstin Brückweh
Kevin Bradley Kee
Kim Johanna Jautze
Kim Martin
Kimberly Ann Tedrow
King Davis
Kirk Quinsland
Kiyonori Nagasaki
Koichi Yasuoka
Konnor Clark
Kristina Fink
Kurt E Fendt
Kurt Fendt
Lars Wieneke
Laura C Mandell
Laura Dimmit
Laura Eidem
Laura Estill
Laura Mandell
Laura Miller
Laura Molloy
Lauren F. Klein
Lauren Tilton
Laurent Bolli
Laurent Pugin
Laurent Romary
Leen-Kiat Soh
Leif Isaksen
Leo Havemann
Leo Konstantelos
Lev Manovich
Levente Seláf
Liam Andrew
Lídia Oliveira
lihua Chen
Lior Wolf
Lisa Rhody
Lisa Spiro
Loredana Versienti
Lorena Regattieri
Loretta Auvil
Lorna Hughes
Luciano Frizzera
Luis Meneses
Luise Borek
Lukas Georgieff
Lukas Rosenthaler
Lynne Siemens
Maarten Hoogerwerf
Maayan Zhitomirsky-Geffet
Maciej Eder
Makoto Ohura
Manfred Thaller
Mara R Wade
Marc Alexander
Marc Melenhorst
Marc Wilhelm Küster
Marc-Antoine Nuessli
Marcello Vitali Rosati
Marco Antonio Godinez
Marco Petris
Marco Tagliasacchi
Marcus Pöckelmann
Mareike Hoeckendorff
Mari Sarv
María Carmen Marín Pina
Maria Clara Paixão de Sousa
Maria De Marsico
María Dolores Martos
María Dolores Martos Pérez
María Gimena Del Río
María Isabel Hidalgo Urbaneja
Maria Kraxenberger
Marie Giltner Saldaña
Marie Pérès
Marie-José Kolly
Marilena Lazzaro
Marilyn Deegan
Marion Lamé
Mark Algee-Hewitt
Mark Andrew Algee-Hewitt
Mark Depauw
Mark Finlayson
Mark Fisher
Mark Wolff
Marras Cristina
Marten Düring
Martijn Kleppe
Martin Andert
Martin Fechner
Martin Sievers
Martin Unold
Martin Wynne
Martina Semlak
Mary Caton Lingold
Maryam Foradi
Masahiro Hori
Masahiro Shimoda
Masakatsu Murakami
Matilda Watson
Mats Ulrik Malm
Matteo Romanello
Matthew Aaron Munson
Matthew Bouchard
Matthew Christy
Matthew Gilchrist
Matthew Gold
Matthew Hammond
Matthew Handelman
Matthew J Christy
Matthew Jockers
Matthew Munson
Maura Ives
Maureen Engel
Maurizio Lana
Max Kemman
Meagan Wilson
Megan Sellmer
Megan Senseney
Mélanie Fournier
Meredith MartinMia Ridge
Michael Alan Cade-Stewart
Michael B. Toth
Michael Beißwenger
Michael Brundin
Michael Eberle-Sinatra
Michael Lee Widner
Michael Muthukrishna
Michael Rocchio
Michael Sperberg-Mcqueen
Michael Stolz
Michela Tardella
Michiel Thijssen
Miguel Vieira
Mikal Brotnov Eckstrom
Mike Heffernan
Mike Kestemont
Milena Radzikowska
Milica Knezevi
Min Wu
Minao Kukita
Miriah Meyer
Miriam Butt
Mirjam Blümm
Mirko Tavoni
Mitchell Paul Ogden
Miyuki Nishio
Monica Berti
Monica Brown
Monika Salzbrunn
Montserrat Prats Lopez
Myung-Ja Han
Nachum Dershowitz
Nadine Phillips Adelaar
Nadja Radtke
Nam Khanh Tran
Nandita Dutta
Naoki Yamazaki
Natalia Caldas
Natalia Ermolaev
Natalie M Houston
Nataša Bulatovi
Natsumi Yamashita
Nella Porqueddu
Nephelie Chatzidiakou
Nicholas John Hayward
Nicholas Thély
Nicholas van Orden
Nicolas E. Gold
Niels-Oliver Walkowski
Nieves Baranda Leturio
Nikolai Grube
Nikolaos Arvanitopoulos Darginis
Nikolaos Beer
Nina McCurdy
Noah Bubenhofer
Noah Gene Peterson
Nuno Freire
