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Published in: GeoInformatica 1/2019

09-10-2018

Spatio-temporal access methods: a survey (2010 - 2017)

Authors: Ahmed R. Mahmood, Sri Punni, Walid G. Aref

Published in: GeoInformatica | Issue 1/2019

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Abstract

The volume of spatio-temporal data is growing at a rapid pace due to advances in location-aware devices, e.g., smartphones, and the popularity of location-based services, e.g., navigation services. A number of spatio-temporal access methods have been proposed to support efficient processing of queries over the spatio-temporal data. Spatio-temporal access methods can be classified according to the type of data being indexed into the following categories: (1) indexes for historical spatio-temporal data, (2) indexes for current and recent spatio-temporal data, (3) indexes for future spatio-temporal data, (4) indexes for past, present, and future spatio-temporal data, (5) indexes for spatio-temporal data with associated textual data, and (6) parallel and distributed spatio-temporal systems and indexes. This survey is Part 3 of our previous surveys on the same subject (Mokbel et al. IEEE Data Eng Bull 26(2):40–49, 2003; Nguyen-Dinh et al. IEEE Data Eng Bull 33(2):46–55, 2010). In this survey, we present an overview and a broad classification of the spatio-temporal access methods published between 2010 and 2017.

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Literature
1.
go back to reference Abdelguerfi M, Givaudan J, Shaw K, Ladner R (2002) The 2-3TR-tree, a trajectory-oriented index structure for fully evolving valid-time spatio-temporal datasets. In: ACM-GIS, pp 29–34 Abdelguerfi M, Givaudan J, Shaw K, Ladner R (2002) The 2-3TR-tree, a trajectory-oriented index structure for fully evolving valid-time spatio-temporal datasets. In: ACM-GIS, pp 29–34
2.
go back to reference Agarwal PK, Arge L, Erickson J (2000) Indexing moving points. In: Proceedings of the nineteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems (PODS), pp 175–186. ACM Agarwal PK, Arge L, Erickson J (2000) Indexing moving points. In: Proceedings of the nineteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems (PODS), pp 175–186. ACM
3.
go back to reference Ahmed P, Hasan M, Kashyap A, Hristidis V, Tsotras VJ (2017) Efficient computation of top-k frequent terms over spatio-temporal ranges. In: The international conference on management of data (SIGMOD’17), pp 1227–1241 Ahmed P, Hasan M, Kashyap A, Hristidis V, Tsotras VJ (2017) Efficient computation of top-k frequent terms over spatio-temporal ranges. In: The international conference on management of data (SIGMOD’17), pp 1227–1241
4.
go back to reference Akdogan A, Shahabi C, Demiryurek U (2014) ToSS-it: A cloud-based throwaway spatial index structure for dynamic location data. In: The IEEE international conference on mobile data management (MDM’14), pp 249–258 Akdogan A, Shahabi C, Demiryurek U (2014) ToSS-it: A cloud-based throwaway spatial index structure for dynamic location data. In: The IEEE international conference on mobile data management (MDM’14), pp 249–258
5.
go back to reference Akdogan A, Shahabi C, Demiryurek U (2016) D-toSS: A distributed throwaway spatial index structure for dynamic location data. IEEE Trans Knowl Data Eng (TKDE) 28(9):2334–2348CrossRef Akdogan A, Shahabi C, Demiryurek U (2016) D-toSS: A distributed throwaway spatial index structure for dynamic location data. IEEE Trans Knowl Data Eng (TKDE) 28(9):2334–2348CrossRef
6.
go back to reference Akman V, Franklin WR, Kankanhalli M, Narayanaswami C (1989) Geometric computing and uniform grid technique. Comput Aided Des 21(7):410–420CrossRef Akman V, Franklin WR, Kankanhalli M, Narayanaswami C (1989) Geometric computing and uniform grid technique. Comput Aided Des 21(7):410–420CrossRef
7.
go back to reference Alarabi L, Mokbel MF (2017) A demonstration of ST-hadoop: A mapreduce framework for big spatio-temporal data. The Proceedings of the VLDB Endowment (PVLDB’17) 10(12):1961–1964CrossRef Alarabi L, Mokbel MF (2017) A demonstration of ST-hadoop: A mapreduce framework for big spatio-temporal data. The Proceedings of the VLDB Endowment (PVLDB’17) 10(12):1961–1964CrossRef
8.
go back to reference Aref WG, Samet H (1990) Efficient processing of window queries in the pyramid data structure. In: Proceedings of the ninth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, pp 265–272 Aref WG, Samet H (1990) Efficient processing of window queries in the pyramid data structure. In: Proceedings of the ninth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, pp 265–272
9.
go back to reference Atluri V, Adam NR, Youssef M (2003) Towards a unified index scheme for mobile data and customer profiles in a location-based service environment. In: Workshop on next generation geospatial information (NG2i’03). Citeseer Atluri V, Adam NR, Youssef M (2003) Towards a unified index scheme for mobile data and customer profiles in a location-based service environment. In: Workshop on next generation geospatial information (NG2i’03). Citeseer
10.
go back to reference Atluri V, Guo Q (2005) Unified index for mobile object data and authorizations. In: European symposium on research in computer security, pp 80–97. Springer Atluri V, Guo Q (2005) Unified index for mobile object data and authorizations. In: European symposium on research in computer security, pp 80–97. Springer
11.
go back to reference Atluri V, Shin H (2007) Efficient security policy enforcement in a location based service environment. In: IFIP Annual conference on data and applications security and privacy, pp 61–76. Springer Atluri V, Shin H (2007) Efficient security policy enforcement in a location based service environment. In: IFIP Annual conference on data and applications security and privacy, pp 61–76. Springer
12.
go back to reference Bayer R, MCCReight E (1972) Organization and maintenance of large ordered indexes. Acta Informatica 1:173–189CrossRef Bayer R, MCCReight E (1972) Organization and maintenance of large ordered indexes. Acta Informatica 1:173–189CrossRef
13.
go back to reference Becker B, Gschwind S, Ohler T, Seeger B, Widmayer P (1996) An asymptotically optimal multiversion B-tree. Intern J Very Large Data Bases (VLDB Journal) 5(4):264–275CrossRef Becker B, Gschwind S, Ohler T, Seeger B, Widmayer P (1996) An asymptotically optimal multiversion B-tree. Intern J Very Large Data Bases (VLDB Journal) 5(4):264–275CrossRef
14.
go back to reference Beckmann N, Kriegel HP, Schneider R, Seeger B (1990) The R*-tree: An efficient and robust access method for points and rectangles. SIGMOD Rec 19(2):322–331CrossRef Beckmann N, Kriegel HP, Schneider R, Seeger B (1990) The R*-tree: An efficient and robust access method for points and rectangles. SIGMOD Rec 19(2):322–331CrossRef
15.
go back to reference Belhassena A, HongZhi W (2017) Distributed skyline trajectory query processing. In: Proceedings of the ACM Turing 50th Celebration Conference-China, p 19. ACM Belhassena A, HongZhi W (2017) Distributed skyline trajectory query processing. In: Proceedings of the ACM Turing 50th Celebration Conference-China, p 19. ACM
16.
go back to reference Bentley JL (1975) Multidimensional binary search trees used for associative searching. Commun ACM 18(9):509–517CrossRef Bentley JL (1975) Multidimensional binary search trees used for associative searching. Commun ACM 18(9):509–517CrossRef
17.
go back to reference Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Machine Learn Res 3(Jan):993–1022 Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Machine Learn Res 3(Jan):993–1022
18.
go back to reference Bok KS, Seo DM, Shin SS, Yoo JS (2004) TPKDB-Tree: An index structure for efficient retrieval of future positions of moving objects. In: International conference on conceptual modeling, pp 67–78. Springer Bok KS, Seo DM, Shin SS, Yoo JS (2004) TPKDB-Tree: An index structure for efficient retrieval of future positions of moving objects. In: International conference on conceptual modeling, pp 67–78. Springer
19.
go back to reference Brisaboa NR, Ladra S (2009) Navarro, g.: k2-trees for compact web graph representation. In: The international symposium on string processing and information retrieval, vol 9, pp 18–30 Brisaboa NR, Ladra S (2009) Navarro, g.: k2-trees for compact web graph representation. In: The international symposium on string processing and information retrieval, vol 9, pp 18–30
20.
