Sublinear scaling of country attractiveness observed from Flickr dataset

The number of people who decide to share their photographs publicly increases every day, consequently making available new almost real-time insights of human behavior while traveling. Rather than having this statistic once a month or yearly, urban planners and touristic workers now can make decision...

Full description

Bibliographic Details
Main Authors: Bojic, Iva, Sobolevsky, Stanislav, Nizetic-Kosovic, Ivana, Podobnik, Vedran, Belyi, Alexander, Ratti, Carlo
Other Authors: Massachusetts Institute of Technology. Department of Urban Studies and Planning
Format: Article
Language:en_US
Published: Institute of Electrical and Electronics Engineers (IEEE) 2017
Online Access:http://hdl.handle.net/1721.1/109842
https://orcid.org/0000-0002-4664-3349
https://orcid.org/0000-0003-2026-5631
_version_ 1826214303021137920
author Bojic, Iva
Sobolevsky, Stanislav
Nizetic-Kosovic, Ivana
Podobnik, Vedran
Belyi, Alexander
Ratti, Carlo
author2 Massachusetts Institute of Technology. Department of Urban Studies and Planning
author_facet Massachusetts Institute of Technology. Department of Urban Studies and Planning
Bojic, Iva
Sobolevsky, Stanislav
Nizetic-Kosovic, Ivana
Podobnik, Vedran
Belyi, Alexander
Ratti, Carlo
author_sort Bojic, Iva
collection MIT
description The number of people who decide to share their photographs publicly increases every day, consequently making available new almost real-time insights of human behavior while traveling. Rather than having this statistic once a month or yearly, urban planners and touristic workers now can make decisions almost simultaneously with the emergence of new events. Moreover, these datasets can be used not only to compare how popular different touristic places are, but also predict how popular they should be taking into an account their characteristics. In this paper we investigate how country attractiveness scales with its population and size using number of foreign users taking photographs, which is observed from Flickr dataset, as a proxy for attractiveness. The results showed two things: to a certain extent country attractiveness scales with population, but does not with its size; and unlike in case of Spanish cities, country attractiveness scales sublinearly with population, and not superlinearly.
first_indexed 2024-09-23T16:03:22Z
format Article
id mit-1721.1/109842
institution Massachusetts Institute of Technology
language en_US
last_indexed 2024-09-23T16:03:22Z
publishDate 2017
publisher Institute of Electrical and Electronics Engineers (IEEE)
record_format dspace
spelling mit-1721.1/1098422022-10-02T06:01:49Z Sublinear scaling of country attractiveness observed from Flickr dataset Bojic, Iva Sobolevsky, Stanislav Nizetic-Kosovic, Ivana Podobnik, Vedran Belyi, Alexander Ratti, Carlo Massachusetts Institute of Technology. Department of Urban Studies and Planning Bojic, Iva Ratti, Carlo The number of people who decide to share their photographs publicly increases every day, consequently making available new almost real-time insights of human behavior while traveling. Rather than having this statistic once a month or yearly, urban planners and touristic workers now can make decisions almost simultaneously with the emergence of new events. Moreover, these datasets can be used not only to compare how popular different touristic places are, but also predict how popular they should be taking into an account their characteristics. In this paper we investigate how country attractiveness scales with its population and size using number of foreign users taking photographs, which is observed from Flickr dataset, as a proxy for attractiveness. The results showed two things: to a certain extent country attractiveness scales with population, but does not with its size; and unlike in case of Spanish cities, country attractiveness scales sublinearly with population, and not superlinearly. Singapore-MIT Alliance for Research and Technology (SMART) Accenture (Firm) Air liquide (Firm) Coca-Cola Company Ericsson (Firm) Volkswagen Electronics Research Lab Uber (Firm) MIT Senseable City Lab Consortium 2017-06-13T19:58:53Z 2017-06-13T19:58:53Z 2016-03 2015-12 Article http://purl.org/eprint/type/JournalArticle 978-1-4673-8786-6 http://hdl.handle.net/1721.1/109842 Bojic, Iva et al. “Sublinear Scaling of Country Attractiveness Observed from Flickr Dataset.” 2015 IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE), 19-20 December, 2015, Dhaka, Bangladesh, 2015. https://orcid.org/0000-0002-4664-3349 https://orcid.org/0000-0003-2026-5631 en_US http://dx.doi.org/10.1109/WIECON-ECE.2015.7443924 2015 IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE) Creative Commons Attribution-Noncommercial-Share Alike http://creativecommons.org/licenses/by-nc-sa/4.0/ application/pdf Institute of Electrical and Electronics Engineers (IEEE) arXiv
spellingShingle Bojic, Iva
Sobolevsky, Stanislav
Nizetic-Kosovic, Ivana
Podobnik, Vedran
Belyi, Alexander
Ratti, Carlo
Sublinear scaling of country attractiveness observed from Flickr dataset
title Sublinear scaling of country attractiveness observed from Flickr dataset
title_full Sublinear scaling of country attractiveness observed from Flickr dataset
title_fullStr Sublinear scaling of country attractiveness observed from Flickr dataset
title_full_unstemmed Sublinear scaling of country attractiveness observed from Flickr dataset
title_short Sublinear scaling of country attractiveness observed from Flickr dataset
title_sort sublinear scaling of country attractiveness observed from flickr dataset
url http://hdl.handle.net/1721.1/109842
https://orcid.org/0000-0002-4664-3349
https://orcid.org/0000-0003-2026-5631
work_keys_str_mv AT bojiciva sublinearscalingofcountryattractivenessobservedfromflickrdataset
AT sobolevskystanislav sublinearscalingofcountryattractivenessobservedfromflickrdataset
AT nizetickosovicivana sublinearscalingofcountryattractivenessobservedfromflickrdataset
AT podobnikvedran sublinearscalingofcountryattractivenessobservedfromflickrdataset
AT belyialexander sublinearscalingofcountryattractivenessobservedfromflickrdataset
AT ratticarlo sublinearscalingofcountryattractivenessobservedfromflickrdataset