Skip to main content

2021 | OriginalPaper | Buchkapitel

19. Harvesting Big Geospatial Data from Natural Language Texts

verfasst von : Yingjie Hu, Benjamin Adams

Erschienen in: Handbook of Big Geospatial Data

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A vast amount of geospatial data exists in natural language texts, such as newspapers, Wikipedia articles, social media posts, travel blogs, online reviews, and historical archives. Compared with more traditional and structured geospatial data, such as those collected by the US Geological Survey and the national statistics offices, geospatial data harvested from these unstructured texts have unique merits. They capture valuable human experiences toward places, reflect near real-time situations in different geographic areas, or record important historical information that is otherwise not available. In addition, geospatial data from these unstructured texts are often big, in terms of their volume, velocity, and variety. This chapter presents the motivations of harvesting big geospatial data from natural language texts, describes typical methods and tools for doing so, summarizes a number of existing applications, and discusses challenges and future directions.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Adams B (2015) Finding similar places using the observation-to-generalization place model. J Geogr Syst 17(2):137–156CrossRef Adams B (2015) Finding similar places using the observation-to-generalization place model. J Geogr Syst 17(2):137–156CrossRef
Zurück zum Zitat Adams B (2018) From spatial representation to processes, relational networks, and thematic roles in geographic information retrieval. In: Proceedings of the 12th workshop on geographic information retrieval. ACM, New York, GIR’18, pp 1:1–1:2 Adams B (2018) From spatial representation to processes, relational networks, and thematic roles in geographic information retrieval. In: Proceedings of the 12th workshop on geographic information retrieval. ACM, New York, GIR’18, pp 1:1–1:2
Zurück zum Zitat Adams B, Gahegan M (2016) Exploratory chronotopic data analysis. In: International conference on geographic information science. Springer, pp 243–258 Adams B, Gahegan M (2016) Exploratory chronotopic data analysis. In: International conference on geographic information science. Springer, pp 243–258
Zurück zum Zitat Adams B, Janowicz K (2012) On the geo-indicativeness of non-georeferenced text. In: Proceedings of the international conference on web and social media (ICWSM). AAAI Press, pp 375–378 Adams B, Janowicz K (2012) On the geo-indicativeness of non-georeferenced text. In: Proceedings of the international conference on web and social media (ICWSM). AAAI Press, pp 375–378
Zurück zum Zitat Adams B, McKenzie G (2013) Inferring thematic places from spatially referenced natural language descriptions. In: Crowdsourcing geographic knowledge. Springer, pp 201–221 Adams B, McKenzie G (2013) Inferring thematic places from spatially referenced natural language descriptions. In: Crowdsourcing geographic knowledge. Springer, pp 201–221
Zurück zum Zitat Adams B, McKenzie G (2018) Crowdsourcing the character of a place: Character-level convolutional networks for multilingual geographic text classification. Trans GIS 22(2):394–408CrossRef Adams B, McKenzie G (2018) Crowdsourcing the character of a place: Character-level convolutional networks for multilingual geographic text classification. Trans GIS 22(2):394–408CrossRef
Zurück zum Zitat Adams B, McKenzie G, Gahegan M (2015) Frankenplace: interactive thematic mapping for ad hoc exploratory search. In: Proceedings of the 24th international conference on world wide web, International World Wide Web conferences steering committee, pp 12–22 Adams B, McKenzie G, Gahegan M (2015) Frankenplace: interactive thematic mapping for ad hoc exploratory search. In: Proceedings of the 24th international conference on world wide web, International World Wide Web conferences steering committee, pp 12–22
Zurück zum Zitat Alex B, Byrne K, Grover C, Tobin R (2015) Adapting the Edinburgh geoparser for historical georeferencing. Int J Humanit Arts Comput 9(1):15–35CrossRef Alex B, Byrne K, Grover C, Tobin R (2015) Adapting the Edinburgh geoparser for historical georeferencing. Int J Humanit Arts Comput 9(1):15–35CrossRef
Zurück zum Zitat Amitay E, Har’El N, Sivan R, Soffer A (2004) Web-a-where: geotagging web content. In: Proceedings of the 27th annual international ACM SIGIR conference on research and development in information retrieval. ACM, pp 273–280 Amitay E, Har’El N, Sivan R, Soffer A (2004) Web-a-where: geotagging web content. In: Proceedings of the 27th annual international ACM SIGIR conference on research and development in information retrieval. ACM, pp 273–280
Zurück zum Zitat Avvenuti M, Cresci S, Nizzoli L, Tesconi M (2018) Gsp (geo-semantic-parsing): geoparsing and geotagging with machine learning on top of linked data. In: European semantic web conference. Springer, pp 17–32 Avvenuti M, Cresci S, Nizzoli L, Tesconi M (2018) Gsp (geo-semantic-parsing): geoparsing and geotagging with machine learning on top of linked data. In: European semantic web conference. Springer, pp 17–32
Zurück zum Zitat Awamura T, Aramaki E, Kawahara D, Shibata T, Kurohashi S (2015) Location name disambiguation exploiting spatial proximity and temporal consistency. SocialNLP 2015@ NAACL, pp 1–9 Awamura T, Aramaki E, Kawahara D, Shibata T, Kurohashi S (2015) Location name disambiguation exploiting spatial proximity and temporal consistency. SocialNLP 2015@ NAACL, pp 1–9
Zurück zum Zitat Ballatore A, Adams B (2015) Extracting place emotions from travel blogs. In: Proceedings of AGILE, vol 2015, pp 1–5 Ballatore A, Adams B (2015) Extracting place emotions from travel blogs. In: Proceedings of AGILE, vol 2015, pp 1–5
Zurück zum Zitat Ballatore A, Bertolotto M, Wilson DC (2014) An evaluative baseline for geo-semantic relatedness and similarity. GeoInformatica 18(4):747–767CrossRef Ballatore A, Bertolotto M, Wilson DC (2014) An evaluative baseline for geo-semantic relatedness and similarity. GeoInformatica 18(4):747–767CrossRef