Nuria Rodríguez-Ortega
Oliver Streiter
Olliver Dyens
Orla Murphy
Orna Almogi
Osamu Imahayashi
Ouafae Nahli
Owain Roberts
Øyvind Eide
Pablo Gervas
Padmini Ray Murray
Padraic Stack
Panos Constantopoulos
Paola Andriani
Pat Galloway
Patrice Lopez
Patricia Murrieta-Flores
Patrick Juola
Patrick Sahle
Pau de Soto
Paul Caton
Paul Hjartarson
Paul Matthew Gooding
Paul McCann
Paul Molitor
Paul Rayson
Paul Spence
Penny Johnston
Peter Anthony Stokes
Peter Birke
Peter Boot
Peter Fankhauser
Peter Fornaro
Peter Leonard
Peter M. Broadwell
Peter Organisciak
Peter R. Fornaro
Peter Schirmbacher
Petr Pridal
Piero Fraternali
Pierre Vernus
Purdom Lindblad
Qing-feng Liu
Quinn Dombrowski
R. Douglas Emery
Rachael Hamilton
Rachel Schnepper
Rachele Sprugnoli
Radu Suciu
Rafael Alvarado
Rafael Bailón-Moreno
Raffaele Masotti
Rainer Simon
Rebecca Ankenbrand
Rebecca Barr
Rebecca Rouse
Ricardo Gutierrez-Osuna
Ricardo L. Punzalan Punzalan
Richard Furuta
RIchard Lawrence Edwards
Robert C.H. Sweeny
Robert Carvais
Robert Kolatzek
Robert Morrissey
Roberto Rosselli Del Turco
Robyn Sullivan
Roeland Ordelman
Rolf Fredheim
Ronald Dekker
Roni Shweka
Roopika Risam
Rory Solomon
Roxanne Shirazi
Rudolf Gschwind
Ruth Knechtel
Ryan Chartier
Ryan Heuser
Ryan Olivieri
Sabine Süsstrunk
Sally Chambers
Samantha Rayner
Samia Pedraça
Sander Wubben
Sara B. Sikes
Sara Schulthess
Sara Tonelli
Sarah Potvin
Satoshi Inoue
Sayan Bhattacharyya
Scott Bailey
Scott Brian Reed
Scott Kleinman
Scott Piao
Séamus Lawless
Sebastian Rahtz
Sebastian Sulger
Segolene Tarte
Sergej Zerr
Séverine Gedzelman
Shawn Day
Shay Rojansky
Sibylle Söring
Silvia Gutierrez
Silvio Peroni
Simon Fuller
Simon Ganahl
Simon Mahony
Simon Mastrangelo
Simon Rowberry
Simona Stoyanova
Simone Kronenwett
Sinai Rusinek
Smiljana Antonijevic
Stan Ruecker
Stef Scagliola
Stefan Andreas Keller
Stefan Buedenbender
Stefan Dumont
Stefan Funk
Stefan Jänicke
Stefan Schmunk
Stefan Sinclair
Stéfan Sinclair
Stefanie Dipper
Stella Dee
Stéphane Couture
Stephane Marchand-Maillet
Stephanie Westcott
Stephen Downie
Steven Krauwer
Steven L. MacCall
Stewart Brookes
Stuart Dunn
Su-Chu Hsu
Susan Brown
Susan Perdue
Susan Schreibman
Susanne Fertmann
Susumu Hayashi
Suzan van Dijk
Sven Wortmann
Syd Bauman
Sylvain Boschetto
Sylwia Kösser
Taizo Yamada
Takafumi Suzuki
Takako Hashimoto
Tanya Clement
Tanya Llewellyn
Tara Andrews
Taro Ichimura
Taylor Arnold
Ted Underwood
Teresa Dobson
The INKE Team
Thomas Bartz
Thomas Bögel
Thomas Burch
Thomas CrombezThomas Keegan
Thomas Krause
Thomas Lombardi
Thomas Padilla
Thomas Selig
Thomas Zastrow
Thorsten Trippel
Tiemen Cocquyt
Tim Krones
Timothy Cole
Timothy Compeau
Timothy De Paepe
Timothy Duguid
Timothy R. Tangherlini
Timothy W. Cole
Tina Bögel
Tobias Gradl
Tobias Ott
Tobias Schweizer
Toby Nicolas Burrows
Todd Samuelson
Toine Pieters
Toma Tasovac
Tomás Ó Murchú
Tomer Hasid
Tomohiko Morioka
Tomoji Tabata
Toniesha Taylor
Tony Borries
