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2015 | OriginalPaper | Buchkapitel

Urban Emotions—Geo-Semantic Emotion Extraction from Technical Sensors, Human Sensors and Crowdsourced Data

verfasst von : Bernd Resch, Anja Summa, Günther Sagl, Peter Zeile, Jan-Philipp Exner

Erschienen in: Progress in Location-Based Services 2014

Verlag: Springer International Publishing

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Abstract

How people in the city perceive their surroundings depends on a variety of dynamic and static context factors such as road traffic, the feeling of safety, urban architecture, etc. Such subjective and context-dependent perceptions can trigger different emotions, which enable additional insights into the spatial and temporal configuration of urban structures. This paper presents the Urban Emotions concept that proposes a human-centred approach for extracting contextual emotional information from human and technical sensors. The methodology proposed in this paper consists of four steps: (1) detecting emotions using wristband sensors, (2) “ground-truthing” these measurements using a People as Sensors location-based service, (3) extracting emotion information from crowdsourced data like Twitter, and (4) correlating the measured and extracted emotions. Finally, the emotion information is mapped and fed back into urban planning for decision support and for evaluating ongoing planning processes.

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Literatur
Zurück zum Zitat Agirre E, Diab M, Cer D, Gonzalez-Agirre A (2012) Semeval-2012 task 6: a pilot on semantic textual similarity. In: Proceedings of the first joint conference on lexical and computational semantics, Montreal, 7–8 June, pp 385–393 Agirre E, Diab M, Cer D, Gonzalez-Agirre A (2012) Semeval-2012 task 6: a pilot on semantic textual similarity. In: Proceedings of the first joint conference on lexical and computational semantics, Montreal, 7–8 June, pp 385–393
Zurück zum Zitat Batty M (2014) Can it happen again? Planning support, lee’s requiem and the rise of the smart cities movement. Environ Plan B: Plan Des 41(3):388–391CrossRef Batty M (2014) Can it happen again? Planning support, lee’s requiem and the rise of the smart cities movement. Environ Plan B: Plan Des 41(3):388–391CrossRef
Zurück zum Zitat Baluja S, Seth R, Sivakumar D, Jing Y, Yagnik J, Kumar S, Ravichandran D, Aly M (2008) Video suggestion and discovery for youtube: taking random walks through the view graph. In: Proceedings of the 17th ACM international world wide web conference, Beijing, 21–25 April 2008, pp 895–904 Baluja S, Seth R, Sivakumar D, Jing Y, Yagnik J, Kumar S, Ravichandran D, Aly M (2008) Video suggestion and discovery for youtube: taking random walks through the view graph. In: Proceedings of the 17th ACM international world wide web conference, Beijing, 21–25 April 2008, pp 895–904
Zurück zum Zitat Bollen J, Mao H, Pepe A (2011) Modeling public mood and emotion: twitter sentiment and socio-economic phenomena. In: Proceedings of the fifth international AAAI conference on weblogs and social media (ICWSM), Barcelona, 17–21 July 2011 Bollen J, Mao H, Pepe A (2011) Modeling public mood and emotion: twitter sentiment and socio-economic phenomena. In: Proceedings of the fifth international AAAI conference on weblogs and social media (ICWSM), Barcelona, 17–21 July 2011
Zurück zum Zitat Bradley MM, Lang PJ (1999) Affective norms for english words (ANEW): instruction manual and affective ratings. Technical Report C-1, The Center for Research in Psychophysiology, University of Florida, pp 1–45 Bradley MM, Lang PJ (1999) Affective norms for english words (ANEW): instruction manual and affective ratings. Technical Report C-1, The Center for Research in Psychophysiology, University of Florida, pp 1–45
Zurück zum Zitat Ekman P, Friesen WV (1971) Constants across cultures in the face and emotion. J Pers Soc Psychol 17(2):124–129CrossRef Ekman P, Friesen WV (1971) Constants across cultures in the face and emotion. J Pers Soc Psychol 17(2):124–129CrossRef
Zurück zum Zitat Exner J-P (2014) Smart cities and smart planning. In: Schrenk M et al (eds) Proceedings of RealCORP 2014, Vienna, 21–23 May 2014, pp 603–610 Exner J-P (2014) Smart cities and smart planning. In: Schrenk M et al (eds) Proceedings of RealCORP 2014, Vienna, 21–23 May 2014, pp 603–610