Zurück zum Zitat Barbaresi A (2017) Towards a toolbox to map historical text collections. In: Proceedings of the 11th workshop on geographic information retrieval. ACM, p 5 Barbaresi A (2017) Towards a toolbox to map historical text collections. In: Proceedings of the 11th workshop on geographic information retrieval. ACM, p 5
Zurück zum Zitat Bastos MT, Recuero R, Zago G (2014) Taking tweets to the streets: a spatial analysis of the vinegar protests in Brazil. First Monday 19(3) Bastos MT, Recuero R, Zago G (2014) Taking tweets to the streets: a spatial analysis of the vinegar protests in Brazil. First Monday 19(3)
Zurück zum Zitat Bateman J, Tenbrink T, Farrar S (2007) The role of conceptual and linguistic ontologies in interpreting spatial discourse. Discourse Process 44(3):175–212CrossRef Bateman J, Tenbrink T, Farrar S (2007) The role of conceptual and linguistic ontologies in interpreting spatial discourse. Discourse Process 44(3):175–212CrossRef
Zurück zum Zitat Bodenhamer DJ, Corrigan J, Harris TM (2010) The spatial humanities: GIS and the future of humanities scholarship. Indiana University Press Bodenhamer DJ, Corrigan J, Harris TM (2010) The spatial humanities: GIS and the future of humanities scholarship. Indiana University Press
Zurück zum Zitat Buscaldi D, Rosso P (2008) A conceptual density-based approach for the disambiguation of toponyms. Int J Geogr Inf Sci 22(3):301–313CrossRef Buscaldi D, Rosso P (2008) A conceptual density-based approach for the disambiguation of toponyms. Int J Geogr Inf Sci 22(3):301–313CrossRef
Zurück zum Zitat Campagna M (2014) The geographic turn in social media: opportunities for spatial planning and geodesign. In: International conference on computational science and its applications. Springer, pp 598–610 Campagna M (2014) The geographic turn in social media: opportunities for spatial planning and geodesign. In: International conference on computational science and its applications. Springer, pp 598–610
Zurück zum Zitat Cataldi M, Ballatore A, Tiddi I, Aufaure MA (2013) Good location, terrible food: detecting feature sentiment in user-generated reviews. Soc Netw Anal Min 3(4):1149–1163CrossRef Cataldi M, Ballatore A, Tiddi I, Aufaure MA (2013) Good location, terrible food: detecting feature sentiment in user-generated reviews. Soc Netw Anal Min 3(4):1149–1163CrossRef
Zurück zum Zitat Caverlee J, Cheng Z, Sui DZ, Kamath KY (2013) Towards geo-social intelligence: mining, analyzing, and leveraging geospatial footprints in social media. IEEE Data Eng Bull 36(3):33–41 Caverlee J, Cheng Z, Sui DZ, Kamath KY (2013) Towards geo-social intelligence: mining, analyzing, and leveraging geospatial footprints in social media. IEEE Data Eng Bull 36(3):33–41
Zurück zum Zitat Chen D, Manning C (2014) A fast and accurate dependency parser using neural networks. In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pp 740–750 Chen D, Manning C (2014) A fast and accurate dependency parser using neural networks. In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pp 740–750
Zurück zum Zitat Chon Y, Lane ND, Li F, Cha H, Zhao F (2012) Automatically characterizing places with opportunistic crowdsensing using smartphones. In: Proceedings of the 2012 ACM conference on ubiquitous computing. ACM, pp 481–490 Chon Y, Lane ND, Li F, Cha H, Zhao F (2012) Automatically characterizing places with opportunistic crowdsensing using smartphones. In: Proceedings of the 2012 ACM conference on ubiquitous computing. ACM, pp 481–490
Zurück zum Zitat Cranshaw J, Yano T (2010) Seeing a home away from the home: distilling proto-neighborhoods from incidental data with latent topic modeling. In: CSSWC workshop at NIPS, vol 10 Cranshaw J, Yano T (2010) Seeing a home away from the home: distilling proto-neighborhoods from incidental data with latent topic modeling. In: CSSWC workshop at NIPS, vol 10
Zurück zum Zitat Crooks A, Croitoru A, Stefanidis A, Radzikowski J (2013) # earthquake: Twitter as a distributed sensor system. Trans GIS 17(1):124–147CrossRef Crooks A, Croitoru A, Stefanidis A, Radzikowski J (2013) # earthquake: Twitter as a distributed sensor system. Trans GIS 17(1):124–147CrossRef
Zurück zum Zitat Daiber J, Jakob M, Hokamp C, Mendes PN (2013) Improving efficiency and accuracy in multilingual entity extraction. In: Proceedings of the 9th international conference on semantic systems. ACM, pp 121–124 Daiber J, Jakob M, Hokamp C, Mendes PN (2013) Improving efficiency and accuracy in multilingual entity extraction. In: Proceedings of the 9th international conference on semantic systems. ACM, pp 121–124
Zurück zum Zitat De Longueville B, Smith RS, Luraschi G (2009) Omg, from here, i can see the flames!: a use case of mining location based social networks to acquire spatio-temporal data on forest fires. In: Proceedings of the 2009 international workshop on location based social networks. ACM, pp 73–80 De Longueville B, Smith RS, Luraschi G (2009) Omg, from here, i can see the flames!: a use case of mining location based social networks to acquire spatio-temporal data on forest fires. In: Proceedings of the 2009 international workshop on location based social networks. ACM, pp 73–80
Zurück zum Zitat DeLozier G, Baldridge J, London L (2015) Gazetteer-independent toponym resolution using geographic word profiles. In: Proceedings of the AAAI conference on artificial intelligence (AAAI). AAAI Press, pp 2382–2388 DeLozier G, Baldridge J, London L (2015) Gazetteer-independent toponym resolution using geographic word profiles. In: Proceedings of the AAAI conference on artificial intelligence (AAAI). AAAI Press, pp 2382–2388
Zurück zum Zitat DeLozier G, Wing B, Baldridge J, Nesbit S (2016) Creating a novel geolocation corpus from historical texts. In: Proceedings of The 10th linguistic annotation workshop. Association for Computational Linguistics, pp 188–198 DeLozier G, Wing B, Baldridge J, Nesbit S (2016) Creating a novel geolocation corpus from historical texts. In: Proceedings of The 10th linguistic annotation workshop. Association for Computational Linguistics, pp 188–198