go back to reference Burton FW, Kollias JG, Matsakis D, Kollias V (1990) Implementation of overlapping B-trees for time and space efficient representation of collections of similar files. Comput J 33(3):279–280CrossRef Burton FW, Kollias JG, Matsakis D, Kollias V (1990) Implementation of overlapping B-trees for time and space efficient representation of collections of similar files. Comput J 33(3):279–280CrossRef
21.
go back to reference Cai M, Revesz P (2000) Parametric R-tree: An index structure for moving objects. In: International conference on management of data and advances in data management (COMAD’00) Cai M, Revesz P (2000) Parametric R-tree: An index structure for moving objects. In: International conference on management of data and advances in data management (COMAD’00)
22.
go back to reference Cai R, Lu Z, Wang L, Zhang Z, Fu TZ, Winslett M (2017) DITIR: Distributed Index for high throughput trajectory insertion and real-time temporal range query. The Proceedings of the VLDB Endowment (PVLDB’17) 10(12):1865–1868CrossRef Cai R, Lu Z, Wang L, Zhang Z, Fu TZ, Winslett M (2017) DITIR: Distributed Index for high throughput trajectory insertion and real-time temporal range query. The Proceedings of the VLDB Endowment (PVLDB’17) 10(12):1865–1868CrossRef
23.
go back to reference Cai Y, Ng R (2004) Indexing spatio-temporal trajectories with chebyshev polynomials. In: International conference on management of data (SIGMOD’04), pp 599–610. ACM Cai Y, Ng R (2004) Indexing spatio-temporal trajectories with chebyshev polynomials. In: International conference on management of data (SIGMOD’04), pp 599–610. ACM
24.
go back to reference Cha SK, Hwang S, Kim K, Kwon K (2001) Cache-conscious concurrency control of main-memory indexes on shared-memory multiprocessor systems. In: The Proceedings of the VLDB Endowment (PVLDB’01), vol 1, pp 181–190 Cha SK, Hwang S, Kim K, Kwon K (2001) Cache-conscious concurrency control of main-memory indexes on shared-memory multiprocessor systems. In: The Proceedings of the VLDB Endowment (PVLDB’01), vol 1, pp 181–190
25.
go back to reference Chakka VP, Everspaugh A, Patel JM (2003) Indexing large trajectory data sets with SETI. In: The biennial conference on innovative data systems research (CIDR’03) Chakka VP, Everspaugh A, Patel JM (2003) Indexing large trajectory data sets with SETI. In: The biennial conference on innovative data systems research (CIDR’03)
26.
go back to reference Chen JD, Meng XF (2007) Indexing future trajectories of moving objects in a constrained network. J Comput Sci Technol 22(2):245–251CrossRef Chen JD, Meng XF (2007) Indexing future trajectories of moving objects in a constrained network. J Comput Sci Technol 22(2):245–251CrossRef
27.
go back to reference Chen N, Shou LD, Chen G, Dong JX (2008) Adaptive indexing of moving objects with highly variable update frequencies. J Comput Sci Technol 23(6):998–1014CrossRef Chen N, Shou LD, Chen G, Dong JX (2008) Adaptive indexing of moving objects with highly variable update frequencies. J Comput Sci Technol 23(6):998–1014CrossRef
28.
go back to reference Chen S, Ooi BC, Tan KL, Nascimento MA (2008) ST2B-tree: A self-tunable spatio-temporal b+-tree index for moving objects. In: International conference on management of data (SIGMOD’11), pp 29–42. ACM Chen S, Ooi BC, Tan KL, Nascimento MA (2008) ST2B-tree: A self-tunable spatio-temporal b+-tree index for moving objects. In: International conference on management of data (SIGMOD’11), pp 29–42. ACM
29.
go back to reference Chen W, Zhao L, Jiajie X, Zheng K, Zhou X (2014) Ranking based activity trajectory search. In: International conference on web information systems engineering, pp 170–185. Springer Chen W, Zhao L, Jiajie X, Zheng K, Zhou X (2014) Ranking based activity trajectory search. In: International conference on web information systems engineering, pp 170–185. Springer
30.
go back to reference Chon HD, Agrawal D, El Abbadi A (2001) Storage and retrieval of moving objects. In: International conference on mobile data management (MDM’01), pp 173–184. Springer Chon HD, Agrawal D, El Abbadi A (2001) Storage and retrieval of moving objects. In: International conference on mobile data management (MDM’01), pp 173–184. Springer
31.
go back to reference Christoforaki M, He J, Dimopoulos C, Markowetz A, Suel T (2011) Text vs. space: efficient geo-search query processing. In: The ACM international conference on information and knowledge management (CIKM’11), pp 423–432 Christoforaki M, He J, Dimopoulos C, Markowetz A, Suel T (2011) Text vs. space: efficient geo-search query processing. In: The ACM international conference on information and knowledge management (CIKM’11), pp 423–432
32.
go back to reference Cudre-Mauroux P, Wu E, Madden S (2010) Trajstore: an adaptive storage system for very large trajectory data sets. In: The international conference on data engineering (ICDE’10), pp 109–120. IEEE Cudre-Mauroux P, Wu E, Madden S (2010) Trajstore: an adaptive storage system for very large trajectory data sets. In: The international conference on data engineering (ICDE’10), pp 109–120. IEEE
33.
go back to reference Dai J, Lu CT (2011) DIME: Disposable Index for moving objects. In: The IEEE international conference on mobile data management (MDM’11), vol 1, pp 68–77 Dai J, Lu CT (2011) DIME: Disposable Index for moving objects. In: The IEEE international conference on mobile data management (MDM’11), vol 1, pp 68–77
34.
go back to reference De Almeida VT, Güting RH (2005) Indexing the trajectories of moving objects in networks. Geoinformatica 9(1):33–60CrossRef De Almeida VT, Güting RH (2005) Indexing the trajectories of moving objects in networks. Geoinformatica 9(1):33–60CrossRef
35.
go back to reference Ding X, Lu Y, Ding X, Zhao N, Wei Q (2007) An efficient index for moving objects with frequent updates. In: International conference on wireless communications, networking and mobile computing (wicom’07), pp 5951–5954. IEEE Ding X, Lu Y, Ding X, Zhao N, Wei Q (2007) An efficient index for moving objects with frequent updates. In: International conference on wireless communications, networking and mobile computing (wicom’07), pp 5951–5954. IEEE
36.
go back to reference Ding Z (2008) UTR-Tree: An index structure for the full uncertain trajectories of network-constrained moving objects. In: International conference on mobile data management (MDM’08), pp 33–40. IEEE Ding Z (2008) UTR-Tree: An index structure for the full uncertain trajectories of network-constrained moving objects. In: International conference on mobile data management (MDM’08), pp 33–40. IEEE
37.
go back to reference Dittrich J, Blunschi L, Salles MAV (2009) Indexing moving objects using short-lived throwaway indexes. In: International symposium on spatial and temporal databases, pp 189–207. Springer Dittrich J, Blunschi L, Salles MAV (2009) Indexing moving objects using short-lived throwaway indexes. In: International symposium on spatial and temporal databases, pp 189–207. Springer
38.
go back to reference Dittrich J, Quiané-Ruiz JA (2012) Efficient big data processing in hadoop mapreduce. Proceedings of the VLDB Endowment (PVLD’12) 5(12):2014–2015CrossRef Dittrich J, Quiané-Ruiz JA (2012) Efficient big data processing in hadoop mapreduce. Proceedings of the VLDB Endowment (PVLD’12) 5(12):2014–2015CrossRef
39.
go back to reference Doraiswamy H, Vo HT, Silva CT, Freire J (2016) A GPU-based index to support interactive spatio-temporal queries over historical data. In: The IEEE international conference on data engineering (ICDE’16), pp 1086–1097 Doraiswamy H, Vo HT, Silva CT, Freire J (2016) A GPU-based index to support interactive spatio-temporal queries over historical data. In: The IEEE international conference on data engineering (ICDE’16), pp 1086–1097
40.
go back to reference Elbassioni K, Elmasry A, Kamel I (2003) An efficient indexing scheme for multi-dimensional moving objects. In: International conference on database theory, pp 425–439. Springer Elbassioni K, Elmasry A, Kamel I (2003) An efficient indexing scheme for multi-dimensional moving objects. In: International conference on database theory, pp 425–439. Springer
41.
go back to reference Eldawy A, Mokbel MF (2015) Spatialhadoop: a mapreduce framework for spatial data. In: The IEEE international conference on data engineering (ICDE’15), pp 1352–1363 Eldawy A, Mokbel MF (2015) Spatialhadoop: a mapreduce framework for spatial data. In: The IEEE international conference on data engineering (ICDE’15), pp 1352–1363
42.
