Skip to main content
Top
Published in:
Cover of the book

2017 | OriginalPaper | Chapter

A Survey on Location Recommendation Systems

Authors : Meera Narvekar, Snehal Nayak, Jagdish Bakal

Published in: Advances in Computing and Data Sciences

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Location based service is an integral part of day to day life. Many location recommendation algorithms are proposed in the past. This paper investigates various approaches currently available for implementing location recommendation systems.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Bao, J., Zheng, Y., Mokbelm, M.F.: Location-based and preference-aware recommendation using sparse geo-social networking data. In: Proceedings of the ACM SIGSPATIAL GIS (2012) Bao, J., Zheng, Y., Mokbelm, M.F.: Location-based and preference-aware recommendation using sparse geo-social networking data. In: Proceedings of the ACM SIGSPATIAL GIS (2012)
2.
go back to reference Narvekar, M., RaviKumar, R., Mantha, S.S.: Algorithm for personalization of mobile value added services. In: International Conference CUBE, Pune, September 2012, ACM International Conference Proceedings (2012). ISBN 978-1-4503-1185-4 Narvekar, M., RaviKumar, R., Mantha, S.S.: Algorithm for personalization of mobile value added services. In: International Conference CUBE, Pune, September 2012, ACM International Conference Proceedings (2012). ISBN 978-1-4503-1185-4
3.
go back to reference Zhou, D., Wang, X.: Probabilistic category-based location recommendation utilizing temporal influence and geographical influence. In: International Conference on Data Science and Advanced Analytics (DSAA), pp. 115–121, November 2014 Zhou, D., Wang, X.: Probabilistic category-based location recommendation utilizing temporal influence and geographical influence. In: International Conference on Data Science and Advanced Analytics (DSAA), pp. 115–121, November 2014
4.
go back to reference Jia-Dong, Z., Chi-Yin, C., Li, Y.: iGeoRec: a personalized and efficient geographical location recommendation framework. IEEE Trans. Serv. Comput. 8(5), 701–714 (2015)CrossRef Jia-Dong, Z., Chi-Yin, C., Li, Y.: iGeoRec: a personalized and efficient geographical location recommendation framework. IEEE Trans. Serv. Comput. 8(5), 701–714 (2015)CrossRef
5.
go back to reference Lin, K., Wang, J., Zhang, Z., Chen, Y., Xu, Z.: Adaptive location recommendation algorithm based on location-based social networks. In: 10th International Conference on Computer Science & Education (ICCSE), pp. 137–142 (2015) Lin, K., Wang, J., Zhang, Z., Chen, Y., Xu, Z.: Adaptive location recommendation algorithm based on location-based social networks. In: 10th International Conference on Computer Science & Education (ICCSE), pp. 137–142 (2015)
6.
go back to reference Veningston, K., Shanmugalakshmi, R.: Personalized location aware recommendation system. In: International Conference on Advanced Computing and Communication Systems (ICACCS 2015), 05–07 January, Coimbatore, India, pp. 1–6 (2015) Veningston, K., Shanmugalakshmi, R.: Personalized location aware recommendation system. In: International Conference on Advanced Computing and Communication Systems (ICACCS 2015), 05–07 January, Coimbatore, India, pp. 1–6 (2015)
7.
go back to reference Bagci, H., Karagoz, P.: Random walk based context-aware activity recommendation for location-based social networks. In: IEEE International Conference on Data Science and Advanced Analytics (DSAA), pp. 1–9 (2015) Bagci, H., Karagoz, P.: Random walk based context-aware activity recommendation for location-based social networks. In: IEEE International Conference on Data Science and Advanced Analytics (DSAA), pp. 1–9 (2015)
8.
go back to reference Jiang, D., Guo, X., Gao, Y., Liu, J., Li, H., Cheng, J.: Locations recommendation based on check-in data from location-based social network. In: 22nd International Conference on Geoinformatics (GeoInformatics), pp. 1–4 (2014) Jiang, D., Guo, X., Gao, Y., Liu, J., Li, H., Cheng, J.: Locations recommendation based on check-in data from location-based social network. In: 22nd International Conference on Geoinformatics (GeoInformatics), pp. 1–4 (2014)