Zurück zum Zitat Di Rocco L, Bertolotto M, Catania B, Guerrini G, Cosso T (2016) Extracting fine-grained implicit georeferencing information from microblogs exploiting crowdsourced gazetteers and social interactions. In: AGILE international conference on geographic information science Di Rocco L, Bertolotto M, Catania B, Guerrini G, Cosso T (2016) Extracting fine-grained implicit georeferencing information from microblogs exploiting crowdsourced gazetteers and social interactions. In: AGILE international conference on geographic information science
Zurück zum Zitat Doytsher Y, Galon B, Kanza Y (2017) Emotion maps based on geotagged posts in the social media. In: Proceedings of the 1st ACM SIGSPATIAL workshop on geospatial humanities. ACM, pp 39–46 Doytsher Y, Galon B, Kanza Y (2017) Emotion maps based on geotagged posts in the social media. In: Proceedings of the 1st ACM SIGSPATIAL workshop on geospatial humanities. ACM, pp 39–46
Zurück zum Zitat Dunn J (2018) Finding variants for construction-based dialectometry: a corpus-based approach to regional CxGs. Cogn Linguist 29(2):275–311CrossRef Dunn J (2018) Finding variants for construction-based dialectometry: a corpus-based approach to regional CxGs. Cogn Linguist 29(2):275–311CrossRef
Zurück zum Zitat Eisenstein J, O’Connor B, Smith NA, Xing EP (2010) A latent variable model for geographic lexical variation. In: Proceedings of the 2010 conference on empirical methods in natural language processing. Association for Computational Linguistics, pp 1277–1287 Eisenstein J, O’Connor B, Smith NA, Xing EP (2010) A latent variable model for geographic lexical variation. In: Proceedings of the 2010 conference on empirical methods in natural language processing. Association for Computational Linguistics, pp 1277–1287
Zurück zum Zitat Elwood S, Goodchild MF, Sui DZ (2012) Researching volunteered geographic information: spatial data, geographic research, and new social practice. Ann. Assoc Am Geogr 102(3):571–590CrossRef Elwood S, Goodchild MF, Sui DZ (2012) Researching volunteered geographic information: spatial data, geographic research, and new social practice. Ann. Assoc Am Geogr 102(3):571–590CrossRef
Zurück zum Zitat Finkel JR, Grenager T, Manning C (2005) Incorporating non-local information into information extraction systems by gibbs sampling. In: Proceedings of the 43rd annual meeting on association for computational linguistics. Association for Computational Linguistics, pp 363–370 Finkel JR, Grenager T, Manning C (2005) Incorporating non-local information into information extraction systems by gibbs sampling. In: Proceedings of the 43rd annual meeting on association for computational linguistics. Association for Computational Linguistics, pp 363–370
Zurück zum Zitat Freire N, Borbinha J, Calado P, Martins B (2011) A metadata geoparsing system for place name recognition and resolution in metadata records. In: Proceedings of the 11th annual international ACM/IEEE joint conference on digital libraries. ACM, pp 339–348 Freire N, Borbinha J, Calado P, Martins B (2011) A metadata geoparsing system for place name recognition and resolution in metadata records. In: Proceedings of the 11th annual international ACM/IEEE joint conference on digital libraries. ACM, pp 339–348
Zurück zum Zitat Gelernter J, Balaji S (2013) An algorithm for local geoparsing of microtext. GeoInformatica 17(4):635–667CrossRef Gelernter J, Balaji S (2013) An algorithm for local geoparsing of microtext. GeoInformatica 17(4):635–667CrossRef
Zurück zum Zitat Gelernter J, Mushegian N (2011) Geo-parsing messages from microtext. Trans GIS 15(6):753–773CrossRef Gelernter J, Mushegian N (2011) Geo-parsing messages from microtext. Trans GIS 15(6):753–773CrossRef
Zurück zum Zitat Gelernter J, Ganesh G, Krishnakumar H, Zhang W (2013) Automatic gazetteer enrichment with user-geocoded data. In: Proceedings of the second ACM SIGSPATIAL international workshop on crowdsourced and volunteered geographic information. ACM, pp 87–94 Gelernter J, Ganesh G, Krishnakumar H, Zhang W (2013) Automatic gazetteer enrichment with user-geocoded data. In: Proceedings of the second ACM SIGSPATIAL international workshop on crowdsourced and volunteered geographic information. ACM, pp 87–94
Zurück zum Zitat Ghosh D, Guha R (2013) What are we ‘tweeting’ about obesity? Mapping tweets with topic modeling and geographic information system. Cartogr Geogr Inf Sci 40(2):90–102CrossRef Ghosh D, Guha R (2013) What are we ‘tweeting’ about obesity? Mapping tweets with topic modeling and geographic information system. Cartogr Geogr Inf Sci 40(2):90–102CrossRef
Zurück zum Zitat Goldberg DW, Wilson JP, Knoblock CA, Ritz B, Cockburn MG (2008) An effective and efficient approach for manually improving geocoded data. Int J Health Geogr 7(1):60CrossRef Goldberg DW, Wilson JP, Knoblock CA, Ritz B, Cockburn MG (2008) An effective and efficient approach for manually improving geocoded data. Int J Health Geogr 7(1):60CrossRef
Zurück zum Zitat Goodchild MF (2011) Formalizing place in geographic information systems. In: Communities, neighborhoods, and health. Springer, pp 21–33 Goodchild MF (2011) Formalizing place in geographic information systems. In: Communities, neighborhoods, and health. Springer, pp 21–33
Zurück zum Zitat Goodchild MF, Hill LL (2008) Introduction to digital gazetteer research. Int J Geogr Inf Sci 22(10):1039–1044CrossRef Goodchild MF, Hill LL (2008) Introduction to digital gazetteer research. Int J Geogr Inf Sci 22(10):1039–1044CrossRef
Zurück zum Zitat Gregory I, Donaldson C, Murrieta-Flores P, Rayson P (2015) Geoparsing, gis, and textual analysis: current developments in spatial humanities research. Int J Humanit Arts Comput 9(1):1–14CrossRef Gregory I, Donaldson C, Murrieta-Flores P, Rayson P (2015) Geoparsing, gis, and textual analysis: current developments in spatial humanities research. Int J Humanit Arts Comput 9(1):1–14CrossRef
