Skip to main content

2016 | OriginalPaper | Buchkapitel

Compact Trip Representation over Networks

verfasst von : Nieves R. Brisaboa, Antonio Fariña, Daniil Galaktionov, M. Andrea Rodríguez

Erschienen in: String Processing and Information Retrieval

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

We present a new Compact Trip Representation (\(\mathsf {CTR}\)) that allows us to manage users’ trips (moving objects) over networks. These could be public transportation networks (buses, subway, trains, and so on) where nodes are stations or stops, or road networks where nodes are intersections. \(\mathsf {CTR}\) represents the sequences of nodes and time instants in users’ trips. The spatial component is handled with a data structure based on the well-known Compressed Suffix Array (\(\mathsf {CSA}\)), which provides both a compact representation and interesting indexing capabilities. We also represent the temporal component of the trips, that is, the time instants when users visit nodes in their trips. We create a sequence with these time instants, which are then self-indexed with a balanced Wavelet Matrix (\(\mathsf {WM}\)). This gives us the ability to solve range-interval queries efficiently. We show how \(\mathsf {CTR}\) can solve relevant spatial and spatio-temporal queries over large sets of trajectories. Finally, we also provide experimental results to show the space requirements and query efficiency of \(\mathsf {CTR}\).

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!

Fußnoten
1
\(rank_1(Bit2,i) = i - rank_0(Bit2,i)\), and vice versa.
 
3
GTFS is a well-known specification for representing an urban transportation network. See https://​developers.​google.​com/​transit/​gtfs/​reference?​hl=​en.
 
4
9 bits/stop for subway trips, 13 bits/stop for bus trips.
 