go back to reference Fan P, Li G, Yuan L, Li Y (2012) Vague continuous k-nearest neighbor queries over moving objects with uncertain velocity in road networks. Inf Syst 37(1):13–32CrossRef Fan P, Li G, Yuan L, Li Y (2012) Vague continuous k-nearest neighbor queries over moving objects with uncertain velocity in road networks. Inf Syst 37(1):13–32CrossRef
43.
go back to reference Fang Y, Cao J, Peng Y, Wang L (2008) Indexing the past, present and future positions of moving objects on fixed networks. In: International conference on computer science and software engineering, vol 4, pp 524–527. IEEE Fang Y, Cao J, Peng Y, Wang L (2008) Indexing the past, present and future positions of moving objects on fixed networks. In: International conference on computer science and software engineering, vol 4, pp 524–527. IEEE
44.
go back to reference Fang Y, Cao J, Wang J, Peng Y, Song W (2011) HTPR*-Tree: An efficient index for moving objects to support predictive query and partial history query. In: International conference on web-age information management (WAIM’11), pp 26–39. Springer Fang Y, Cao J, Wang J, Peng Y, Song W (2011) HTPR*-Tree: An efficient index for moving objects to support predictive query and partial history query. In: International conference on web-age information management (WAIM’11), pp 26–39. Springer
45.
go back to reference Feng J, Lu J, Zhu Y, Mukai N, Watanabe T (2007) Indexing of moving objects on road network using composite structure. In: International conference on knowledge-based and intelligent information and engineering systems, pp 1097–1104. Springer Feng J, Lu J, Zhu Y, Mukai N, Watanabe T (2007) Indexing of moving objects on road network using composite structure. In: International conference on knowledge-based and intelligent information and engineering systems, pp 1097–1104. Springer
46.
go back to reference Finkel RA, Bentley JL (1974) Quad trees a data structure for retrieval on composite keys. Acta informatica 4(1):1–9CrossRef Finkel RA, Bentley JL (1974) Quad trees a data structure for retrieval on composite keys. Acta informatica 4(1):1–9CrossRef
47.
go back to reference Frentzos E (2003) Indexing objects moving on fixed networks. In: International symposium on spatial and temporal databases, pp 289–305. Springer Frentzos E (2003) Indexing objects moving on fixed networks. In: International symposium on spatial and temporal databases, pp 289–305. Springer
48.
go back to reference Ghanem TM, Hammad MA, Mokbel MF, Aref WG, Elmagarmid AK (2007) Incremental evaluation of sliding-window queries over data streams. IEEE Trans Knowl Data Eng (TKDE) 19(1):57–72 Ghanem TM, Hammad MA, Mokbel MF, Aref WG, Elmagarmid AK (2007) Incremental evaluation of sliding-window queries over data streams. IEEE Trans Knowl Data Eng (TKDE) 19(1):57–72
49.
go back to reference Gionis A, Indyk P, Motwani R, et al. (1999) Similarity search in high dimensions via hashing. In: The Proceedings of the VLDB Endowment (PVLDB’99), vol 99, pp 518–529 Gionis A, Indyk P, Motwani R, et al. (1999) Similarity search in high dimensions via hashing. In: The Proceedings of the VLDB Endowment (PVLDB’99), vol 99, pp 518–529
50.
go back to reference Gravano L, Ipeirotis PG, Jagadish HV, Koudas N, Muthukrishnan S, Srivastava D et al (2001) Approximate string joins in a database (almost) for free. In: The Proceedings of the VLDB Endowment (PVLDB’01), vol 1, pp 491–500 Gravano L, Ipeirotis PG, Jagadish HV, Koudas N, Muthukrishnan S, Srivastava D et al (2001) Approximate string joins in a database (almost) for free. In: The Proceedings of the VLDB Endowment (PVLDB’01), vol 1, pp 491–500
51.
go back to reference Guttman A (1984) R-trees: a dynamic index structure for spatial searching. SIGMOD Rec 14:47–57CrossRef Guttman A (1984) R-trees: a dynamic index structure for spatial searching. SIGMOD Rec 14:47–57CrossRef
52.
go back to reference Hadjieleftheriou M, Kollios G, Tsotras VJ, Gunopulos D (2002) Efficient indexing of spatiotemporal objects. In: International conference on extending database technology, pp 251–268. Springer Hadjieleftheriou M, Kollios G, Tsotras VJ, Gunopulos D (2002) Efficient indexing of spatiotemporal objects. In: International conference on extending database technology, pp 251–268. Springer
53.
go back to reference Han L, Huang L, Yang X, Pang W, Wang K (2016) A novel spatio-temporal data storage and index method for ARM-based hadoop server. In: International conference on cloud computing and security, pp 206–216. Springer Han L, Huang L, Yang X, Pang W, Wang K (2016) A novel spatio-temporal data storage and index method for ARM-based hadoop server. In: International conference on cloud computing and security, pp 206–216. Springer
54.
go back to reference Han Y, Wang L, Zhang Y, Zhang W, Lin X (2015) Spatial keyword range search on trajectories. In: The international conference on database systems for advanced applications (DASFAA’15), pp 223–240 Han Y, Wang L, Zhang Y, Zhang W, Lin X (2015) Spatial keyword range search on trajectories. In: The international conference on database systems for advanced applications (DASFAA’15), pp 223–240
55.
go back to reference Hariharan R, Hore B, Li C, Mehrotra S (2007) Processing spatial-keyword (SK) queries in geographic information retrieval (GIR) systems. In: The international conference on scientific and statistical database management (SSDBM’07), pp 16–16 Hariharan R, Hore B, Li C, Mehrotra S (2007) Processing spatial-keyword (SK) queries in geographic information retrieval (GIR) systems. In: The international conference on scientific and statistical database management (SSDBM’07), pp 16–16
56.
go back to reference He Z, Kraak MJ, Huisman O, Ma X, Xiao J (2013) Parallel indexing technique for spatio-temporal data. ISPRS J Photogramm Remote Sens 78:116–128CrossRef He Z, Kraak MJ, Huisman O, Ma X, Xiao J (2013) Parallel indexing technique for spatio-temporal data. ISPRS J Photogramm Remote Sens 78:116–128CrossRef
57.
go back to reference Hendawi AM, Bao J, Mokbel MF, Ali M (2015) Predictive tree: an efficient index for predictive queries on road networks. In: The IEEE international conference on data engineering (ICDE’15), pp 1215–1226 Hendawi AM, Bao J, Mokbel MF, Ali M (2015) Predictive tree: an efficient index for predictive queries on road networks. In: The IEEE international conference on data engineering (ICDE’15), pp 1215–1226
58.
go back to reference Issa H, Damiani ML (2016) Efficient access to temporally overlaying spatial and textual trajectories. In: The IEEE international conference on mobile data management (MDM’16), vol 1, pp 262–271 Issa H, Damiani ML (2016) Efficient access to temporally overlaying spatial and textual trajectories. In: The IEEE international conference on mobile data management (MDM’16), vol 1, pp 262–271
59.
go back to reference Jackins CL, Tanimoto SL (1980) OCT-Trees and their use in representing three-dimensional objects. Comput Graphics and Image Process 14(3):249–270CrossRef Jackins CL, Tanimoto SL (1980) OCT-Trees and their use in representing three-dimensional objects. Comput Graphics and Image Process 14(3):249–270CrossRef
60.
go back to reference Jensen CS, Lin D, Ooi BC (2004) Query and update efficient b+-tree based indexing of moving objects. In: The Proceedings of the VLDB Endowment (PVLDB’04), pp 768–779 Jensen CS, Lin D, Ooi BC (2004) Query and update efficient b+-tree based indexing of moving objects. In: The Proceedings of the VLDB Endowment (PVLDB’04), pp 768–779
61.
go back to reference Jensen CS, Lu H, Yang B (2009) Indexing the trajectories of moving objects in symbolic indoor space. In: International symposium on spatial and temporal databases, pp 208–227. Springer Jensen CS, Lu H, Yang B (2009) Indexing the trajectories of moving objects in symbolic indoor space. In: International symposium on spatial and temporal databases, pp 208–227. Springer
62.