9.
go back to reference Gupta, A., Singh, K.: Location-based personalized restaurant recommendation system for mobile environments. In: International Conference on Advances in Computing, Communications and Informatics (ICACCI), pp. 507–511 (2013) Gupta, A., Singh, K.: Location-based personalized restaurant recommendation system for mobile environments. In: International Conference on Advances in Computing, Communications and Informatics (ICACCI), pp. 507–511 (2013)
10.
go back to reference Jin, H., Saldamli, G., Chow, R., Knijnenburg, B.P.: Recommendations-based location privacy control. In: IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops), pp. 401–404 (2013) Jin, H., Saldamli, G., Chow, R., Knijnenburg, B.P.: Recommendations-based location privacy control. In: IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops), pp. 401–404 (2013)
11.
go back to reference Wen-ying, Z., Guo-ming, Q.: A new framework of a personalized location-based restaurant recommendation system in mobile application. In: International Conference on Management Science and Engineering (ICMSE), pp. 166–172 (2013) Wen-ying, Z., Guo-ming, Q.: A new framework of a personalized location-based restaurant recommendation system in mobile application. In: International Conference on Management Science and Engineering (ICMSE), pp. 166–172 (2013)
12.
go back to reference Hongbo, C., Zhiming, C., Arefin, M.S., Morimoto, Y.: Place recommendation from check-in spots on location-based online social networks. In: 3rd International Conference on Networking and Computing (ICNC), pp. 143–148 (2012) Hongbo, C., Zhiming, C., Arefin, M.S., Morimoto, Y.: Place recommendation from check-in spots on location-based online social networks. In: 3rd International Conference on Networking and Computing (ICNC), pp. 143–148 (2012)
13.
go back to reference Wang, C.-S., Chen, C.-L., Hsu, W.-C., Wei, Y.-C.: A location-aware mobile navigation system integrating recommendation mechanism. In: 4th International Conference on Awareness Science and Technology (iCAST), pp. 122–127 (2012) Wang, C.-S., Chen, C.-L., Hsu, W.-C., Wei, Y.-C.: A location-aware mobile navigation system integrating recommendation mechanism. In: 4th International Conference on Awareness Science and Technology (iCAST), pp. 122–127 (2012)
14.
go back to reference Rey-López, M., Barragáns-Martínez, A.B., Peleteiro, A., Mikic-Fonte, F.A., Burguillo, J.C.: moreTourism: mobile recommendations for tourism. In: IEEE International Conference on Consumer Electronics (ICCE), pp. 347–348 (2011) Rey-López, M., Barragáns-Martínez, A.B., Peleteiro, A., Mikic-Fonte, F.A., Burguillo, J.C.: moreTourism: mobile recommendations for tourism. In: IEEE International Conference on Consumer Electronics (ICCE), pp. 347–348 (2011)
15.
go back to reference Noh, Y., Oh, Y.-H., Park, S.-B.: A location-based personalized news recommendation. In: International Conference on Big Data and Smart Computing (BIGCOMP), pp. 99–104 (2014) Noh, Y., Oh, Y.-H., Park, S.-B.: A location-based personalized news recommendation. In: International Conference on Big Data and Smart Computing (BIGCOMP), pp. 99–104 (2014)
16.
go back to reference Yawutthi, S., Natwichai, J.: An efficient indexing for top-k query answering in location-based recommendation system. In: International Conference on Information Science and Applications (ICISA), pp. 1–4 (2014) Yawutthi, S., Natwichai, J.: An efficient indexing for top-k query answering in location-based recommendation system. In: International Conference on Information Science and Applications (ICISA), pp. 1–4 (2014)
17.
go back to reference Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., Chen, J.-J.: Friend recommendation for location-based mobile social networks. In: 7th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), pp. 365–370 (2013) Chu, C.-H., Wu, W.-C., Wang, C.-C., Chen, T.-S., Chen, J.-J.: Friend recommendation for location-based mobile social networks. In: 7th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), pp. 365–370 (2013)
18.