Zurück zum Zitat Gritta M, Pilehvar MT, Limsopatham N, Collier N (2018) What?s missing in geographical parsing? Lang Resour Eval 52(2):603–623CrossRef Gritta M, Pilehvar MT, Limsopatham N, Collier N (2018) What?s missing in geographical parsing? Lang Resour Eval 52(2):603–623CrossRef
Zurück zum Zitat Grothe C, Schaab J (2009) Automated footprint generation from geotags with kernel density estimation and support vector machines. Spat Cogn Comput 9(3):195–211CrossRef Grothe C, Schaab J (2009) Automated footprint generation from geotags with kernel density estimation and support vector machines. Spat Cogn Comput 9(3):195–211CrossRef
Zurück zum Zitat Hahmann S, Purves R, Burghardt D (2014) Twitter location (sometimes) matters: exploring the relationship between georeferenced tweet content and nearby feature classes. J Spat Inf Sci 2014(9):1–36 Hahmann S, Purves R, Burghardt D (2014) Twitter location (sometimes) matters: exploring the relationship between georeferenced tweet content and nearby feature classes. J Spat Inf Sci 2014(9):1–36
Zurück zum Zitat Han B, Cook P, Baldwin T (2014) Text-based twitter user geolocation prediction. J Artif Intell Res 49:451–500CrossRef Han B, Cook P, Baldwin T (2014) Text-based twitter user geolocation prediction. J Artif Intell Res 49:451–500CrossRef
Zurück zum Zitat Hao Q, Cai R, Wang C, Xiao R, Yang JM, Pang Y, Zhang L (2010) Equip tourists with knowledge mined from travelogues. In: Proceedings of the 19th international conference on World wide web. ACM, pp 401–410 Hao Q, Cai R, Wang C, Xiao R, Yang JM, Pang Y, Zhang L (2010) Equip tourists with knowledge mined from travelogues. In: Proceedings of the 19th international conference on World wide web. ACM, pp 401–410
Zurück zum Zitat Haworth B, Bruce E (2015) A review of volunteered geographic information for disaster management. Geogr Compass 9(5):237–250CrossRef Haworth B, Bruce E (2015) A review of volunteered geographic information for disaster management. Geogr Compass 9(5):237–250CrossRef
Zurück zum Zitat Hecht B, Moxley E (2009) Terabytes of tobler: evaluating the first law in a massive, domain-neutral representation of world knowledge. In: International conference on spatial information theory. Springer, pp 88–105 Hecht B, Moxley E (2009) Terabytes of tobler: evaluating the first law in a massive, domain-neutral representation of world knowledge. In: International conference on spatial information theory. Springer, pp 88–105
Zurück zum Zitat Hecht B, Raubal M (2008) Geosr: geographically explore semantic relations in world knowledge. The European Information Society, pp 95–113 Hecht B, Raubal M (2008) Geosr: geographically explore semantic relations in world knowledge. The European Information Society, pp 95–113
Zurück zum Zitat Hecht BJ, Stephens M (2014) A tale of cities: urban biases in volunteered geographic information. ICWSM 14:197–205CrossRef Hecht BJ, Stephens M (2014) A tale of cities: urban biases in volunteered geographic information. ICWSM 14:197–205CrossRef
Zurück zum Zitat Hill LL (2000) Core elements of digital gazetteers: placenames, categories, and footprints. In: International conference on theory and practice of digital libraries. Springer, pp 280–290 Hill LL (2000) Core elements of digital gazetteers: placenames, categories, and footprints. In: International conference on theory and practice of digital libraries. Springer, pp 280–290
Zurück zum Zitat Hollenstein L, Purves R (2010) Exploring place through user-generated content: using flickr tags to describe city cores. J Spat Inf Sci 2010(1):21–48 Hollenstein L, Purves R (2010) Exploring place through user-generated content: using flickr tags to describe city cores. J Spat Inf Sci 2010(1):21–48
Zurück zum Zitat Hu Y, Janowicz K, Prasad S (2014) Improving wikipedia-based place name disambiguation in short texts using structured data from dbpedia. In: Proceedings of the 8th workshop on geographic information retrieval. ACM, pp 1–8 Hu Y, Janowicz K, Prasad S (2014) Improving wikipedia-based place name disambiguation in short texts using structured data from dbpedia. In: Proceedings of the 8th workshop on geographic information retrieval. ACM, pp 1–8
Zurück zum Zitat Hu Y, Ye X, Shaw SL (2017) Extracting and analyzing semantic relatedness between cities using news articles. Int J Geogr Inf Sci 31(12):2427–2451CrossRef Hu Y, Ye X, Shaw SL (2017) Extracting and analyzing semantic relatedness between cities using news articles. Int J Geogr Inf Sci 31(12):2427–2451CrossRef
Zurück zum Zitat Hu Y, Mao H, McKenzie G (2018) A natural language processing and geospatial clustering framework for harvesting local place names from geotagged housing advertisements. International Journal of Geographical Information Science, pp 1–25 Hu Y, Mao H, McKenzie G (2018) A natural language processing and geospatial clustering framework for harvesting local place names from geotagged housing advertisements. International Journal of Geographical Information Science, pp 1–25
Zurück zum Zitat Huang Q, Xiao Y (2015) Geographic situational awareness: mining tweets for disaster preparedness, emergency response, impact, and recovery. ISPRS Int J Geo Inf 4(3):1549–1568CrossRef Huang Q, Xiao Y (2015) Geographic situational awareness: mining tweets for disaster preparedness, emergency response, impact, and recovery. ISPRS Int J Geo Inf 4(3):1549–1568CrossRef
Zurück zum Zitat Inkpen D, Liu J, Farzindar A, Kazemi F, Ghazi D (2015) Location detection and disambiguation from twitter messages. J Intell Inf Syst, 49(2):237–253CrossRef Inkpen D, Liu J, Farzindar A, Kazemi F, Ghazi D (2015) Location detection and disambiguation from twitter messages. J Intell Inf Syst, 49(2):237–253CrossRef
Zurück zum Zitat Intagorn S, Lerman K (2011) Learning boundaries of vague places from noisy annotations. In: Proceedings of the 19th ACM SIGSPATIAL international conference on advances in geographic information systems. ACM, pp 425–428 Intagorn S, Lerman K (2011) Learning boundaries of vague places from noisy annotations. In: Proceedings of the 19th ACM SIGSPATIAL international conference on advances in geographic information systems. ACM, pp 425–428