Zurück zum Zitat Gartner G (2010) Emotional response to space as an additional concept of supporting wayfinding in ubiquitous cartography. Mapping different geographies. Springer, Berlin, pp 67–73 Gartner G (2010) Emotional response to space as an additional concept of supporting wayfinding in ubiquitous cartography. Mapping different geographies. Springer, Berlin, pp 67–73
Zurück zum Zitat Geertman S (2002) Participatory planning and GIS: a PSS to bridge the gap. Environ Plan B: Plan Des 29:21–35CrossRef Geertman S (2002) Participatory planning and GIS: a PSS to bridge the gap. Environ Plan B: Plan Des 29:21–35CrossRef
Zurück zum Zitat Goodchild MF (2007) Citizens as sensors: the world of volunteered geography. GeoJ 69(4):211–221CrossRef Goodchild MF (2007) Citizens as sensors: the world of volunteered geography. GeoJ 69(4):211–221CrossRef
Zurück zum Zitat Hahmann S, Burghardt D (2013) How much information is geospatially referenced? Networks and cognition. Int J Geogr Inform Sci 27(6):1171–1189 Hahmann S, Burghardt D (2013) How much information is geospatially referenced? Networks and cognition. Int J Geogr Inform Sci 27(6):1171–1189
Zurück zum Zitat Hauthal, E (2013) Detection, analysis and visualisation of georeferenced emotions. In: Proceedings of the 26th international cartographic conference (ICC 2013), Dresden, Germany, 25–30 Aug 2013 Hauthal, E (2013) Detection, analysis and visualisation of georeferenced emotions. In: Proceedings of the 26th international cartographic conference (ICC 2013), Dresden, Germany, 25–30 Aug 2013
Zurück zum Zitat Klettner S, Schmidt M (2012) Visualisierung von Emotionen im Raum. Kartographisches Denken. Springer, Vienna, pp 398–399 Klettner S, Schmidt M (2012) Visualisierung von Emotionen im Raum. Kartographisches Denken. Springer, Vienna, pp 398–399
Zurück zum Zitat Liu B, Zhang L (2012) A survey of opinion mining and sentiment analysis. Mining text data. Springer, USA, pp 415–463CrossRef Liu B, Zhang L (2012) A survey of opinion mining and sentiment analysis. Mining text data. Springer, USA, pp 415–463CrossRef
Zurück zum Zitat Matei S, Ball-Rokeach SJ, Qiu JL (2001) Fear and misperception of Los Angeles urban space—a spatial-statistical study of communication-shaped mental maps. Commun Res 28(4):429–463 Matei S, Ball-Rokeach SJ, Qiu JL (2001) Fear and misperception of Los Angeles urban space—a spatial-statistical study of communication-shaped mental maps. Commun Res 28(4):429–463
Zurück zum Zitat Mohammad SM (2011) Even the abstract have colour: consensus in word–colour associations. In: Proceedings of the 49th annual meeting of the association for computational linguistics, Portland, 19–24 June 2011, pp 368–373 Mohammad SM (2011) Even the abstract have colour: consensus in word–colour associations. In: Proceedings of the 49th annual meeting of the association for computational linguistics, Portland, 19–24 June 2011, pp 368–373
Zurück zum Zitat Owoputi O, O’Connor B, Dyer C, Gimpel K, Schneider N, Smith NA (2013) In: Proceedings of the conference of the north american chapter of the association for computational linguistics: human language technologies (NAACL HLT 2013), Atlanta, 9–15 June 2013, pp 380–390 Owoputi O, O’Connor B, Dyer C, Gimpel K, Schneider N, Smith NA (2013) In: Proceedings of the conference of the north american chapter of the association for computational linguistics: human language technologies (NAACL HLT 2013), Atlanta, 9–15 June 2013, pp 380–390
Zurück zum Zitat Resch B, Britter R, Ratti C (2012) Live urbanism—towards the senseable city and beyond. In: Pardalos P, Rassia S (eds) Sustainable architectural design: impacts on health. Springer, New York, pp 175–184CrossRef Resch B, Britter R, Ratti C (2012) Live urbanism—towards the senseable city and beyond. In: Pardalos P, Rassia S (eds) Sustainable architectural design: impacts on health. Springer, New York, pp 175–184CrossRef
Zurück zum Zitat Resch B (2013) People as sensors and collective sensing—contextual observations complementing geo-sensor network measurements. Progress in location-based services. Springer, Berlin, pp 391–406CrossRef Resch B (2013) People as sensors and collective sensing—contextual observations complementing geo-sensor network measurements. Progress in location-based services. Springer, Berlin, pp 391–406CrossRef