Toru Tomabechi
Toshinobu Ogiso
Tracy Popp
Travis Brown
Trevor Borg
Trevor Muñoz
Ubbo Veentjer
Unmil Karadkar
Uta Hinrichs
Valentin Gold
Valentina Bartalesi
Valentine CharlesValeria Vitale
Valerie C. Burton
Vania Baldi
Vinayak Das Gupta
Vinodh Rajan
Vivian Lewis
Vivien Friedrich
Volker Dellwo
Walter J. Scheirer
Walter Scholger
Wayne Graham
Wei-Yun Chiu
Wen-huei Cheng
Wen-Hung Liao
Wendy Anderson
Wendy Kurtz
Whitney Trettien
Wiebke Wiede
Wilhelm Ott
Will Dean
Willeke Wendrich
William J. Turkel
Wolfgang Lukas
Worthy Martin
Wyn Kelley
Xavier Gradoux
Xuemao Wang
Yaacov Choueka
Yannick Rochat
Ylva Schwinghammer
Ynon Wygoda
Yoann Goudin
Yoko Nishimura
Yoshihiro Nikaido
Yukari Shirota
Yuta Hashimoto
Yves Marcoux
Zach Coble
Zachary Schoenberger
http://dhlab-epfl.github.io/Trajectories/
21
Design by Dario Rodighiero � DHLAB � EPFL
A. Charles Muller
Aaron Louis Plasek
Aaron Mathew Mauro
Aaron Plasek
Aaron Quigley
Adam Farquhar
Adi Hajj-Ahmad
Adiel Ben-Shalom
Adrian Leemann
Agiatis Benardou
Ainsley Sutherland
Aja Teehan
Akihiro Kawase
Alaa Abi Haidar
Alastair Dunning
Alberto Campagnolo
Aleksandra Pawliczek
Alessandro Marchetti
Aletta Leipold
Alex GilAlex Hawker
Alex Kinnaman
Alexander Christie
Alexander Czmiel
Alexander Meyer
Alexander O'Connor
Alexandra Trachsel
Alexandre Wenger
Alexei Lavrentiev
Alexey Maslov
Ali Fenlon
Alice Keller
Alice Rio
Alicia Peaker
Alison Booth
Alistair Baron
Allen E Tullos
Allen Riddell
Alwyn Davidson
Amelia Sanz
Amir Zeldes
Amnon Ta-Shma
Amy Earhart
Amy Papaelias
Ana María Guzmán
Anabel Quan-Haase
Anas Fahad Khan
Anastasia Bonch-Osmolovskaya
Andrae Muys
André Gießler
André Kilchenmann
Andrea Mazzei
Andrea Thomer
Andreas Henrich
Andreas van Cranenburgh
Andreas Wassmer
Andrew Goldstone
Andrew Hankinson
Andrew Hardie
Andrew Kahn
Andrew MacDonald
Andy Bevan
Angel David Nieves
Angela Jordan
Angelika Storrer
Angelo Mario Del Grosso
Anita Law
Anke Lüdeling
Ann Gow
Anna Bohn
Anna Pytlowany
Annelen Brunner
Annette Geßner
Annette Hautli-Janisz
Anouk Lang
Anshul Gupta
Anthony Durity
Anton Raymund duPlessis
Antonio Cruces-Rodríguez
Antonio Lamarra
Apostolos Antonacopoulos
Arianna Ciula
Asanobu Kitamoto
Ashanka Kumari
Ashley Clarkson
Aurélien Berra
Ayaka Uesaka
Ayush Shrestha
Barbara Bordalejo
Bastian Entrup
Bauman Syd
Beate Hofmann
Beatrice Alex
Ben Miller
Ben Vershbow
Benjamin Bohl
Benjamin Eliot Klein
Benjamin J. Doyle
Bernard Hours
Beth Plale
Bethany Anderson
Bethany Nowviskie
Boris Capitanu
Boris Orekhov
Brent Nelson
Brenton Sullivan
Brett Barney
Brian Aitken
Brian Croxall
Brian Greenspan
Brian Johnsrud
Brian Norberg
Brian Pytlik Zillig
Bronwyn Coate
Bruce Herbert
Bryan Tarpley
Burak Pak
C. M. Sperberg-McQueen
C.J. Rupp
Çar Çöltekin
Caitlin Christian-Lamb
Caleb Derven
Carine Lallemand
Carl Stahmer
Carlo Meghini
Carlos Pallan
Carmen Klaussner
Carmen McCue
Caro Pinto
Carola Westermeier
Carolin Odebrecht
Carolina Ferrer