go back to reference Jeung H, Yiu ML, Zhou X, Jensen CS (2010) Path prediction and predictive range querying in road network databases. Intern J Very Large Data Bases (VLDB J) 19(4):585–602CrossRef Jeung H, Yiu ML, Zhou X, Jensen CS (2010) Path prediction and predictive range querying in road network databases. Intern J Very Large Data Bases (VLDB J) 19(4):585–602CrossRef
63.
go back to reference Kim KS, Kim SW, Kim TW, Li KJ (2003) Fast indexing and updating method for moving objects on road networks. In: International conference on web information systems engineering workshops, pp 34–42. IEEE Kim KS, Kim SW, Kim TW, Li KJ (2003) Fast indexing and updating method for moving objects on road networks. In: International conference on web information systems engineering workshops, pp 34–42. IEEE
64.
go back to reference Knuth D (1973) The art of computer programming Knuth D (1973) The art of computer programming
65.
go back to reference Kollios G, Gunopulos D, Tsotras VJ (1999) On indexing mobile objects. In: Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems (PODS), pp 261–272. ACM Kollios G, Gunopulos D, Tsotras VJ (1999) On indexing mobile objects. In: Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems (PODS), pp 261–272. ACM
66.
go back to reference Kollios G, Tsotras VJ, Gunopulos D, Delis A, Hadjieleftheriou M (2001) Indexing animated objects using spatiotemporal access methods. IEEE Trans Knowl Data Eng (TKDE) 13(5):758–777CrossRef Kollios G, Tsotras VJ, Gunopulos D, Delis A, Hadjieleftheriou M (2001) Indexing animated objects using spatiotemporal access methods. IEEE Trans Knowl Data Eng (TKDE) 13(5):758–777CrossRef
67.
go back to reference Kumar A, Tsotras VJ, Faloutsos C (1998) Designing access methods for bitemporal databases. IEEE Trans Knowl Data Eng (TKDE) 10(1):1–20CrossRef Kumar A, Tsotras VJ, Faloutsos C (1998) Designing access methods for bitemporal databases. IEEE Trans Knowl Data Eng (TKDE) 10(1):1–20CrossRef
68.
go back to reference Kwon D, Lee S, Lee S (2002) Indexing the current positions of moving objects using the lazy update R-tree. In: International conference on mobile data management (MDM’03), pp 113–120. IEEE Kwon D, Lee S, Lee S (2002) Indexing the current positions of moving objects using the lazy update R-tree. In: International conference on mobile data management (MDM’03), pp 113–120. IEEE
69.
go back to reference Le TTT, Nickerson BG (2008) Efficient search of moving objects on a planar graph. In: International conference on advances in geographic information systems (SIGSPATIAL’08), p 41. ACM Le TTT, Nickerson BG (2008) Efficient search of moving objects on a planar graph. In: International conference on advances in geographic information systems (SIGSPATIAL’08), p 41. ACM
70.
go back to reference Lee ML, Hsu W, Jensen CS, Cui B, Teo KL (2003) Supporting frequent updates in R-trees: a bottom-up approach. In: The Proceedings of the VLDB Endowment (PVLDB’03), pp 608–619 Lee ML, Hsu W, Jensen CS, Cui B, Teo KL (2003) Supporting frequent updates in R-trees: a bottom-up approach. In: The Proceedings of the VLDB Endowment (PVLDB’03), pp 608–619
71.
go back to reference Liang Y (2011) A efficient indexing maintenance method for grouping moving objects with grid. pp 486–492 Elsevier Liang Y (2011) A efficient indexing maintenance method for grouping moving objects with grid. pp 486–492 Elsevier
72.
go back to reference Liao W, Tang G, Jing N, Zhong Z (2006) VTPR-Tree: An efficient indexing method for moving objects with frequent updates. In: International conference on conceptual modeling, pp 120–129. Springer Liao W, Tang G, Jing N, Zhong Z (2006) VTPR-Tree: An efficient indexing method for moving objects with frequent updates. In: International conference on conceptual modeling, pp 120–129. Springer
73.
go back to reference Lin B, Mokhtar H, Pelaez-Aguilera R, Su J (2003) Querying moving objects with uncertainty. In: Vehicular technology conference (VTC’03), vol 4, pp 2783–2787. IEEE Lin B, Mokhtar H, Pelaez-Aguilera R, Su J (2003) Querying moving objects with uncertainty. In: Vehicular technology conference (VTC’03), vol 4, pp 2783–2787. IEEE
74.
go back to reference Lin B, Su J (2005) Handling frequent updates of moving objects. In: International conference on information and knowledge management, pp 493–500. ACM Lin B, Su J (2005) Handling frequent updates of moving objects. In: International conference on information and knowledge management, pp 493–500. ACM
75.
go back to reference Lin D, Jensen CS, Ooi BC, Šaltenis S (2005) Efficient indexing of the historical, present, and future positions of moving objects. In: International conference on mobile data management (MDM’05), pp 59–66. ACM Lin D, Jensen CS, Ooi BC, Šaltenis S (2005) Efficient indexing of the historical, present, and future positions of moving objects. In: International conference on mobile data management (MDM’05), pp 59–66. ACM
76.
go back to reference Lin D, Jensen CS, Zhang R, Xiao L, Lu J (2011) A moving-object index for efficient query processing with peer-wise location privacy. The Proceedings of the VLDB Endowment (PVLDB’11) 5(1):37–48CrossRef Lin D, Jensen CS, Zhang R, Xiao L, Lu J (2011) A moving-object index for efficient query processing with peer-wise location privacy. The Proceedings of the VLDB Endowment (PVLDB’11) 5(1):37–48CrossRef
77.
go back to reference Lin D, Zhang R, Zhou A (2006) Indexing fast moving objects for kNN queries based on nearest landmarks. Geoinformatica 10(4):423–445CrossRef Lin D, Zhang R, Zhou A (2006) Indexing fast moving objects for kNN queries based on nearest landmarks. Geoinformatica 10(4):423–445CrossRef
78.
go back to reference Lin HY (2009) Indexing the trajectories of moving objects. International multi-conference of engineers and computer scientists Lin HY (2009) Indexing the trajectories of moving objects. International multi-conference of engineers and computer scientists
79.
go back to reference Liu H, Xu J, Zheng K, Liu C, Du L, Wu X (2017) Semantic-aware query processing for activity trajectories. In: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, pp 283–292. ACM Liu H, Xu J, Zheng K, Liu C, Du L, Wu X (2017) Semantic-aware query processing for activity trajectories. In: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, pp 283–292. ACM
80.
go back to reference Liu Z, Liu X, Ge J, Bae H (2005) Indexing large moving objects from past to future with PCFI+-index. In: International conference on management of data and advances in data management (COMAD’05), pp 131–137 Liu Z, Liu X, Ge J, Bae H (2005) Indexing large moving objects from past to future with PCFI+-index. In: International conference on management of data and advances in data management (COMAD’05), pp 131–137
81.
go back to reference Lomet D, Salzberg B (1989) Access methods for multiversion data, vol 18. ACM Lomet D, Salzberg B (1989) Access methods for multiversion data, vol 18. ACM
82.
go back to reference Luo W, Tan H, Chen L, Ni LM (2013) Finding time period-based most frequent path in big trajectory data. In: The international conference on management of data (SIGMOD’13), pp 713–724 Luo W, Tan H, Chen L, Ni LM (2013) Finding time period-based most frequent path in big trajectory data. In: The international conference on management of data (SIGMOD’13), pp 713–724
83.
go back to reference Ma C, Lu H, Shou L, Chen G (2013) KSQ: Top-K similarity query on uncertain trajectories. IEEE Trans Knowl Data Eng (TKDE) 25(9):2049–2062CrossRef Ma C, Lu H, Shou L, Chen G (2013) KSQ: Top-K similarity query on uncertain trajectories. IEEE Trans Knowl Data Eng (TKDE) 25(9):2049–2062CrossRef
84.
go back to reference MacQueen J, et al. (1967) Some methods for classification and analysis of multivariate observations. In: Proceedings of the fifth Berkeley symposium on mathematical statistics and probability, vol 1, pp 281–297 MacQueen J, et al. (1967) Some methods for classification and analysis of multivariate observations. In: Proceedings of the fifth Berkeley symposium on mathematical statistics and probability, vol 1, pp 281–297
85.
go back to reference Magdy A, Aly AM, Mokbel MF, Elnikety S, He Y, Nath S, Aref WG (2016) GeoTrend: Spatial trending queries on real-time microblogs. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’16), p 7 Magdy A, Aly AM, Mokbel MF, Elnikety S, He Y, Nath S, Aref WG (2016) GeoTrend: Spatial trending queries on real-time microblogs. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’16), p 7
86.
