{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T08:16:18Z","timestamp":1774685778480,"version":"3.50.1"},"reference-count":76,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2020,7,27]],"date-time":"2020-07-27T00:00:00Z","timestamp":1595808000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,7,27]],"date-time":"2020-07-27T00:00:00Z","timestamp":1595808000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100009879","name":"Regione Emilia-Romagna","doi-asserted-by":"publisher","award":["J32I16000120009"],"award-info":[{"award-number":["J32I16000120009"]}],"id":[{"id":"10.13039\/501100009879","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Netw Syst Manage"],"published-print":{"date-parts":[[2020,10]]},"DOI":"10.1007\/s10922-020-09549-6","type":"journal-article","created":{"date-parts":[[2020,7,27]],"date-time":"2020-07-27T04:53:32Z","timestamp":1595825612000},"page":"990-1035","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":24,"title":["Big Spatial Data Management for the Internet of Things: A Survey"],"prefix":"10.1007","volume":"28","author":[{"given":"Isam Mashhour","family":"Al Jawarneh","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0992-7948","authenticated-orcid":false,"given":"Paolo","family":"Bellavista","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Antonio","family":"Corradi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luca","family":"Foschini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rebecca","family":"Montanari","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,7,27]]},"reference":[{"key":"9549_CR1","doi-asserted-by":"crossref","unstructured":"Al Jawarneh, I.M., Bellavista, P., Foschini, L., Montanari, R.: Spatial-aware approximate big data stream processing. In: 2019 IEEE global communications conference (GLOBECOM), pp. 1\u20136 (2019)","DOI":"10.1109\/GLOBECOM38437.2019.9014291"},{"key":"9549_CR2","doi-asserted-by":"crossref","unstructured":"Aljawarneh, I.M., Bellavista, P., De Rolt, C. R., Foschini, L.: Dynamic identification of participatory mobile health communities. In: Cloud infrastructures, services, and IoT systems for smart cities, pp. 208\u2013217. Anonymous Springer (2017)","DOI":"10.1007\/978-3-319-67636-4_22"},{"key":"9549_CR3","doi-asserted-by":"crossref","unstructured":"Sahoo, S.S., Wei, A., Tatsuoka, C., Ghosh, K., Lhatoo, S.D.: Processing neurology clinical data for knowledge discovery: scalable data flows using distributed computing. In: Machine Learning for Health Informatics, pp. 303\u2013318. Anonymous Springer (2016)","DOI":"10.1007\/978-3-319-50478-0_15"},{"key":"9549_CR4","doi-asserted-by":"crossref","unstructured":"Aji, A., Wang, F., Saltz, J.H.: Towards building a high performance spatial query system for large scale medical imaging data. In: Proceedings of the 20th international conference on advances in geographic information systems, pp. 309\u2013318 (2012)","DOI":"10.1145\/2424321.2424361"},{"key":"9549_CR5","doi-asserted-by":"crossref","unstructured":"Gomes, E., Dantas, M.A., de Macedo, D.D., De Rolt, C., Brocardo, M.L., Foschini, L.: Towards an infrastructure to support big data for a smart city project. In: 2016 IEEE 25th international conference on enabling technologies: infrastructure for collaborative enterprises (WETICE), pp. 107\u2013112 (2016)","DOI":"10.1109\/WETICE.2016.31"},{"key":"9549_CR6","doi-asserted-by":"crossref","unstructured":"Bellavista, P., Berrocal, J., Corradi, A., Das, S.K., Foschini, L., Al Jawarneh, I.M., Zanni, A.: How fog computing can support latency\/reliability-sensitive IoT applications: an overview and a taxonomy of state-of-the-art solutions (2019)","DOI":"10.1002\/9781119551713.ch6"},{"key":"9549_CR7","doi-asserted-by":"crossref","unstructured":"Vatsavai, R.R., Ganguly, A., Chandola, V., Stefanidis, A., Klasky, S., Shekhar, S.: Spatiotemporal data mining in the era of big spatial data: algorithms and applications. In: Proceedings of the 1st ACM SIGSPATIAL international workshop on analytics for big geospatial data, pp. 1\u201310 (2012)","DOI":"10.1145\/2447481.2447482"},{"key":"9549_CR8","doi-asserted-by":"publisher","first-page":"684","DOI":"10.1016\/j.future.2015.09.021","volume":"56","author":"A Botta","year":"2016","unstructured":"Botta, A., De Donato, W., