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2017 | OriginalPaper | Buchkapitel

Smart Cities in Stars: Food Perceptions and Beyond

verfasst von : Maria Pontiki, Panagiota Koltsida, Dimitris Gkoumas, Dimitris Pappas, Haris Papageorgiou, Eleni Toli, Yannis Ioannidis

Erschienen in: Internet Science

Verlag: Springer International Publishing

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Abstract

Citizens are shaping their food preferences and expressing their food experiences on a daily basis reflecting their way of living, culture and well-being . In this paper, we focus on food perceptions and experiences in the context of smart citizen and tourist sensing. We analyze Foursquare user reviews about food-related points of interest in ten European cities, and we explore the imprint of a city as it is shaped based on the spatial distribution of food-related topics and sentiments. The topic modelling and sentiment analysis results are visualized using geo-referenced heat maps that enrich the cities maps with information that allows for a more insightful navigation across their different geographical regions providing insights not available in the original data.

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Literatur
1.
Zurück zum Zitat Tajbakhsh, M.S., Bagherzadeh, J.: Microblogging hash tag recommendation system based on semantic TF-IDF: Twitter use case. In: 2016 IEEE 4th International Conference on Future Internet of Things and Cloud Workshops (FiCloudW) (2016) Tajbakhsh, M.S., Bagherzadeh, J.: Microblogging hash tag recommendation system based on semantic TF-IDF: Twitter use case. In: 2016 IEEE 4th International Conference on Future Internet of Things and Cloud Workshops (FiCloudW) (2016)
2.
Zurück zum Zitat Villena-Román, J., Luna Cobos, A., González J.C..: TweetAlert: semantic analytics in social networks for citizen opinion mining in the city of the future. In: UMAP Workshops (2014) Villena-Román, J., Luna Cobos, A., González J.C..: TweetAlert: semantic analytics in social networks for citizen opinion mining in the city of the future. In: UMAP Workshops (2014)
3.
Zurück zum Zitat Elmongui, H.G., Mansour, R., Morsy, H., Khater, S., El-Sharkasy, A., Ibrahim, R.: TRUPI: Twitter recommendation based on users’ personal interests. In: Gelbukh, A. (ed.) CICLing 2015. LNCS, vol. 9042, pp. 272–284. Springer, Cham (2015). doi:10.1007/978-3-319-18117-2_20 Elmongui, H.G., Mansour, R., Morsy, H., Khater, S., El-Sharkasy, A., Ibrahim, R.: TRUPI: Twitter recommendation based on users’ personal interests. In: Gelbukh, A. (ed.) CICLing 2015. LNCS, vol. 9042, pp. 272–284. Springer, Cham (2015). doi:10.​1007/​978-3-319-18117-2_​20
4.
Zurück zum Zitat Karidi, D.P., Stavrakas, Y., Vassiliou, Y.: A personalized Tweet recommendation approach based on concept graphs. In: 13th IEEE International Conference on Ubiquitous Intelligence and Computing (UIC) (2016) Karidi, D.P., Stavrakas, Y., Vassiliou, Y.: A personalized Tweet recommendation approach based on concept graphs. In: 13th IEEE International Conference on Ubiquitous Intelligence and Computing (UIC) (2016)
5.
Zurück zum Zitat Joseph, K., Tan, C., Carley, K.: Beyond “local,” “categories” and “friends”: clustering foursquare users with latent “topics”. In: Proceedings of ACM Ubicomp 2012, pp. 919–926 (2012) Joseph, K., Tan, C., Carley, K.: Beyond “local,” “categories” and “friends”: clustering foursquare users with latent “topics”. In: Proceedings of ACM Ubicomp 2012, pp. 919–926 (2012)
6.
Zurück zum Zitat Cheng, Z., Caverlee, J., Lee, K., Sui, D.Z.: Exploring millions of footprints in location sharing services. In: ICWSM 2011 (2011) Cheng, Z., Caverlee, J., Lee, K., Sui, D.Z.: Exploring millions of footprints in location sharing services. In: ICWSM 2011 (2011)
7.
Zurück zum Zitat Yang, D., Zhang, D., Yu, Z., Wang, Z.: A sentiment-enhanced personalized location recommendation system. In: 24th ACM Conference on Hypertext and Social Media (2013) Yang, D., Zhang, D., Yu, Z., Wang, Z.: A sentiment-enhanced personalized location recommendation system. In: 24th ACM Conference on Hypertext and Social Media (2013)
8.
Zurück zum Zitat Mcauliffe, J.D., Blei, D.M.: Supervised topic models. In: Advances in Neural Information Processing Systems, pp. 121–128 (2008) Mcauliffe, J.D., Blei, D.M.: Supervised topic models. In: Advances in Neural Information Processing Systems, pp. 121–128 (2008)
9.
Zurück zum Zitat Chong, W., Blei, D., Li, F.F.: Simultaneous image classification and annotation. In: Computer Vision and Pattern Recognition (2009) Chong, W., Blei, D., Li, F.F.: Simultaneous image classification and annotation. In: Computer Vision and Pattern Recognition (2009)
10.
Zurück zum Zitat Hoffman, M., Cook, P., Blei, D.: Bayesian spectral matching: turning young MC into MC hammer via MCMC sampling. In: International Computer Music Conference (2009) Hoffman, M., Cook, P., Blei, D.: Bayesian spectral matching: turning young MC into MC hammer via MCMC sampling. In: International Computer Music Conference (2009)
11.
Zurück zum Zitat Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH
12.
Zurück zum Zitat Kuang, D., Choo, J., Park, H.: Nonnegative matrix factorization for interactive topic modeling and document clustering. In: Celebi, M.Emre (ed.) Partitional Clustering Algorithms, pp. 215–243. Springer, Cham (2015). doi:10.1007/978-3-319-09259-1_7 Kuang, D., Choo, J., Park, H.: Nonnegative matrix factorization for interactive topic modeling and document clustering. In: Celebi, M.Emre (ed.) Partitional Clustering Algorithms, pp. 215–243. Springer, Cham (2015). doi:10.​1007/​978-3-319-09259-1_​7
13.
Zurück zum Zitat Greene, D., Cross, J.P.: Exploring the political agenda of the European parliament using a dynamic topic modeling approach. Polit. Anal. 25(1), 77–94 (2017)CrossRef Greene, D., Cross, J.P.: Exploring the political agenda of the European parliament using a dynamic topic modeling approach. Polit. Anal. 25(1), 77–94 (2017)CrossRef
14.
Zurück zum Zitat Estévez-Ortiz, F.-J., García-Jiménez, A., Glösekötter, P.: An application of people’s sentiment from social media to smart cities. El profesional de la información 25(6), 851–858 (2016)CrossRef Estévez-Ortiz, F.-J., García-Jiménez, A., Glösekötter, P.: An application of people’s sentiment from social media to smart cities. El profesional de la información 25(6), 851–858 (2016)CrossRef
15.
Zurück zum Zitat Ahmed, K.B., Bouhorma, M., Ahmed, M.B.: Smart citizen sensing: a proposed computational system with visual sentiment analysis and big data architecture. Int. J. Comput. Appl. 152(6), 20–27 (2016) Ahmed, K.B., Bouhorma, M., Ahmed, M.B.: Smart citizen sensing: a proposed computational system with visual sentiment analysis and big data architecture. Int. J. Comput. Appl. 152(6), 20–27 (2016)
16.
Zurück zum Zitat Liu, B.: Sentiment Analysis and Opinion Mining. Morgan & Claypool Publishers, San Rafael (2012) Liu, B.: Sentiment Analysis and Opinion Mining. Morgan & Claypool Publishers, San Rafael (2012)
17.
Zurück zum Zitat Pontiki, M., Galanis, D., Papageorgiou, H., Manandhar, S., Androutsopoulos, I.: Semeval-2015 task 12: aspect based sentiment analysis. In: 9th SemEval (2015) Pontiki, M., Galanis, D., Papageorgiou, H., Manandhar, S., Androutsopoulos, I.: Semeval-2015 task 12: aspect based sentiment analysis. In: 9th SemEval (2015)
18.
Zurück zum Zitat Thelwall, M., Buckley, K.: Topic-based sentiment analysis for the social web: the role of mood and issue-related words. J. Am. Soc. Inf. Sci. Technol. 64(8), 1608–1617 (2013)CrossRef Thelwall, M., Buckley, K.: Topic-based sentiment analysis for the social web: the role of mood and issue-related words. J. Am. Soc. Inf. Sci. Technol. 64(8), 1608–1617 (2013)CrossRef
19.
Zurück zum Zitat Taboada, M., Brooke, J., Tofiloski, M., Voll, K., Stede, M.: Lexicon-based methods for sentiment analysis. Comput. Linguist. 37(2), 267–307 (2011)CrossRef Taboada, M., Brooke, J., Tofiloski, M., Voll, K., Stede, M.: Lexicon-based methods for sentiment analysis. Comput. Linguist. 37(2), 267–307 (2011)CrossRef
20.
Zurück zum Zitat Socher, R., Perelygin, A., Wu, J., Chuang, J., Manning, C.D., Ng, A.Y., Potts, C.: Recursive deep models for semantic compositionality over a sentiment treebank. In: 2013 Conference on Empirical Methods in Natural Language Processing, pp. 1631–1642 (2013) Socher, R., Perelygin, A., Wu, J., Chuang, J., Manning, C.D., Ng, A.Y., Potts, C.: Recursive deep models for semantic compositionality over a sentiment treebank. In: 2013 Conference on Empirical Methods in Natural Language Processing, pp. 1631–1642 (2013)
21.
Zurück zum Zitat McAuley, J., Leskovec, J.: From amateurs to connoisseurs: modeling the evolution of user expertise through online reviews. In: WWW (2013) McAuley, J., Leskovec, J.: From amateurs to connoisseurs: modeling the evolution of user expertise through online reviews. In: WWW (2013)
22.
Zurück zum Zitat Pennington, J., Socher, R., Manning, C.M.: GloVe: global vectors for word representation (2014) Pennington, J., Socher, R., Manning, C.M.: GloVe: global vectors for word representation (2014)
Metadaten
Titel
Smart Cities in Stars: Food Perceptions and Beyond
verfasst von
Maria Pontiki
Panagiota Koltsida
Dimitris Gkoumas
Dimitris Pappas
Haris Papageorgiou
Eleni Toli
Yannis Ioannidis
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-70284-1_14

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