go back to reference Magdy A, Mokbel MF, Elnikety S, Nath S, He Y (2014) Mercury: a memory-constrained spatio-temporal real-time search on microblogs. In: The IEEE international conference on data engineering (ICDE’14), pp 172–183 Magdy A, Mokbel MF, Elnikety S, Nath S, He Y (2014) Mercury: a memory-constrained spatio-temporal real-time search on microblogs. In: The IEEE international conference on data engineering (ICDE’14), pp 172–183
87.
go back to reference Mahmood AR, Aly AM, Kuznetsova T, Basalamah S, Aref WG (2018) Disk-based indexing of recent trajectories. ACM Transactions on Spatial Algorithms and Systems (TSAS) 4(3):7.1–7.27 Mahmood AR, Aly AM, Kuznetsova T, Basalamah S, Aref WG (2018) Disk-based indexing of recent trajectories. ACM Transactions on Spatial Algorithms and Systems (TSAS) 4(3):7.1–7.27
88.
go back to reference Mahmood AR, Aref WG, Aly AM, Basalamah S (2014) Indexing recent trajectories of moving objects. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’14), pp 393–396 Mahmood AR, Aref WG, Aly AM, Basalamah S (2014) Indexing recent trajectories of moving objects. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’14), pp 393–396
89.
go back to reference Meagher DJ (1980) OCTRee encoding: A new technique for the representation, manipulation and display of arbitrary 3-d objects by computer. Electrical and Systems Engineering Department Rensseiaer Polytechnic Institute Image Processing Laboratory Meagher DJ (1980) OCTRee encoding: A new technique for the representation, manipulation and display of arbitrary 3-d objects by computer. Electrical and Systems Engineering Department Rensseiaer Polytechnic Institute Image Processing Laboratory
90.
go back to reference Mehta P, Skoutas D, Voisard A (2015) Spatio-temporal keyword queries for moving objects. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’15), p 55 Mehta P, Skoutas D, Voisard A (2015) Spatio-temporal keyword queries for moving objects. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’15), p 55
91.
go back to reference Mokbel MF, Ghanem TM, Aref WG (2003) Spatio-temporal access methods. IEEE Data Eng Bull 26(2):40–49 Mokbel MF, Ghanem TM, Aref WG (2003) Spatio-temporal access methods. IEEE Data Eng Bull 26(2):40–49
92.
go back to reference Morton GM (1966) A computer oriented geodetic data base and a new technique in file sequencing. International Business Machines Company, New York Morton GM (1966) A computer oriented geodetic data base and a new technique in file sequencing. International Business Machines Company, New York
93.
go back to reference Mukai N, Feng J, Watanabe T (2004) Heuristic approach based on lambda-interchange for VRTPR-tree on specific vehicle routing problem with time windows. In: International conference on industrial, engineering and other applications of applied intelligent systems, pp 229–238. Springer Mukai N, Feng J, Watanabe T (2004) Heuristic approach based on lambda-interchange for VRTPR-tree on specific vehicle routing problem with time windows. In: International conference on industrial, engineering and other applications of applied intelligent systems, pp 229–238. Springer
94.
go back to reference Mukai N, Feng J, Watanabe T (2004) Indexing approach for delivery demands with time constraints. In: Pacific rim international conference on artificial intelligence, pp 95–103. Springer Mukai N, Feng J, Watanabe T (2004) Indexing approach for delivery demands with time constraints. In: Pacific rim international conference on artificial intelligence, pp 95–103. Springer
95.
go back to reference Nascimento MA, Silva JR (1998) Towards historical R-trees. In: Symposium on applied computing, pp 235–240. ACM Nascimento MA, Silva JR (1998) Towards historical R-trees. In: Symposium on applied computing, pp 235–240. ACM
96.
go back to reference Nascimento MA, Silva JR, Theodoridis Y (1999) Evaluation of access structures for discretely moving points. In: Spatio-temporal database management, pp 171–189. Springer Nascimento MA, Silva JR, Theodoridis Y (1999) Evaluation of access structures for discretely moving points. In: Spatio-temporal database management, pp 171–189. Springer
97.
go back to reference Nguyen T, He Z, Chen YPP (2012) SeTPR*-tree: Efficient buffering for spatiotemporal indexes via shared execution. Comput J 56(1):115–137CrossRef Nguyen T, He Z, Chen YPP (2012) SeTPR*-tree: Efficient buffering for spatiotemporal indexes via shared execution. Comput J 56(1):115–137CrossRef
98.
go back to reference Nguyen T, He Z, Zhang R, Ward P (2012) Boosting moving object indexing through velocity partitioning. The Proceedings of the VLDB Endowment (PVLDB’12) 5(9):860–871CrossRef Nguyen T, He Z, Zhang R, Ward P (2012) Boosting moving object indexing through velocity partitioning. The Proceedings of the VLDB Endowment (PVLDB’12) 5(9):860–871CrossRef
99.
go back to reference Nguyen-Dinh LV, Aref WG, Mokbel MF (2010) Spatio-temporal access methods: Part 2 (2003-2010). IEEE Data Eng Bull 33(2):46–55 Nguyen-Dinh LV, Aref WG, Mokbel MF (2010) Spatio-temporal access methods: Part 2 (2003-2010). IEEE Data Eng Bull 33(2):46–55
100.
go back to reference Ni J, Ravishankar CV (2005) PA-Tree: A parametric indexing scheme for spatio-temporal trajectories. In: International symposium on spatial and temporal databases, pp 254–272. Springer Ni J, Ravishankar CV (2005) PA-Tree: A parametric indexing scheme for spatio-temporal trajectories. In: International symposium on spatial and temporal databases, pp 254–272. Springer
101.
go back to reference Nievergelt J, Hinterberger H, Sevcik KC (1984) The grid file: an adaptable, symmetric multikey file structure. ACM Trans Database Syst (TODS) 9(1):38–71CrossRef Nievergelt J, Hinterberger H, Sevcik KC (1984) The grid file: an adaptable, symmetric multikey file structure. ACM Trans Database Syst (TODS) 9(1):38–71CrossRef
102.
go back to reference Orenstein JA, Merrett TH (1984) A class of data structures for associative searching. In: Proceedings of the 3rd ACM SIGACT-SIGMOD symposium on Principles of database systems (PODS), pp 181–190. ACM Orenstein JA, Merrett TH (1984) A class of data structures for associative searching. In: Proceedings of the 3rd ACM SIGACT-SIGMOD symposium on Principles of database systems (PODS), pp 181–190. ACM
103.
go back to reference Patel JM, Chen Y, Chakka VP (2004) STRIPES: An efficient index for predicted trajectories. In: The international conference on management of data (SIGMOD’04), pp 637–646 Patel JM, Chen Y, Chakka VP (2004) STRIPES: An efficient index for predicted trajectories. In: The international conference on management of data (SIGMOD’04), pp 637–646
104.
go back to reference Patroumpas K, Sellis T (2009) Monitoring orientation of moving objects around focal points. In: International symposium on spatial and temporal databases, pp 228–246. Springer Patroumpas K, Sellis T (2009) Monitoring orientation of moving objects around focal points. In: International symposium on spatial and temporal databases, pp 228–246. Springer
105.
go back to reference Pelanis M, Šaltenis S, Jensen CS (2006) Indexing the past, present, and anticipated future positions of moving objects. ACM Trans Database Syst (TODS) 31 (1):255–298CrossRef Pelanis M, Šaltenis S, Jensen CS (2006) Indexing the past, present, and anticipated future positions of moving objects. ACM Trans Database Syst (TODS) 31 (1):255–298CrossRef
106.
go back to reference Pfoser D, Jensen CS, Theodoridis Y et al (2000) Novel approaches to the indexing of moving object trajectories. In: The Proceedings of the VLDB Endowment (PVLDB’00), pp 395–406 Pfoser D, Jensen CS, Theodoridis Y et al (2000) Novel approaches to the indexing of moving object trajectories. In: The Proceedings of the VLDB Endowment (PVLDB’00), pp 395–406
107.
go back to reference Popa IS, Zeitouni K, Oria V, Barth D, Vial S (2010) PARINET: A tunable access method for in-network trajectories. In: The IEEE international conference on data engineering (ICDE’10), pp 177–188. IEEE Popa IS, Zeitouni K, Oria V, Barth D, Vial S (2010) PARINET: A tunable access method for in-network trajectories. In: The IEEE international conference on data engineering (ICDE’10), pp 177–188. IEEE
108.