Zurück zum Zitat Issa E, Tsou MH, Nara A, Spitzberg B (2017) Understanding the spatio-temporal characteristics of twitter data with geotagged and non-geotagged content: two case studies with the topic of flu and ted (movie). Ann GIS 23(3):219–235CrossRef Issa E, Tsou MH, Nara A, Spitzberg B (2017) Understanding the spatio-temporal characteristics of twitter data with geotagged and non-geotagged content: two case studies with the topic of flu and ted (movie). Ann GIS 23(3):219–235CrossRef
Zurück zum Zitat Janowicz K, Keßler C (2008) The role of ontology in improving gazetteer interaction. Int J Geogr Inf Sci 22(10):1129–1157CrossRef Janowicz K, Keßler C (2008) The role of ontology in improving gazetteer interaction. Int J Geogr Inf Sci 22(10):1129–1157CrossRef
Zurück zum Zitat Jiang, Y, Li, Z, Ye, X (2019) Understanding demographic and socioeconomic biases of geotagged Twitter users at the county level. Cartogr Geogr Inf Sci 46(3):228–242CrossRef Jiang, Y, Li, Z, Ye, X (2019) Understanding demographic and socioeconomic biases of geotagged Twitter users at the county level. Cartogr Geogr Inf Sci 46(3):228–242CrossRef
Zurück zum Zitat Jones CB, Purves RS (2008) Geographical information retrieval. Int J Geogr Inf Sci 22(3):219–228CrossRef Jones CB, Purves RS (2008) Geographical information retrieval. Int J Geogr Inf Sci 22(3):219–228CrossRef
Zurück zum Zitat Jones CB, Purves RS, Clough PD, Joho H (2008) Modelling vague places with knowledge from the web. Int J Geogr Inf Sci 22(10):1045–1065CrossRef Jones CB, Purves RS, Clough PD, Joho H (2008) Modelling vague places with knowledge from the web. Int J Geogr Inf Sci 22(10):1045–1065CrossRef
Zurück zum Zitat Ju Y, Adams B, Janowicz K, Hu Y, Yan B, McKenzie G (2016) Things and strings: improving place name disambiguation from short texts by combining entity co-occurrence with topic modeling. In: 20th international conference on knowledge engineering and knowledge management. Springer Ju Y, Adams B, Janowicz K, Hu Y, Yan B, McKenzie G (2016) Things and strings: improving place name disambiguation from short texts by combining entity co-occurrence with topic modeling. In: 20th international conference on knowledge engineering and knowledge management. Springer
Zurück zum Zitat Karimzadeh M, Huang W, Banerjee S, Wallgrün JO, Hardisty F, Pezanowski S, Mitra P, MacEachren AM (2013) Geotxt: a web api to leverage place references in text. In: Proceedings of the 7th workshop on geographic information retrieval. ACM, pp 72–73 Karimzadeh M, Huang W, Banerjee S, Wallgrün JO, Hardisty F, Pezanowski S, Mitra P, MacEachren AM (2013) Geotxt: a web api to leverage place references in text. In: Proceedings of the 7th workshop on geographic information retrieval. ACM, pp 72–73
Zurück zum Zitat Keßler C, Janowicz K, Bishr M (2009a) An agenda for the next generation gazetteer: Geographic information contribution and retrieval. In: Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM, pp 91–100 Keßler C, Janowicz K, Bishr M (2009a) An agenda for the next generation gazetteer: Geographic information contribution and retrieval. In: Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM, pp 91–100
Zurück zum Zitat Keßler C, Maué P, Heuer J.T, Bartoschek T (2009b) December Bottom-up gazetteers: Learning from the implicit semantics of geotags. In: Proceedings of the International Conference on GeoSpatial Semantics, 83–102. Springer, Berlin, HeidelbergCrossRef Keßler C, Maué P, Heuer J.T, Bartoschek T (2009b) December Bottom-up gazetteers: Learning from the implicit semantics of geotags. In: Proceedings of the International Conference on GeoSpatial Semantics, 83–102. Springer, Berlin, HeidelbergCrossRef
Zurück zum Zitat Ladra S, Luaces MR, Pedreira O, Seco D (2008) A toponym resolution service following the ogc wps standard. In: International symposium on web and wireless geographical information systems. Springer, pp 75–85 Ladra S, Luaces MR, Pedreira O, Seco D (2008) A toponym resolution service following the ogc wps standard. In: International symposium on web and wireless geographical information systems. Springer, pp 75–85
Zurück zum Zitat Leidner JL (2008) Toponym resolution in text: annotation, evaluation and applications of spatial grounding of place names. Universal-Publishers Leidner JL (2008) Toponym resolution in text: annotation, evaluation and applications of spatial grounding of place names. Universal-Publishers
Zurück zum Zitat Li H, Srihari RK, Niu C, Li W (2002) Location normalization for information extraction. In: Proceedings of the 19th international conference on Computational linguistics-Volume 1. Association for Computational Linguistics, pp 1–7 Li H, Srihari RK, Niu C, Li W (2002) Location normalization for information extraction. In: Proceedings of the 19th international conference on Computational linguistics-Volume 1. Association for Computational Linguistics, pp 1–7
Zurück zum Zitat Li L, Goodchild MF (2012) Constructing places from spatial footprints. In: Proceedings of the 1st ACM SIGSPATIAL international workshop on crowdsourced and volunteered geographic information. ACM, pp 15–21 Li L, Goodchild MF (2012) Constructing places from spatial footprints. In: Proceedings of the 1st ACM SIGSPATIAL international workshop on crowdsourced and volunteered geographic information. ACM, pp 15–21
Zurück zum Zitat Lieberman MD, Samet H (2011) Multifaceted toponym recognition for streaming news. In: Proceedings of the 34th international ACM SIGIR conference on research and development in information retrieval. ACM, pp 843–852 Lieberman MD, Samet H (2011) Multifaceted toponym recognition for streaming news. In: Proceedings of the 34th international ACM SIGIR conference on research and development in information retrieval. ACM, pp 843–852