Caroline Sporleder
Caroline T. Schroeder
Carrie C. Heitman
Carson Logan
Caterina Bernardini
Cécile Armand
Chandler Warren
Chao-lin Liu
Charles Crowther
Charles van den Heuvel
Charlotte Butez
Charlotte Tupman
Cheng-Wei Lin
Chia-Hsuan Chung
Chiara Bonacchi
Chiara Di Pietro
Chiara Pasini
Chong-U Lim
Chris Alen Sula
Chris Bourg
Chris Donaldson
Chris Forstall
Chris Mellish
Christian Kay
Christian Pölitz
Christian Rohrdantz
Christian Stein
Christian Wittern
Christof Schöch
Christoph Draxler
Christopher Long
Christopher Ohge
Christopher Prom
Christopher W. Forstall
Chun-Wen Chen
Ciula Arianna
Claire Clivaz
Claire Wallace
Claire Warwick
Claire-Charlotte Butez
Clara I. Martínez
Clarisse Bardiot
Claudia Niederée
Claudia Savina Bianchini
Claus Huitfeldt
Clémence Andréys
Clemens Neudecker
Clifford E. Wulfman
Clovis Gladstone
Colin Arrowsmith
Colleen Fallaw
Constance Crompton
Corina Koolen
Costis Dallas
Courtney Lawton
Craig Goodere
Craig Macnamara
Craig Willis
Cristina Vertan
Croce Vincenzo
Cyril Bornet
D. Fox Harrell
Daniel A. Keim
Daniel Alves
Daniel Edward John Pett
Daniel Gatica-Perez
Daniel James Powell
Daniel O'Donnell
Daniel Paul O'Donnell
Daniel Pett
Daren Mueller
Dauvit Broun
David Beel
David Bouvier
David Brown
David Hoover
David L. Hoover
David McClure
David Michael Brown
David Mimno
David Robey
David Smith
David Tcheng
Dean Rehberger
Deb Verhoeven
Debora Marques de Matos
Deborah Van der Plaat
Deirdre Quinn
Demmy Verbeke
Dennis Zielke
Desiree Dighton
Desiree Gonzalez
Devon Elliott
Diane Katherine Jakacki
Diego Magro
Djamel Ferhod
Dominic Forest
Dominic Kao
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Dorji Wangchuk
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Dotty J Dye
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Drayton Callen Benner
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Elizabeth M Grumbach
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Elke Teich
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Gaurav Kejriwal
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Gemma Webster
Geoff Roeder
Geoffrey Rockwell
Geoffroy Noel
Geoffroy Noël
Georg Vogeler
George Kuriakose ThiruvathukalGerlinde Schneider
Gertjan Filarski
Ghislain Sillaume
Giancarlo Buomprisco
Giuseppe Celano
Glenn Roe
Grace Thomas
Graham Alexander Sack
Grant Wythoff
Gregory R. Crane
Greta Franzini
Guan-tao Jin
Gunter Vasold
Hannah Kermes
Hanno Biber
Harvey Quamen
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Heike Neuroth
Henning Lobin
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Herman Teule
Hieke Huistra
Hugh A G Houghton
Hugh Cayless
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Hui Su
Ian Gregory
Ian Milligan
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Ibrahim Almajai
Ichiro Fujinaga
Idan Dershowitz
Ines Schiller
Ingrid Hove
Ingrida Vosylit
Iris Sun
Isabel Galina