go back to reference Porkaew K, Lazaridis I, Mehrotra S (2001) Querying mobile objects in spatio-temporal databases. In: International symposium on spatial and temporal databases (SSTD’01), pp 59–78. Springer Porkaew K, Lazaridis I, Mehrotra S (2001) Querying mobile objects in spatio-temporal databases. In: International symposium on spatial and temporal databases (SSTD’01), pp 59–78. Springer
109.
go back to reference Prabhakar S, Xia Y, Kalashnikov DV, Aref WG, Hambrusch SE (2002) Query indexing and velocity constrained indexing: Scalable techniques for continuous queries on moving objects. IEEE Trans Comput 51(10):1124–1140CrossRef Prabhakar S, Xia Y, Kalashnikov DV, Aref WG, Hambrusch SE (2002) Query indexing and velocity constrained indexing: Scalable techniques for continuous queries on moving objects. IEEE Trans Comput 51(10):1124–1140CrossRef
110.
go back to reference Procopiuc CM, Agarwal PK, Har-Peled S (2002) Star-tree: an efficient self-adjusting index for moving objects. In: Workshop on algorithm engineering and experimentation, pp 178–193. Springer Procopiuc CM, Agarwal PK, Har-Peled S (2002) Star-tree: an efficient self-adjusting index for moving objects. In: Workshop on algorithm engineering and experimentation, pp 178–193. Springer
111.
go back to reference Pugh W (1990) Concurrent maintenance of lists. In: Dept. of computer science, university of maryland, college park Pugh W (1990) Concurrent maintenance of lists. In: Dept. of computer science, university of maryland, college park
112.
go back to reference Ranu S, Deepak P, Telang AD, Deshpande P, Raghavan S (2015) Indexing and matching trajectories under inconsistent sampling rates. In: The IEEE international conference on data engineering (ICDE’15), pp 999–1010 Ranu S, Deepak P, Telang AD, Deshpande P, Raghavan S (2015) Indexing and matching trajectories under inconsistent sampling rates. In: The IEEE international conference on data engineering (ICDE’15), pp 999–1010
113.
go back to reference Ray S (2014) Towards high performance spatio-temporal data management systems. In: The IEEE international conference on mobile data management (MDM’14), vol 2, pp 19–22 Ray S (2014) Towards high performance spatio-temporal data management systems. In: The IEEE international conference on mobile data management (MDM’14), vol 2, pp 19–22
114.
go back to reference Romero M, Brisaboa N, Rodríguez MA (2012) The SMO-index: A succinct moving object structure for timestamp and interval queries. In: Advances in geographic information systems, pp 498–501 Romero M, Brisaboa N, Rodríguez MA (2012) The SMO-index: A succinct moving object structure for timestamp and interval queries. In: Advances in geographic information systems, pp 498–501
115.
go back to reference Saltenis S, Jensen CS (2002) Indexing of moving objects for location-based services. In: International conference on data engineering (ICDE’02), pp 463–472. IEEE Saltenis S, Jensen CS (2002) Indexing of moving objects for location-based services. In: International conference on data engineering (ICDE’02), pp 463–472. IEEE
116.
go back to reference Šaltenis S, Jensen CS, Leutenegger ST, Lopez MA (2000) Indexing the positions of continuously moving objects. In: International conference on management of data (SIGMOD’00), vol 29, pp 331–342. ACM Šaltenis S, Jensen CS, Leutenegger ST, Lopez MA (2000) Indexing the positions of continuously moving objects. In: International conference on management of data (SIGMOD’00), vol 29, pp 331–342. ACM
117.
go back to reference Sandu Popa I, Zeitouni K, Oria V, Barth D, Vial S (2011) Indexing in-network trajectory flows. Intern J Very Large Data Bases (VLDB J) 20(5):643–669CrossRef Sandu Popa I, Zeitouni K, Oria V, Barth D, Vial S (2011) Indexing in-network trajectory flows. Intern J Very Large Data Bases (VLDB J) 20(5):643–669CrossRef
118.
go back to reference Schmiegelt P, Behrend A, Seeger B, Koch W (2014) A concurrently updatable index structure for predicted paths of moving objects. Data Knowl Eng 93:80–96CrossRef Schmiegelt P, Behrend A, Seeger B, Koch W (2014) A concurrently updatable index structure for predicted paths of moving objects. Data Knowl Eng 93:80–96CrossRef
119.
go back to reference Senechal M (1993) Spatial tessellations: Concepts and applications of voronoi diagrams. Science 260(5111):1170–1173CrossRef Senechal M (1993) Spatial tessellations: Concepts and applications of voronoi diagrams. Science 260(5111):1170–1173CrossRef
120.
go back to reference Seo DM, Song SI, Park YH, Yoo JS, Kim MH (2008) Bdh-tree: A B+-tree based indexing method for very frequent updates of moving objects. In: International symposium on computer science and its applications (CSA’08), pp 314–319. IEEE Seo DM, Song SI, Park YH, Yoo JS, Kim MH (2008) Bdh-tree: A B+-tree based indexing method for very frequent updates of moving objects. In: International symposium on computer science and its applications (CSA’08), pp 314–319. IEEE
121.
go back to reference Shen B, Zhao Y, Li G, Zheng W, Qin Y, Yuan B, Rao Y (2017) V-Tree: Efficient kNN search on moving objects with road-network constraints. In: The IEEE international conference on data engineering (ICDE’17), pp 609–620 Shen B, Zhao Y, Li G, Zheng W, Qin Y, Yuan B, Rao Y (2017) V-Tree: Efficient kNN search on moving objects with road-network constraints. In: The IEEE international conference on data engineering (ICDE’17), pp 609–620
122.
go back to reference Šidlauskas D, Ross K, Jensen C, Šaltenis S (2011) Thread-level parallel indexing of update intensive moving-object workloads. Adv Spatial Temporal Database 6849:186–204 Šidlauskas D, Ross K, Jensen C, Šaltenis S (2011) Thread-level parallel indexing of update intensive moving-object workloads. Adv Spatial Temporal Database 6849:186–204
123.
go back to reference Šidlauskas D, Šaltenis S, Christiansen CW, Johansen JM, Šaulys D (2009) Trees or grids?: indexing moving objects in main memory. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’09), pp 236–245 Šidlauskas D, Šaltenis S, Christiansen CW, Johansen JM, Šaulys D (2009) Trees or grids?: indexing moving objects in main memory. In: The ACM international conference on advances in geographic information systems (SIGSPATIAL’09), pp 236–245
124.
go back to reference Šidlauskas D, Šaltenis S, Jensen CS (2012) Parallel main-memory indexing for moving-object query and update workloads. In: The international conference on management of data (SIGMOD’12), pp 37–48 Šidlauskas D, Šaltenis S, Jensen CS (2012) Parallel main-memory indexing for moving-object query and update workloads. In: The international conference on management of data (SIGMOD’12), pp 37–48
125.
go back to reference Silva YN, Xiong X, Aref WG (2009) The RUM-tree: supporting frequent updates in R-trees using memos. Intern J Very Large Data Bases (VLDB J) 18 (3):719–738CrossRef Silva YN, Xiong X, Aref WG (2009) The RUM-tree: supporting frequent updates in R-trees using memos. Intern J Very Large Data Bases (VLDB J) 18 (3):719–738CrossRef
126.
go back to reference Singh M, Zhu Q, Jagadish H (2012) SWST: A disk based index for sliding window spatio-temporal data. In: The IEEE international conference on data engineering (ICDE’12), pp 342–353 Singh M, Zhu Q, Jagadish H (2012) SWST: A disk based index for sliding window spatio-temporal data. In: The IEEE international conference on data engineering (ICDE’12), pp 342–353
127.
go back to reference Skovsgaard A, Sidlauskas D, Jensen CS (2014) Scalable top-k spatio-temporal term querying. In: The IEEE international conference on data engineering (ICDE’14), pp 148–159 Skovsgaard A, Sidlauskas D, Jensen CS (2014) Scalable top-k spatio-temporal term querying. In: The IEEE international conference on data engineering (ICDE’14), pp 148–159
128.
go back to reference Song Z, Roussopoulos N (2001) Hashing moving objects. In: International conference on mobile data management (MDM’01), pp 161–172. Springer Song Z, Roussopoulos N (2001) Hashing moving objects. In: International conference on mobile data management (MDM’01), pp 161–172. Springer
129.