Zurück zum Zitat Lieberman MD, Samet H, Sankaranarayanan J (2010) Geotagging with local lexicons to build indexes for textually-specified spatial data. In: 2010 IEEE 26th international conference on data engineering (ICDE). IEEE, pp 201–212 Lieberman MD, Samet H, Sankaranarayanan J (2010) Geotagging with local lexicons to build indexes for textually-specified spatial data. In: 2010 IEEE 26th international conference on data engineering (ICDE). IEEE, pp 201–212
Zurück zum Zitat Liu Y, Wang F, Kang C, Gao Y, Lu Y (2014) Analyzing relatedness by toponym co-occurrences on web pages. Trans GIS 18(1):89–107CrossRef Liu Y, Wang F, Kang C, Gao Y, Lu Y (2014) Analyzing relatedness by toponym co-occurrences on web pages. Trans GIS 18(1):89–107CrossRef
Zurück zum Zitat MacEachren AM, Jaiswal A, Robinson AC, Pezanowski S, Savelyev A, Mitra P, Zhang X, Blanford J (2011) Senseplace2: Geotwitter analytics support for situational awareness. In: 2011 IEEE conference on visual analytics science and technology (VAST). IEEE, pp 181–190 MacEachren AM, Jaiswal A, Robinson AC, Pezanowski S, Savelyev A, Mitra P, Zhang X, Blanford J (2011) Senseplace2: Geotwitter analytics support for situational awareness. In: 2011 IEEE conference on visual analytics science and technology (VAST). IEEE, pp 181–190
Zurück zum Zitat Madden DJ (2017) Pushed off the map: toponymy and the politics of place in new york city. Urban Studies p Online First Madden DJ (2017) Pushed off the map: toponymy and the politics of place in new york city. Urban Studies p Online First
Zurück zum Zitat Malik MM, Lamba H, Nakos C, Pfeffer J (2015) Population bias in geotagged tweets. People 1(3,759.710):3–759 Malik MM, Lamba H, Nakos C, Pfeffer J (2015) Population bias in geotagged tweets. People 1(3,759.710):3–759
Zurück zum Zitat Mani I, Hitzeman J, Richer J, Harris D (2008) ACE 2005 english spatialML annotations. Linguistic Data Consortium, Philadelphia Mani I, Hitzeman J, Richer J, Harris D (2008) ACE 2005 english spatialML annotations. Linguistic Data Consortium, Philadelphia
Zurück zum Zitat McCurley KS (2001) Geospatial mapping and navigation of the web. In: Proceedings of the 10th international conference on World Wide Web. ACM, pp 221–229 McCurley KS (2001) Geospatial mapping and navigation of the web. In: Proceedings of the 10th international conference on World Wide Web. ACM, pp 221–229
Zurück zum Zitat McKenzie G, Adams B (2018) A data-driven approach to exploring similarities of tourist attractions through online reviews. J Locat Based Serv 12(2):94–118CrossRef McKenzie G, Adams B (2018) A data-driven approach to exploring similarities of tourist attractions through online reviews. J Locat Based Serv 12(2):94–118CrossRef
Zurück zum Zitat McKenzie G, Liu Z, Hu Y, Lee M (2018) Identifying urban neighborhood names through user-contributed online property listings. ISPRS Int J Geo Inf 7(10):388CrossRef McKenzie G, Liu Z, Hu Y, Lee M (2018) Identifying urban neighborhood names through user-contributed online property listings. ISPRS Int J Geo Inf 7(10):388CrossRef
Zurück zum Zitat Mei Q, Liu C, Su H, Zhai C (2006) A probabilistic approach to spatiotemporal theme pattern mining on weblogs. In: Proceedings of the 15th international conference on World Wide Web. ACM, pp 533–542 Mei Q, Liu C, Su H, Zhai C (2006) A probabilistic approach to spatiotemporal theme pattern mining on weblogs. In: Proceedings of the 15th international conference on World Wide Web. ACM, pp 533–542
Zurück zum Zitat Melo F, Martins B (2017) Automated geocoding of textual documents: a survey of current approaches. Trans GIS 21(1):3–38CrossRef Melo F, Martins B (2017) Automated geocoding of textual documents: a survey of current approaches. Trans GIS 21(1):3–38CrossRef
Zurück zum Zitat Mendes PN, Jakob M, García-Silva A, Bizer C (2011) Dbpedia spotlight: shedding light on the web of documents. In: Proceedings of the 7th international conference on semantic systems. ACM, pp 1–8 Mendes PN, Jakob M, García-Silva A, Bizer C (2011) Dbpedia spotlight: shedding light on the web of documents. In: Proceedings of the 7th international conference on semantic systems. ACM, pp 1–8
Zurück zum Zitat Merschdorf H, Blaschke T (2018) Revisiting the role of place in geographic information science. ISPRS Int J Geo Inf 7(9):364CrossRef Merschdorf H, Blaschke T (2018) Revisiting the role of place in geographic information science. ISPRS Int J Geo Inf 7(9):364CrossRef
Zurück zum Zitat Monteiro BR, Davis Jr CA, Fonseca F (2016) A survey on the geographic scope of textual documents. Comput Geosci 96:23–34CrossRef Monteiro BR, Davis Jr CA, Fonseca F (2016) A survey on the geographic scope of textual documents. Comput Geosci 96:23–34CrossRef
Zurück zum Zitat Nagar R, Yuan Q, Freifeld CC, Santillana M, Nojima A, Chunara R, Brownstein JS (2014) A case study of the New York City 2012–2013 influenza season with daily geocoded Twitter data from temporal and spatiotemporal perspectives. J Med Internet Res 16(10):236CrossRef Nagar R, Yuan Q, Freifeld CC, Santillana M, Nojima A, Chunara R, Brownstein JS (2014) A case study of the New York City 2012–2013 influenza season with daily geocoded Twitter data from temporal and spatiotemporal perspectives. J Med Internet Res 16(10):236CrossRef
Zurück zum Zitat Nesi P, Pantaleo G, Tenti M (2016) Geographical localization of web domains and organization addresses recognition by employing natural language processing, pattern matching and clustering. Eng Appl Artif Intell 51:202–211CrossRef Nesi P, Pantaleo G, Tenti M (2016) Geographical localization of web domains and organization addresses recognition by employing natural language processing, pattern matching and clustering. Eng Appl Artif Intell 51:202–211CrossRef
Zurück zum Zitat Overell S, Rüger S (2008) Using co-occurrence models for placename disambiguation. Int J Geogr Inf Sci 22(3):265–287CrossRef Overell S, Rüger S (2008) Using co-occurrence models for placename disambiguation. Int J Geogr Inf Sci 22(3):265–287CrossRef
