Geo word clouds

K.A. Buchin, D.J.A. Creemers, A. Lazzarotto , B. Speckmann, J.J.H.M. Wulms

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

11 Citaten (Scopus)
290 Downloads (Pure)

Samenvatting

Word clouds are a popular method to visualize the frequency of words in textual data. Nowadays many text-based data sets, such as Flickr tags, are geo-referenced, that is, they have an important spatial component. However, existing automated methods to generate word clouds are unable to incorporate such spatial information. We introduce geo word clouds: word clouds which capture not only the frequency but also the spatial relevance of words. Our input is a set of locations from one (or more) geographic regions with (possibly several) text labels per location. We aggregate word frequencies according to point clusters and employ a greedy strategy to place appropriately sized labels without overlap as close as possible to their corresponding locations. While doing so we "draw" the spatial shapes of the geographic regions with the corresponding labels. We experimentally explore trade-offs concerning the location of labels, their relative sizes and the number of spatial clusters. The resulting word clouds are visually pleasing and have a low error in terms of relative scaling and locational accuracy of words, while using a small number of clusters per label.
Originele taal-2Engels
Titel2016 IEEE Pacific Visualization Symposium (PacificVis), 19-22 April 2016, Taipei, Taiwan
Plaats van productiePiscataway
UitgeverijInstitute of Electrical and Electronics Engineers
Pagina's144-151
ISBN van geprinte versie978-1-5090-1451-4
DOI's
StatusGepubliceerd - 2016
Evenement9th IEEE Pacific Visualization Symposium, PacificVis 2016 - Taipei, Taiwan
Duur: 19 apr 201622 apr 2016

Congres

Congres9th IEEE Pacific Visualization Symposium, PacificVis 2016
LandTaiwan
StadTaipei
Periode19/04/1622/04/16

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