Literatur
1.
Zurück zum Zitat Claude, F., Navarro, G., Ordóñez, A.: The wavelet matrix: an efficient wavelet tree for large alphabets. Inf. Syst. 47, 15–32 (2015)CrossRef Claude, F., Navarro, G., Ordóñez, A.: The wavelet matrix: an efficient wavelet tree for large alphabets. Inf. Syst. 47, 15–32 (2015)CrossRef
2.
Zurück zum Zitat de Almeida, V.T., Güting, R.H.: Indexing the trajectories of moving objects in networks. GeoInformatica 9(1), 33–60 (2005)CrossRef de Almeida, V.T., Güting, R.H.: Indexing the trajectories of moving objects in networks. GeoInformatica 9(1), 33–60 (2005)CrossRef
3.
Zurück zum Zitat Fariña, A., Brisaboa, N., Navarro, G., Claude, F., Places, A., Rodríguez, E.: Word-based self-indexes for natural language text. ACM TOIS 30(1), 1 (2012)CrossRef Fariña, A., Brisaboa, N., Navarro, G., Claude, F., Places, A., Rodríguez, E.: Word-based self-indexes for natural language text. ACM TOIS 30(1), 1 (2012)CrossRef
4.
Zurück zum Zitat Frentzos, E.: Indexing objects moving on fixed networks. In: Hadzilacos, T., Manolopoulos, Y., Roddick, J., Theodoridis, Y. (eds.) SSTD 2003. LNCS, vol. 2750, pp. 289–305. Springer, Heidelberg (2003). doi:10.1007/978-3-540-45072-6_17 CrossRef Frentzos, E.: Indexing objects moving on fixed networks. In: Hadzilacos, T., Manolopoulos, Y., Roddick, J., Theodoridis, Y. (eds.) SSTD 2003. LNCS, vol. 2750, pp. 289–305. Springer, Heidelberg (2003). doi:10.​1007/​978-3-540-45072-6_​17 CrossRef
5.
Zurück zum Zitat Funke, S., Schirrmeister, R., Skilevic, S., Storandt, S.: Compass-based navigation in street networks. In: Gensel, J., Tomko, M. (eds.) W2GIS 2015. LNCS, vol. 9080, pp. 71–88. Springer, Heidelberg (2015) Funke, S., Schirrmeister, R., Skilevic, S., Storandt, S.: Compass-based navigation in street networks. In: Gensel, J., Tomko, M. (eds.) W2GIS 2015. LNCS, vol. 9080, pp. 71–88. Springer, Heidelberg (2015)
6.
Zurück zum Zitat Grossi, R., Gupta, A., Vitter, J.S.: High-order entropy-compressed text indexes. In: Proceeding 14th SODA, pp. 841–850 (2003) Grossi, R., Gupta, A., Vitter, J.S.: High-order entropy-compressed text indexes. In: Proceeding 14th SODA, pp. 841–850 (2003)
7.
Zurück zum Zitat Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: Proceeding SIGMOD, pp. 47–57 (1984) Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: Proceeding SIGMOD, pp. 47–57 (1984)
8.
Zurück zum Zitat Kellaris, G., Pelekis, N., Theodoridis, Y.: Map-matched trajectory compression. J. Syst. Softw. 86(6), 1566–1579 (2013)CrossRef Kellaris, G., Pelekis, N., Theodoridis, Y.: Map-matched trajectory compression. J. Syst. Softw. 86(6), 1566–1579 (2013)CrossRef
9.
Zurück zum Zitat Krogh, B., Pelekis, N., Theodoridis, Y., Torp, K.: Path-based queries on trajectory data. In: Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, pp. 341–350. ACM (2014) Krogh, B., Pelekis, N., Theodoridis, Y., Torp, K.: Path-based queries on trajectory data. In: Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, pp. 341–350. ACM (2014)
10.
Zurück zum Zitat Meratnia, N., Park, Y.-Y.: Spatiotemporal compression techniques for moving point objects. In: Bertino, E., Christodoulakis, S., Plexousakis, D., Christophides, V., Koubarakis, M., Böhm, K. (eds.) EDBT 2004. LNCS, vol. 2992, pp. 765–782. Springer, Heidelberg (2004)CrossRef Meratnia, N., Park, Y.-Y.: Spatiotemporal compression techniques for moving point objects. In: Bertino, E., Christodoulakis, S., Plexousakis, D., Christophides, V., Koubarakis, M., Böhm, K. (eds.) EDBT 2004. LNCS, vol. 2992, pp. 765–782. Springer, Heidelberg (2004)CrossRef
11.
Zurück zum Zitat Munizaga, M.A., Palma, C.: Estimation of a disaggregate multimodal public transport origin-destination matrix from passive smartcard data from santiago, chile. Transp. Res. Part C Emerg. Technol. 24, 9–18 (2012)CrossRef Munizaga, M.A., Palma, C.: Estimation of a disaggregate multimodal public transport origin-destination matrix from passive smartcard data from santiago, chile. Transp. Res. Part C Emerg. Technol. 24, 9–18 (2012)CrossRef
12.
Zurück zum Zitat Navarro, G., Mäkinen, V.: Compressed full-text indexes. ACM Comput. Surv. 39(1), 2 (2007)CrossRefMATH Navarro, G., Mäkinen, V.: Compressed full-text indexes. ACM Comput. Surv. 39(1), 2 (2007)CrossRefMATH
13.
Zurück zum Zitat Pelekis, N., Theodoridis, Y.: Mobility Data Management and Exploration. Springer, New York (2014)CrossRef Pelekis, N., Theodoridis, Y.: Mobility Data Management and Exploration. Springer, New York (2014)CrossRef
14.
Zurück zum Zitat Pfoser, D., Jensen, C.S., Theodoridis, Y.: Novel approaches in query processing for moving object trajectories. In: Proceeding VLDB, pp. 395–406 (2000) Pfoser, D., Jensen, C.S., Theodoridis, Y.: Novel approaches in query processing for moving object trajectories. In: Proceeding VLDB, pp. 395–406 (2000)
15.
Zurück zum Zitat Popa, I.S., Zeitouni, K., Oria, V., Barth, D., Vial, S.: Indexing in-network trajectory flows. VLDB J. 20(5), 643–669 (2011)CrossRef Popa, I.S., Zeitouni, K., Oria, V., Barth, D., Vial, S.: Indexing in-network trajectory flows. VLDB J. 20(5), 643–669 (2011)CrossRef
16.
Zurück zum Zitat Potamias, M., Patroumpas, K., Sellis, T.: Sampling trajectory streams with spatiotemporal criteria. In: Proceeding 18th SSDBM, pp. 275–284 (2006) Potamias, M., Patroumpas, K., Sellis, T.: Sampling trajectory streams with spatiotemporal criteria. In: Proceeding 18th SSDBM, pp. 275–284 (2006)
17.
Zurück zum Zitat Richter, K., Schmid, F., Laube, P.: Semantic trajectory compression: representing urban movement in a nutshell. J. Spat. Inf. Sci. 4(1), 3–30 (2012) Richter, K., Schmid, F., Laube, P.: Semantic trajectory compression: representing urban movement in a nutshell. J. Spat. Inf. Sci. 4(1), 3–30 (2012)
18.
19.
Zurück zum Zitat Tao, Y., Papadias, D.: MV3R-Tree: a spatio-temporal access method for timestamp and interval queries. In: Proceeding VLDB, pp. 431–440 (2001) Tao, Y., Papadias, D.: MV3R-Tree: a spatio-temporal access method for timestamp and interval queries. In: Proceeding VLDB, pp. 431–440 (2001)
Metadaten
Titel
Compact Trip Representation over Networks
verfasst von
Nieves R. Brisaboa
Antonio Fariña
Daniil Galaktionov
M. Andrea Rodríguez
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-46049-9_23