Zurück zum Zitat Purves RS, Clough P, Jones CB, Arampatzis A, Bucher B, Finch D, Fu G, Joho H, Syed AK, Vaid S, et al (2007) The design and implementation of spirit: a spatially aware search engine for information retrieval on the internet. Int J Geogr Inf Sci 21(7):717–745CrossRef Purves RS, Clough P, Jones CB, Arampatzis A, Bucher B, Finch D, Fu G, Joho H, Syed AK, Vaid S, et al (2007) The design and implementation of spirit: a spatially aware search engine for information retrieval on the internet. Int J Geogr Inf Sci 21(7):717–745CrossRef
Zurück zum Zitat Purves RS, Clough P, Jones CB, Hall MH, Murdock V, et al (2018) Geographic information retrieval: Progress and challenges in spatial search of text. Found Trends® Inf Retr 12(2–3):164–318CrossRef Purves RS, Clough P, Jones CB, Hall MH, Murdock V, et al (2018) Geographic information retrieval: Progress and challenges in spatial search of text. Found Trends® Inf Retr 12(2–3):164–318CrossRef
Zurück zum Zitat Rahimi A, Cohn T, Baldwin T (2017) A neural model for user geolocation and lexical dialectology. In: Proceedings of the 55th annual meeting of the association for computational linguistics (Volume 2: Short Papers), vol 2, pp 209–216 Rahimi A, Cohn T, Baldwin T (2017) A neural model for user geolocation and lexical dialectology. In: Proceedings of the 55th annual meeting of the association for computational linguistics (Volume 2: Short Papers), vol 2, pp 209–216
Zurück zum Zitat Rahmani K, Gnoth J, Mather D (2018) Tourists’ participation on web 2.0: A corpus linguistic analysis of experiences. J Travel Res, 57(8):108–1120CrossRef Rahmani K, Gnoth J, Mather D (2018) Tourists’ participation on web 2.0: A corpus linguistic analysis of experiences. J Travel Res, 57(8):108–1120CrossRef
Zurück zum Zitat Roller S, Speriosu M, Rallapalli S, Wing B, Baldridge J (2012) Supervised text-based geolocation using language models on an adaptive grid. In: Proceedings of the 2012 joint conference on empirical methods in natural language processing and computational natural language learning. Association for Computational Linguistics, pp 1500–1510 Roller S, Speriosu M, Rallapalli S, Wing B, Baldridge J (2012) Supervised text-based geolocation using language models on an adaptive grid. In: Proceedings of the 2012 joint conference on empirical methods in natural language processing and computational natural language learning. Association for Computational Linguistics, pp 1500–1510
Zurück zum Zitat Rupp C, Rayson P, Baron A, Donaldson C, Gregory I, Hardie A, Murrieta-Flores P (2013) Customising geoparsing and georeferencing for historical texts. In: 2013 IEEE international conference on big data. IEEE, pp 59–62 Rupp C, Rayson P, Baron A, Donaldson C, Gregory I, Hardie A, Murrieta-Flores P (2013) Customising geoparsing and georeferencing for historical texts. In: 2013 IEEE international conference on big data. IEEE, pp 59–62
Zurück zum Zitat Salvini MM, Fabrikant SI (2016) Spatialization of user-generated content to uncover the multirelational world city network. Environ Plann B Plann Des 43(1):228–248CrossRef Salvini MM, Fabrikant SI (2016) Spatialization of user-generated content to uncover the multirelational world city network. Environ Plann B Plann Des 43(1):228–248CrossRef
Zurück zum Zitat Santos J, Anastácio I, Martins B (2015) Using machine learning methods for disambiguating place references in textual documents. GeoJournal 80(3):375–392CrossRef Santos J, Anastácio I, Martins B (2015) Using machine learning methods for disambiguating place references in textual documents. GeoJournal 80(3):375–392CrossRef
Zurück zum Zitat Sassen S (2016) The global city: strategic site, new frontier. In: Managing urban futures. Routledge, pp 89–104 Sassen S (2016) The global city: strategic site, new frontier. In: Managing urban futures. Routledge, pp 89–104
Zurück zum Zitat Shaw SL, Tsou MH, Ye X (2016) Human dynamics in the mobile and big data era. Int J Geogr Inf Sci 30(9):1687–1693CrossRef Shaw SL, Tsou MH, Ye X (2016) Human dynamics in the mobile and big data era. Int J Geogr Inf Sci 30(9):1687–1693CrossRef
Zurück zum Zitat Southall H (2014) Rebuilding the great britain historical gis, part 3: integrating qualitative content for a sense of place. Hist Methods J Quantitative Interdiscip Hist 47(1):31–44CrossRef Southall H (2014) Rebuilding the great britain historical gis, part 3: integrating qualitative content for a sense of place. Hist Methods J Quantitative Interdiscip Hist 47(1):31–44CrossRef
Zurück zum Zitat Speriosu M, Baldridge J (2013) Text-driven toponym resolution using indirect supervision. In: ACL (1), ACL, pp 1466–1476 Speriosu M, Baldridge J (2013) Text-driven toponym resolution using indirect supervision. In: ACL (1), ACL, pp 1466–1476
Zurück zum Zitat Spitz A, Geiß J, Gertz M (2016) So far away and yet so close: augmenting toponym disambiguation and similarity with text-based networks. In: Proceedings of the third international ACM SIGMOD workshop on managing and mining enriched geo-spatial data. ACM, p 2 Spitz A, Geiß J, Gertz M (2016) So far away and yet so close: augmenting toponym disambiguation and similarity with text-based networks. In: Proceedings of the third international ACM SIGMOD workshop on managing and mining enriched geo-spatial data. ACM, p 2
Zurück zum Zitat Sui D, DeLyser D (2012) Crossing the qualitative-quantitative chasm I: hybrid geographies, the spatial turn, and volunteered geographic information (vgi). Prog Hum Geogr 36(1):111–124CrossRef Sui D, DeLyser D (2012) Crossing the qualitative-quantitative chasm I: hybrid geographies, the spatial turn, and volunteered geographic information (vgi). Prog Hum Geogr 36(1):111–124CrossRef
Zurück zum Zitat Taylor PJ, Derudder B (2015) World city network: a global urban analysis. RoutledgeCrossRef Taylor PJ, Derudder B (2015) World city network: a global urban analysis. RoutledgeCrossRef
Zurück zum Zitat Tenbrink T, Kuhn W (2011) A model of spatial reference frames in language. In: Egenhofer M, Giudice N, Moratz R, Worboys M (eds) Spatial information theory. Springer, Berlin/Heidelberg, pp 371–390CrossRef Tenbrink T, Kuhn W (2011) A model of spatial reference frames in language. In: Egenhofer M, Giudice N, Moratz R, Worboys M (eds) Spatial information theory. Springer, Berlin/Heidelberg, pp 371–390CrossRef