go back to reference Tang, M., Jiang, Y., Liu, J., Liu, X.: Location-aware collaborative filtering for QoS-based service recommendation. In: IEEE 19th International Conference on Web Services (ICWS), pp. 202–209 (2012) Tang, M., Jiang, Y., Liu, J., Liu, X.: Location-aware collaborative filtering for QoS-based service recommendation. In: IEEE 19th International Conference on Web Services (ICWS), pp. 202–209 (2012)
19.
go back to reference Noulas, A., Scellato, S., Lathia, N., Mascolo, C.: A random walk around the city: new venue recommendation in location-based social networks. In: International Conference on Social Computing (SocialCom) Privacy, Security, Risk and Trust (PASSAT), pp. 144–153 (2012) Noulas, A., Scellato, S., Lathia, N., Mascolo, C.: A random walk around the city: new venue recommendation in location-based social networks. In: International Conference on Social Computing (SocialCom) Privacy, Security, Risk and Trust (PASSAT), pp. 144–153 (2012)
20.
go back to reference Rahimi, S.M., Wang, X.: Location recommendation based on periodicity of human activities and location categories. In: Pei, J., Tseng, V.S., Cao, L., Motoda, H., Xu, G. (eds.) PAKDD 2013. LNCS, vol. 7819, pp. 377–389. Springer, Heidelberg (2013). doi:10.1007/978-3-642-37456-2_32 CrossRef Rahimi, S.M., Wang, X.: Location recommendation based on periodicity of human activities and location categories. In: Pei, J., Tseng, V.S., Cao, L., Motoda, H., Xu, G. (eds.) PAKDD 2013. LNCS, vol. 7819, pp. 377–389. Springer, Heidelberg (2013). doi:10.​1007/​978-3-642-37456-2_​32 CrossRef
21.
go back to reference Yu, X., Pan, A., Tang, L.-A., Li, Z., Han, J.: Geo-friends recommendation in GPS-based cyber-physical social network. In: International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp. 361–368 (2011) Yu, X., Pan, A., Tang, L.-A., Li, Z., Han, J.: Geo-friends recommendation in GPS-based cyber-physical social network. In: International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp. 361–368 (2011)
22.
go back to reference Waga, K., Tabarcea, A., Franti, P.: Context aware recommendation of location-based data. In: 15th International Conference on System Theory, Control, and Computing (ICSTCC), pp. 1–6 (2011) Waga, K., Tabarcea, A., Franti, P.: Context aware recommendation of location-based data. In: 15th International Conference on System Theory, Control, and Computing (ICSTCC), pp. 1–6 (2011)
23.
go back to reference Jamil, N., Alhadi, A.C., Noah, S.A.: A collaborative names recommendation in the Twitter environment based on location. In: International Conference on Semantic Technology and Information Retrieval (STAIR), pp. 119–124 (2011) Jamil, N., Alhadi, A.C., Noah, S.A.: A collaborative names recommendation in the Twitter environment based on location. In: International Conference on Semantic Technology and Information Retrieval (STAIR), pp. 119–124 (2011)
24.
go back to reference Zheng, Y., Xie, X.: Learning location correlation from GPS trajectories. In: 11th International Conference on Mobile Data Management (MDM), pp. 27–32 (2010) Zheng, Y., Xie, X.: Learning location correlation from GPS trajectories. In: 11th International Conference on Mobile Data Management (MDM), pp. 27–32 (2010)
25.
go back to reference Zegarra, D., Sousa, J., Faria, B., Alfaia, E.: Recommendation system based on location and presence information of users in a mobile network. In: 5th International Conference on Digital Telecommunications (ICDT) (2010) Zegarra, D., Sousa, J., Faria, B., Alfaia, E.: Recommendation system based on location and presence information of users in a mobile network. In: 5th International Conference on Digital Telecommunications (ICDT) (2010)
26.
go back to reference Gupta, G., Lee, W.-C.: Collaborative spatial object recommendation in location based services. In: 39th International Conference on Parallel Processing Workshops (ICPPW), pp. 24–33 (2010) Gupta, G., Lee, W.-C.: Collaborative spatial object recommendation in location based services. In: 39th International Conference on Parallel Processing Workshops (ICPPW), pp. 24–33 (2010)
Metadata
Title
A Survey on Location Recommendation Systems
Authors
Meera Narvekar
Snehal Nayak
Jagdish Bakal
Copyright Year
2017
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-5427-3_1

Premium Partner