go back to reference Song Z, Roussopoulos N (2003) SEB-Tree: An approach to index continuously moving objects. In: International conference on mobile data management (MDM’03), pp 340–344. Springer Song Z, Roussopoulos N (2003) SEB-Tree: An approach to index continuously moving objects. In: International conference on mobile data management (MDM’03), pp 340–344. Springer
130.
go back to reference Stantic B, Topor R, Terry J, Sattar A (2010) Advanced indexing technique for temporal data. Computer Science and Information Systems 7(4):679–703 Stantic B, Topor R, Terry J, Sattar A (2010) Advanced indexing technique for temporal data. Computer Science and Information Systems 7(4):679–703
131.
go back to reference Tanimoto S, Pavlidis T (1975) A hierarchical data structure for picture processing. Comput Graphics Image Process 4(2):104–119CrossRef Tanimoto S, Pavlidis T (1975) A hierarchical data structure for picture processing. Comput Graphics Image Process 4(2):104–119CrossRef
132.
go back to reference Tao Y, Faloutsos C, Papadias D, Liu B (2004) Prediction and indexing of moving objects with unknown motion patterns. In: International conference on management of data (SIGMOD’04), pp 611–622. ACM Tao Y, Faloutsos C, Papadias D, Liu B (2004) Prediction and indexing of moving objects with unknown motion patterns. In: International conference on management of data (SIGMOD’04), pp 611–622. ACM
133.
go back to reference Tao Y, Papadias D (2001) Efficient historical R-trees. In: The international conference on scientific and statistical database management (SSDBM’01), p 0223. IEEE Tao Y, Papadias D (2001) Efficient historical R-trees. In: The international conference on scientific and statistical database management (SSDBM’01), p 0223. IEEE
134.
go back to reference Tao Y, Papadias D (2001) MV3R-tree: A spatio-temporal access method for timestamp and interval queries. In: The Proceedings of the VLDB Endowment (PVLDB’01), pp 431–440 Tao Y, Papadias D (2001) MV3R-tree: A spatio-temporal access method for timestamp and interval queries. In: The Proceedings of the VLDB Endowment (PVLDB’01), pp 431–440
135.
go back to reference Tao Y, Papadias D, Sun J (2003) The TPR*-tree: An optimized spatio-temporal access method for predictive queries. In: International conference on very large data bases (PVLDB’03), pp 790–801. VLDB endowment Tao Y, Papadias D, Sun J (2003) The TPR*-tree: An optimized spatio-temporal access method for predictive queries. In: International conference on very large data bases (PVLDB’03), pp 790–801. VLDB endowment
136.
go back to reference Tayeb J, Ulusoy Ö, Wolfson O (1998) A quadtree-based dynamic attribute indexing method. Comput J 41(3):185–200CrossRef Tayeb J, Ulusoy Ö, Wolfson O (1998) A quadtree-based dynamic attribute indexing method. Comput J 41(3):185–200CrossRef
137.
go back to reference That DHT, Popa IS, Zeitouni K (2015) TRIFL: A generic trajectory index for flash storage. ACM Trans Spatial Algorithm Syst 1(2):6CrossRef That DHT, Popa IS, Zeitouni K (2015) TRIFL: A generic trajectory index for flash storage. ACM Trans Spatial Algorithm Syst 1(2):6CrossRef
138.
go back to reference Theodoridis Y, Vazirgiannis M, Sellis T (1996) Spatio-temporal indexing for large multimedia applications. In: International conference on multimedia computing and systems, pp 441–448. IEEE Theodoridis Y, Vazirgiannis M, Sellis T (1996) Spatio-temporal indexing for large multimedia applications. In: International conference on multimedia computing and systems, pp 441–448. IEEE
139.
go back to reference To QC, Dang TK, Kung J (2011) OST-Tree: An access method for obfuscating spatio-temporal data in location based services. In: International conference on new technologies, mobility and security (NTMS’11), pp 1–5. IEEE To QC, Dang TK, Kung J (2011) OST-Tree: An access method for obfuscating spatio-temporal data in location based services. In: International conference on new technologies, mobility and security (NTMS’11), pp 1–5. IEEE
140.
go back to reference Toshniwal A, Taneja S, et al. (2014) Storm@ twitter. In: The international conference on management of data (SIGMOD’14), pp 147–156 Toshniwal A, Taneja S, et al. (2014) Storm@ twitter. In: The international conference on management of data (SIGMOD’14), pp 147–156
141.
go back to reference Tung HDT, Jung YJ, Lee EJ, Ryu KH (2004) Moving point indexing for future location query. In: International conference on conceptual modeling, pp 79–90. Springer Tung HDT, Jung YJ, Lee EJ, Ryu KH (2004) Moving point indexing for future location query. In: International conference on conceptual modeling, pp 79–90. Springer
143.
go back to reference Tzouramanis T, Vassilakopoulos M, Manolopoulos Y (1998) Overlapping linear quadtrees: a spatio-temporal access method. In: International symposium on advances in geographic information systems, pp 1–7. ACM Tzouramanis T, Vassilakopoulos M, Manolopoulos Y (1998) Overlapping linear quadtrees: a spatio-temporal access method. In: International symposium on advances in geographic information systems, pp 1–7. ACM
144.
go back to reference Ulrich T (2000) Loose octrees. Game Programming Gems 1:434–442 Ulrich T (2000) Loose octrees. Game Programming Gems 1:434–442
145.
go back to reference Valdés F, Güting RH (2017) Index-supported pattern matching on tuples of time-dependent values. GeoInformatica 21(3):429–458CrossRef Valdés F, Güting RH (2017) Index-supported pattern matching on tuples of time-dependent values. GeoInformatica 21(3):429–458CrossRef
146.
go back to reference Wang H, Belhassena A (2017) Parallel trajectory search based on distributed index. Inf Sci 388:62–83CrossRef Wang H, Belhassena A (2017) Parallel trajectory search based on distributed index. Inf Sci 388:62–83CrossRef
147.
go back to reference Wang L, Zheng Y, Xie X, Ma WY (2008) A flexible spatio-temporal indexing scheme for large-scale GPS track retrieval. In: International conference on mobile data management (MDM’08), pp 1–8. IEEE Wang L, Zheng Y, Xie X, Ma WY (2008) A flexible spatio-temporal indexing scheme for large-scale GPS track retrieval. In: International conference on mobile data management (MDM’08), pp 1–8. IEEE
148.
go back to reference Wang S, Bao Z, Culpepper JS, Sellis T, Sanderson M, Qin X (2017) Answering top-k exemplar trajectory queries. In: The IEEE international conference on data engineering (ICDE’17), pp 597–608. IEEE Wang S, Bao Z, Culpepper JS, Sellis T, Sanderson M, Qin X (2017) Answering top-k exemplar trajectory queries. In: The IEEE international conference on data engineering (ICDE’17), pp 597–608. IEEE
149.
go back to reference Wang X, Zhang Y, Zhang W, Lin X, Wang W (2015) AP-Tree: Efficiently support location-aware publish/subscribe. Intern J Very Large Data Bases (VLDB J.) 24(6):823–848CrossRef Wang X, Zhang Y, Zhang W, Lin X, Wang W (2015) AP-Tree: Efficiently support location-aware publish/subscribe. Intern J Very Large Data Bases (VLDB J.) 24(6):823–848CrossRef
150.
go back to reference Xu X, Lu JHW (1990) RT-tree: An improved R-tree indexing structure for temporal spatial databases. In: The international symposium on spatial data handling, pp 1040–1049 Xu X, Lu JHW (1990) RT-tree: An improved R-tree indexing structure for temporal spatial databases. In: The international symposium on spatial data handling, pp 1040–1049
151.
go back to reference Xie X, Lu H, Pedersen TB (2013) Efficient distance-aware query evaluation on indoor moving objects. In: The IEEE international conference on data engineering (ICDE’13), pp 434–445. IEEE Xie X, Lu H, Pedersen TB (2013) Efficient distance-aware query evaluation on indoor moving objects. In: The IEEE international conference on data engineering (ICDE’13), pp 434–445. IEEE
152.
go back to reference Xie X, Mei B, Chen J, Du X, Jensen CS (2016) Elite: an elastic infrastructure for big spatiotemporal trajectories. Intern J Very Large Data Bases (VLDB J) 25(4):473–493CrossRef Xie X, Mei B, Chen J, Du X, Jensen CS (2016) Elite: an elastic infrastructure for big spatiotemporal trajectories. Intern J Very Large Data Bases (VLDB J) 25(4):473–493CrossRef
153.