Zurück zum Zitat Roberts K, Roach MA, Johnson J, Guthrie J, Harabagiu SM (2012) EmpaTweet: annotating and detecting emotions on twitter. In: Proceedings of the international conference on language resources and evaluation (LREC), Istanbul, 21–27 May 2012, pp 3806–3813 Roberts K, Roach MA, Johnson J, Guthrie J, Harabagiu SM (2012) EmpaTweet: annotating and detecting emotions on twitter. In: Proceedings of the international conference on language resources and evaluation (LREC), Istanbul, 21–27 May 2012, pp 3806–3813
Zurück zum Zitat Sagl G, Resch B, Hawelka B, Beinat E (2012) From social sensor data to collective human behaviour patterns: analysing and visualising spatio-temporal dynamics in urban environments. In: GI-Forum 2012: geovisualization, society and learning, wichmann Verlag, Berlin, pp 54–63 Sagl G, Resch B, Hawelka B, Beinat E (2012) From social sensor data to collective human behaviour patterns: analysing and visualising spatio-temporal dynamics in urban environments. In: GI-Forum 2012: geovisualization, society and learning, wichmann Verlag, Berlin, pp 54–63
Zurück zum Zitat Salesses P, Schechtner K, Hidalgo CA (2013) The collaborative image of the city: mapping the inequality of urban perception. PLoS ONE 8(7):e68400CrossRef Salesses P, Schechtner K, Hidalgo CA (2013) The collaborative image of the city: mapping the inequality of urban perception. PLoS ONE 8(7):e68400CrossRef
Zurück zum Zitat Scott B, Neil T (2009) Designing web interfaces: principles and patterns for rich interactions. O’Reilly media, Sebastopol Scott B, Neil T (2009) Designing web interfaces: principles and patterns for rich interactions. O’Reilly media, Sebastopol
Zurück zum Zitat Streich B (2011) Stadtplanung in der Wissensgesellschaft—Ein Handbuch, 2nd edn. Springer, BerlinCrossRef Streich B (2011) Stadtplanung in der Wissensgesellschaft—Ein Handbuch, 2nd edn. Springer, BerlinCrossRef
Zurück zum Zitat Takhteyev Y, Gruzd A, Wellman B (2012) Geography of twitter networks. Soc Netw 34(1):73–81CrossRef Takhteyev Y, Gruzd A, Wellman B (2012) Geography of twitter networks. Soc Netw 34(1):73–81CrossRef
Zurück zum Zitat Talukdar PP, Crammer K (2009) New regularized algorithms for transductive learning. Machine learning and knowledge discovery in databases. Springer, Berlin, pp 442–457CrossRef Talukdar PP, Crammer K (2009) New regularized algorithms for transductive learning. Machine learning and knowledge discovery in databases. Springer, Berlin, pp 442–457CrossRef
Zurück zum Zitat Tobler WR (1970) A computer movie simulating urban growth in the detroit region. Econ geogr 234–240 Tobler WR (1970) A computer movie simulating urban growth in the detroit region. Econ geogr 234–240
Zurück zum Zitat Zeile P, Resch B, Exner J-P, Sagl G, Summa A (2014) Urban emotions—Kontextuelle Emotionsinformationen für die Räumliche Planung auf Basis von Echtzeit-Humansensorik und Crowdsourcing-Ansätzen. In: Strobl J, Blaschke T, Griesebner G (eds) Angewandte Geoinformatik 2014. Wichmann Verlag, Heidelberg, pp 664–669 Zeile P, Resch B, Exner J-P, Sagl G, Summa A (2014) Urban emotions—Kontextuelle Emotionsinformationen für die Räumliche Planung auf Basis von Echtzeit-Humansensorik und Crowdsourcing-Ansätzen. In: Strobl J, Blaschke T, Griesebner G (eds) Angewandte Geoinformatik 2014. Wichmann Verlag, Heidelberg, pp 664–669
Zurück zum Zitat Zeile P, Höffken S, Papastefanou G (2009) Mapping people?—The measurement of physiological data in city areas and the potential benefit for urban planning. In: Proceedings of RealCORP 2009, Vienna, 22–25 April 2009, pp 341–352 Zeile P, Höffken S, Papastefanou G (2009) Mapping people?—The measurement of physiological data in city areas and the potential benefit for urban planning. In: Proceedings of RealCORP 2009, Vienna, 22–25 April 2009, pp 341–352
Zurück zum Zitat Zhu X, Ghahramani Z (2002) Learning from labeled and unlabeled data with label propagation. Technical Report CMU-CALD-02-107, Carnegie Mellon University, Pittsburgh Zhu X, Ghahramani Z (2002) Learning from labeled and unlabeled data with label propagation. Technical Report CMU-CALD-02-107, Carnegie Mellon University, Pittsburgh
Metadaten
Titel
Urban Emotions—Geo-Semantic Emotion Extraction from Technical Sensors, Human Sensors and Crowdsourced Data
verfasst von
Bernd Resch
Anja Summa
Günther Sagl
Peter Zeile
Jan-Philipp Exner
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-11879-6_14