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Isabel Micheel
Isolde Teufel
Ivan Subotic
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Jaap Verheul
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Jacob Heil
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Janet Thomas Simons
Janette Seuffert
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Jason Lipshin
Javier de la Rosa
Javier Garcia Moron
Javiera Atenas
Jean Anderson
Jean Ann Bauer
Jean-Gabriel Ganascia
Jean-Marc Leblanc
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Jennifer Guiliano
Jennifer Olive
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Jennifer Wolfe
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Joan Fragaszy Troyano
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Jody Perkins
Joe Bailey
Joerg Wettlaufer
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John Bradley
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John Franch
John Joseph Montague
John Keating
John Lynch
John Macarthur
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John Noecker Jr
John Resig
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John Simpson
Jon Cawthorne
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Jonny Sensenbaugh
Jörg Ritter
Joris Job Van Zundert
José Francisco Barrón
Jose Luis Moreno
José Pino-Díaz
Joseph Lunde
Joshgun Sirajzade
Juan Luis Suárez
Juan Luis Súarez
Jui-sung Yang
Julia Flanders
Julia Kenny
Julia Ritter
Julianne Nyhan
Julie Beth Napolin
Julie Gonnering Lein
Jürgen Knauth
Justin Schell
Justin Tackett
Justin Tonra
Jyi-Shane Liu
Kaisa Kulasalu
Kari Kraus
Karin Gross
Karina van Dalen-Oskam
Karl Grossner
Katarzyna Bazarnik
Katayoun TorabiKatharina Holzinger
Katharina Lorenz
Katharine Coles
Katharine Faith Lawrence
Katharine Louise Kelland
Katherine Bode
Katherine Mary Faull
Kathleen Smith
Kathrin Nühlen
Kathryn Tanigawa
Kathryn Tomasek
Katrina Fenlon
Keisuke Koguchi
Keith Maycock
Kelly McElroy
Kelsey Rubin-Detlev
Kemman Max
Kenro Aihara
Kerri Grimaldi
Kerstin BischoffKerstin Brückweh
Kevin Bradley Kee
Kim Johanna Jautze
Kim Martin
Kimberly Ann Tedrow
King Davis
Kirk Quinsland
Kiyonori Nagasaki
Koichi Yasuoka
Konnor Clark
Kristina Fink
Kurt E Fendt
Kurt Fendt
Lars Wieneke
Laura C Mandell
Laura Dimmit
Laura Eidem
Laura Estill
Laura Mandell
Laura Miller
Laura Molloy
Lauren F. Klein
Lauren Tilton
Laurent Bolli
Laurent Pugin
Laurent Romary
Leen-Kiat Soh
Leif Isaksen
Leo Havemann
Leo Konstantelos
Lev Manovich
Levente Seláf
Liam Andrew
Lídia Oliveira
lihua Chen
Lior Wolf
Lisa Rhody
Lisa Spiro
Loredana Versienti
Lorena Regattieri
Loretta Auvil
Lorna Hughes
Luciano Frizzera
Luis Meneses
Luise Borek
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Lynne Siemens
Maarten Hoogerwerf
Maayan Zhitomirsky-Geffet
Maciej Eder
Makoto Ohura
Manfred Thaller
Mara R Wade
Marc Alexander
Marc Melenhorst
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Marc-Antoine Nuessli