go back to reference Xiong X, Aref WG (2006) R-trees with update memos. In: The IEEE international conference on data engineering (ICDE’06), pp 22–22 Xiong X, Aref WG (2006) R-trees with update memos. In: The IEEE international conference on data engineering (ICDE’06), pp 22–22
154.
go back to reference Xiong X, Mokbel MF, Aref WG (2006) LUGRid: Update-tolerant grid-based indexing for moving objects. In: International conference on mobile data management (MDM’13), p 13 Xiong X, Mokbel MF, Aref WG (2006) LUGRid: Update-tolerant grid-based indexing for moving objects. In: International conference on mobile data management (MDM’13), p 13
155.
go back to reference Xu X, Xiong L, Sunderam V (2016) D-grid: an in-memory dual space grid index for moving object databases. In: The IEEE international conference on mobile data management (MDM’16), pp 252–261 Xu X, Xiong L, Sunderam V (2016) D-grid: an in-memory dual space grid index for moving object databases. In: The IEEE international conference on mobile data management (MDM’16), pp 252–261
156.
go back to reference Xu X, Xiong L, Sunderam V, Liu J, Luo J (2015) Speed partitioning for indexing moving objects. In: The international symposium on spatial and temporal databases (SSTD’15), pp 216–234 Xu X, Xiong L, Sunderam V, Liu J, Luo J (2015) Speed partitioning for indexing moving objects. In: The international symposium on spatial and temporal databases (SSTD’15), pp 216–234
157.
go back to reference Xu Y, Tan G (2014) Sim-Tree: indexing moving objects in large-scale parallel microscopic traffic simulation. In: ACM Conference on principles of advanced discrete simulation (PADS) (SIGSIM’14), pp 51–62 Xu Y, Tan G (2014) Sim-Tree: indexing moving objects in large-scale parallel microscopic traffic simulation. In: ACM Conference on principles of advanced discrete simulation (PADS) (SIGSIM’14), pp 51–62
158.
go back to reference YAN Qy, MENG Fr (2004) Multiple version TPR-tree. Comput Eng Design 10:057 YAN Qy, MENG Fr (2004) Multiple version TPR-tree. Comput Eng Design 10:057
159.
go back to reference Yan X, Guo J, Lan Y, Cheng X (2013) A biterm topic model for short texts. In: Proceedings of the 22nd international conference on World Wide Web, pp 1445–1456. ACM Yan X, Guo J, Lan Y, Cheng X (2013) A biterm topic model for short texts. In: Proceedings of the 22nd international conference on World Wide Web, pp 1445–1456. ACM
160.
go back to reference Yao B, Li F, Hadjieleftheriou M, Hou K (2010) Approximate string search in spatial databases. In: The IEEE international conference on data engineering (ICDE’10), pp 545–556. IEEE Yao B, Li F, Hadjieleftheriou M, Hou K (2010) Approximate string search in spatial databases. In: The IEEE international conference on data engineering (ICDE’10), pp 545–556. IEEE
161.
go back to reference Yiu ML, Tao Y, Mamoulis N (2008) The Bdual-tree: Indexing moving objects by space filling curves in the dual space. Intern J Very Large Data Bases (VLDB J) 17(3):379–400CrossRef Yiu ML, Tao Y, Mamoulis N (2008) The Bdual-tree: Indexing moving objects by space filling curves in the dual space. Intern J Very Large Data Bases (VLDB J) 17(3):379–400CrossRef
162.
go back to reference Yu Z, Liu Y, Yu X, Pu KQ (2015) Scalable distributed processing of k nearest neighbor queries over moving objects. IEEE Trans Knowl Data Eng (TKDE) 27(5):1383–1396CrossRef Yu Z, Liu Y, Yu X, Pu KQ (2015) Scalable distributed processing of k nearest neighbor queries over moving objects. IEEE Trans Knowl Data Eng (TKDE) 27(5):1383–1396CrossRef
163.
go back to reference Zaharia M, Xin RS, Wendell P, Das T, Armbrust M, Dave A, Meng X, Rosen J, Venkataraman S, Franklin MJ et al (2016) Apache spark: a unified engine for big data processing. Commun ACM 59(11):56–65CrossRef Zaharia M, Xin RS, Wendell P, Das T, Armbrust M, Dave A, Meng X, Rosen J, Venkataraman S, Franklin MJ et al (2016) Apache spark: a unified engine for big data processing. Commun ACM 59(11):56–65CrossRef
164.
go back to reference Zäschke T, Zimmerli C, Norrie MC (2014) The PH-tree: A space-efficient storage structure and multi-dimensional index. In: The international conference on management of data (SIGMOD’14), pp 397–408 Zäschke T, Zimmerli C, Norrie MC (2014) The PH-tree: A space-efficient storage structure and multi-dimensional index. In: The international conference on management of data (SIGMOD’14), pp 397–408
165.
go back to reference Zheng B, Yuan NJ, Zheng K, Xie X, Sadiq S, Zhou X (2015) Approximate keyword search in semantic trajectory database. In: The IEEE international conference on data engineering (ICDE’15), pp 975–986. IEEE Zheng B, Yuan NJ, Zheng K, Xie X, Sadiq S, Zhou X (2015) Approximate keyword search in semantic trajectory database. In: The IEEE international conference on data engineering (ICDE’15), pp 975–986. IEEE
166.
go back to reference Zheng K, Shang S, Yuan NJ, Yang Y (2013) Towards efficient search for activity trajectories. In: The IEEE international conference on data engineering (ICDE’13), pp 230–241. IEEE Zheng K, Shang S, Yuan NJ, Yang Y (2013) Towards efficient search for activity trajectories. In: The IEEE international conference on data engineering (ICDE’13), pp 230–241. IEEE
167.
go back to reference Zheng K, Trajcevski G, Zhou X, Scheuermann P (2011) Probabilistic range queries for uncertain trajectories on road networks. In: The international conference on extending database technology (EDBT’11), pp 283–294 Zheng K, Trajcevski G, Zhou X, Scheuermann P (2011) Probabilistic range queries for uncertain trajectories on road networks. In: The international conference on extending database technology (EDBT’11), pp 283–294
168.
go back to reference Zheng K, Zheng B, Xu J, Liu G, Liu A, Li Z (2016) Popularity-aware spatial keyword search on activity trajectories. World Wide Web 4(20):749–773 Zheng K, Zheng B, Xu J, Liu G, Liu A, Li Z (2016) Popularity-aware spatial keyword search on activity trajectories. World Wide Web 4(20):749–773
169.
go back to reference Zhou P, Zhang D, Salzberg B, Cooperman G, Kollios G (2005) Close pair queries in moving object databases. In: Proceedings of the 13th annual ACM international workshop on Geographic information systems, pp 2–11. ACM Zhou P, Zhang D, Salzberg B, Cooperman G, Kollios G (2005) Close pair queries in moving object databases. In: Proceedings of the 13th annual ACM international workshop on Geographic information systems, pp 2–11. ACM
170.
go back to reference Zhu Y, Ren X, Feng J (2006) NCO-Tree: A spatio-temporal access method for segment-based tracking of moving objects. In: International conference on knowledge-based and intelligent information and engineering systems, pp 1191–1198. Springer Zhu Y, Ren X, Feng J (2006) NCO-Tree: A spatio-temporal access method for segment-based tracking of moving objects. In: International conference on knowledge-based and intelligent information and engineering systems, pp 1191–1198. Springer
171.
go back to reference Zhu Y, Wang S, Zhou X, Zhang Y (2013) RUM+-Tree: A new multidimensional index supporting frequent updates. In: The international conference on web-age information management (WAIM’13), pp 235–240 Zhu Y, Wang S, Zhou X, Zhang Y (2013) RUM+-Tree: A new multidimensional index supporting frequent updates. In: The international conference on web-age information management (WAIM’13), pp 235–240
Metadata
Title
Spatio-temporal access methods: a survey (2010 - 2017)
Authors
Ahmed R. Mahmood
Sri Punni
Walid G. Aref
Publication date
09-10-2018
Publisher
Springer US
Published in
GeoInformatica / Issue 1/2019
Print ISSN: 1384-6175
Electronic ISSN: 1573-7624
DOI
https://doi.org/10.1007/s10707-018-0329-2