Zurück zum Zitat Toly N, Bouteligier S, Smith G, Gibson B (2012) New maps, new questions: global cities beyond the advanced producer and financial services sector. Globalizations 9(2):289–306CrossRef Toly N, Bouteligier S, Smith G, Gibson B (2012) New maps, new questions: global cities beyond the advanced producer and financial services sector. Globalizations 9(2):289–306CrossRef
Zurück zum Zitat Tsou MH (2015) Research challenges and opportunities in mapping social media and big data. Cartogr Geogr Inf Sci 42(sup1):70–74 Tsou MH (2015) Research challenges and opportunities in mapping social media and big data. Cartogr Geogr Inf Sci 42(sup1):70–74
Zurück zum Zitat Tuan YF (1977) Space and place: the perspective of experience. University of Minnesota Press Tuan YF (1977) Space and place: the perspective of experience. University of Minnesota Press
Zurück zum Zitat Twaroch FA, Jones CB (2010) A web platform for the evaluation of vernacular place names in automatically constructed gazetteers. In: Proceedings of the 6th workshop on geographic information retrieval. ACM, p 14 Twaroch FA, Jones CB (2010) A web platform for the evaluation of vernacular place names in automatically constructed gazetteers. In: Proceedings of the 6th workshop on geographic information retrieval. ACM, p 14
Zurück zum Zitat Twaroch FA, Jones CB, Abdelmoty AI (2009) Acquisition of vernacular place names from web sources. In: King I, Baeza-Yates R (eds) Weaving services and people on the World Wide Web. Springer, pp 195–214 Twaroch FA, Jones CB, Abdelmoty AI (2009) Acquisition of vernacular place names from web sources. In: King I, Baeza-Yates R (eds) Weaving services and people on the World Wide Web. Springer, pp 195–214
Zurück zum Zitat Wallgrün JO, Karimzadeh M, MacEachren AM, Pezanowski S (2018) Geocorpora: building a corpus to test and train microblog geoparsers. Int J Geogr Inf Sci 32(1):1–29CrossRef Wallgrün JO, Karimzadeh M, MacEachren AM, Pezanowski S (2018) Geocorpora: building a corpus to test and train microblog geoparsers. Int J Geogr Inf Sci 32(1):1–29CrossRef
Zurück zum Zitat Wang J, Hu Y (2019) Enhancing spatial and textual analysis with EUPEG: an extensible and unified platform for evaluating geoparsers. Trans GIS 23(6):1393–1419MathSciNetCrossRef Wang J, Hu Y (2019) Enhancing spatial and textual analysis with EUPEG: an extensible and unified platform for evaluating geoparsers. Trans GIS 23(6):1393–1419MathSciNetCrossRef
Zurück zum Zitat Wang M, Zhou X (2016) Geography matters in online hotel reviews. ISPRS-international archives of the photogrammetry, Remote Sensing and Spatial Information Sciences, pp 573–576 Wang M, Zhou X (2016) Geography matters in online hotel reviews. ISPRS-international archives of the photogrammetry, Remote Sensing and Spatial Information Sciences, pp 573–576
Zurück zum Zitat Wang W, Stewart K (2015) Spatiotemporal and semantic information extraction from web news reports about natural hazards. Comput Environ Urban Syst 50:30–40CrossRef Wang W, Stewart K (2015) Spatiotemporal and semantic information extraction from web news reports about natural hazards. Comput Environ Urban Syst 50:30–40CrossRef
Zurück zum Zitat van Weerdenburg D, Scheider S, Adams B, Spierings B, van der Zee E (2019) Where to go and what to do: extracting leisure activity potentials from web data on urban space. Comput Environ Urban Syst 73:143–156CrossRef van Weerdenburg D, Scheider S, Adams B, Spierings B, van der Zee E (2019) Where to go and what to do: extracting leisure activity potentials from web data on urban space. Comput Environ Urban Syst 73:143–156CrossRef
Zurück zum Zitat Wing B, Baldridge J (2014) Hierarchical discriminative classification for text-based geolocation. In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pp 336–348 Wing B, Baldridge J (2014) Hierarchical discriminative classification for text-based geolocation. In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pp 336–348
Zurück zum Zitat Wing BP, Baldridge J (2011) Simple supervised document geolocation with geodesic grids. In: Proceedings of the 49th annual meeting of the association for computational linguistics: human language technologies-volume 1. Association for Computational Linguistics, pp 955–964 Wing BP, Baldridge J (2011) Simple supervised document geolocation with geodesic grids. In: Proceedings of the 49th annual meeting of the association for computational linguistics: human language technologies-volume 1. Association for Computational Linguistics, pp 955–964
Zurück zum Zitat Woodruff AG, Plaunt C (1994) Gipsy: automated geographic indexing of text documents. J Am Soc Inf Sci 45(9):645–655CrossRef Woodruff AG, Plaunt C (1994) Gipsy: automated geographic indexing of text documents. J Am Soc Inf Sci 45(9):645–655CrossRef
Zurück zum Zitat Xiang Z, Schwartz Z, Gerdes Jr JH, Uysal M (2015) What can big data and text analytics tell us about hotel guest experience and satisfaction? Int J Hosp Manag 44:120–130CrossRef Xiang Z, Schwartz Z, Gerdes Jr JH, Uysal M (2015) What can big data and text analytics tell us about hotel guest experience and satisfaction? Int J Hosp Manag 44:120–130CrossRef
Zurück zum Zitat Zhang W, Gelernter J (2014) Geocoding location expressions in twitter messages: a preference learning method. J Spat Inf Sci 2014(9):37–70 Zhang W, Gelernter J (2014) Geocoding location expressions in twitter messages: a preference learning method. J Spat Inf Sci 2014(9):37–70
Zurück zum Zitat Zhong X, Liu J, Gao Y, Wu L (2017) Analysis of co-occurrence toponyms in web pages based on complex networks. Physica A Stat Mech Appl 466:462–475CrossRef Zhong X, Liu J, Gao Y, Wu L (2017) Analysis of co-occurrence toponyms in web pages based on complex networks. Physica A Stat Mech Appl 466:462–475CrossRef
Metadaten
Titel
Harvesting Big Geospatial Data from Natural Language Texts
verfasst von
Yingjie Hu
Benjamin Adams
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-55462-0_19