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Megan Senseney
Mélanie Fournier
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Michael B. Toth
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Michael Brundin
Michael Eberle-Sinatra
Michael Lee Widner
Michael Muthukrishna
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Michael Sperberg-Mcqueen
Michael Stolz
Michela Tardella
Michiel Thijssen
Miguel Vieira
Mikal Brotnov Eckstrom
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Nadine Phillips Adelaar
Nadja Radtke
Nam Khanh Tran
Nandita Dutta
Naoki Yamazaki
Natalia Caldas
Natalia Ermolaev
Natalie M Houston
Nataša Bulatovi
Natsumi Yamashita
Nella Porqueddu
Nephelie Chatzidiakou
Nicholas John Hayward
Nicholas Thély
Nicholas van Orden
Nicolas E. Gold
Niels-Oliver Walkowski
Nieves Baranda Leturio
Nikolai Grube
Nikolaos Arvanitopoulos Darginis
Nikolaos Beer
Nina McCurdy
Noah Bubenhofer
Noah Gene Peterson
Nuno Freire
Nuria Rodríguez-Ortega
Oliver Streiter
Olliver Dyens
Orla Murphy
Orna Almogi
Osamu Imahayashi
Ouafae Nahli
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Paola Andriani
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Patrice Lopez
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Patrick Juola
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Pau de Soto
Paul Caton
Paul Hjartarson
Paul Matthew Gooding
Paul McCann
Paul Molitor
Paul Rayson
Paul Spence
Penny Johnston
Peter Anthony Stokes
Peter Birke
Peter Boot
Peter Fankhauser
Peter Fornaro
Peter Leonard
Peter M. Broadwell
Peter Organisciak
Peter R. Fornaro
Peter Schirmbacher
Petr Pridal
Piero Fraternali
Pierre Vernus
Purdom Lindblad
Qing-feng Liu
Quinn Dombrowski
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Rachel Schnepper
Rachele Sprugnoli
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Rafael Bailón-Moreno
Raffaele Masotti
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Rebecca Ankenbrand
Rebecca Barr
Rebecca Rouse
Ricardo Gutierrez-Osuna
Ricardo L. Punzalan Punzalan
Richard Furuta
RIchard Lawrence Edwards
Robert C.H. Sweeny
Robert Carvais
Robert Kolatzek
Robert Morrissey
Roberto Rosselli Del Turco
Robyn Sullivan
Roeland Ordelman
Rolf Fredheim
Ronald Dekker
Roni Shweka
Roopika Risam
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Roxanne Shirazi
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Ryan Heuser
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Sabine Süsstrunk
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Samantha Rayner
Samia Pedraça
Sander Wubben
Sara B. Sikes
Sara Schulthess
Sara Tonelli
Sarah Potvin
Satoshi Inoue
Sayan Bhattacharyya
Scott Bailey
Scott Brian Reed
Scott Kleinman
Scott Piao
Séamus Lawless
Sebastian Rahtz
Sebastian Sulger
Segolene Tarte
Sergej Zerr
Séverine Gedzelman
Shawn Day
Shay Rojansky
Sibylle Söring
Silvia Gutierrez
Silvio Peroni
Simon Fuller
Simon Ganahl
Simon Mahony
Simon Mastrangelo
Simon Rowberry
Simona Stoyanova
Simone Kronenwett
Sinai Rusinek
Smiljana Antonijevic
Stan Ruecker
Stef Scagliola
Stefan Andreas Keller
Stefan Buedenbender
Stefan Dumont
Stefan Funk
Stefan Jänicke
Stefan Schmunk
Stefan Sinclair
Stéfan Sinclair
Stefanie Dipper
Stella Dee
Stéphane Couture
Stephane Marchand-Maillet
Stephanie Westcott
Stephen Downie
Steven Krauwer
Steven L. MacCall
Stewart Brookes
Stuart Dunn
Su-Chu Hsu
Susan Brown
Susan Perdue
Susan Schreibman
Susanne Fertmann
Susumu Hayashi
Suzan van Dijk
Sven Wortmann
Syd Bauman
Sylvain Boschetto
Sylwia Kösser
Taizo Yamada
Takafumi Suzuki
Takako Hashimoto
Tanya Clement
Tanya Llewellyn
Tara Andrews
Taro Ichimura
Taylor Arnold
Ted Underwood
Teresa Dobson
The INKE Team
Thomas Bartz
Thomas Bögel
Thomas Burch
Thomas CrombezThomas Keegan
Thomas Krause
Thomas Lombardi
Thomas Padilla
Thomas Selig
Thomas Zastrow
Thorsten Trippel
Tiemen Cocquyt
Tim Krones
Timothy Cole
Timothy Compeau
Timothy De Paepe
Timothy Duguid
Timothy R. Tangherlini
Timothy W. Cole
Tina Bögel
Tobias Gradl
Tobias Ott
Tobias Schweizer
Toby Nicolas Burrows
Todd Samuelson
Toine Pieters
Toma Tasovac
Tomás Ó Murchú
Tomer Hasid
Tomohiko Morioka
Tomoji Tabata
Toniesha Taylor
Tony Borries
Toru Tomabechi
Toshinobu Ogiso
Tracy Popp
Travis Brown
Trevor Borg
Trevor Muñoz
Ubbo Veentjer
Unmil Karadkar
Uta Hinrichs
Valentin Gold
Valentina Bartalesi
Valentine CharlesValeria Vitale
Valerie C. Burton
Vania Baldi
Vinayak Das Gupta
Vinodh Rajan
Vivian Lewis
Vivien Friedrich
Volker Dellwo
Walter J. Scheirer
Walter Scholger
Wayne Graham
Wei-Yun Chiu
Wen-huei Cheng
Wen-Hung Liao
Wendy Anderson
Wendy Kurtz
Whitney Trettien
Wiebke Wiede
Wilhelm Ott
Will Dean
Willeke Wendrich
William J. Turkel
Wolfgang Lukas
Worthy Martin
Wyn Kelley
Xavier Gradoux
Xuemao Wang
Yaacov Choueka
Yannick Rochat
Ylva Schwinghammer
Ynon Wygoda
Yoann Goudin
Yoko Nishimura
Yoshihiro Nikaido
Yukari Shirota
Yuta Hashimoto
Yves Marcoux
Zach Coble
Zachary Schoenberger
http://dhlab-epfl.github.io/Trajectories/
DH2013 in USA, DH2014 in Switzerland, and DH2015 in Australia – three independent networks http://dhlab-epfl.github.io/Trajectories/
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http://dhlab-epfl.github.io/Trajectories/
DH2013 in USA, DH2014 in Switzerland, and DH2015 in Australia – all trajectories http://dhlab-epfl.github.io/Trajectories/
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http://dhlab-epfl.github.io/Trajectories/
DH2013 in USA, DH2014 in Switzerland, and DH2015 in Australia – all trajectories, detail http://dhlab-epfl.github.io/Trajectories/
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http://dhlab-epfl.github.io/Trajectories/
Paul Klee, drawing of the human heartfrom Visual Thinking by Rudolf Arnheim, 1969
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1. reading
3. feedback
3. data
4. design
2. understanding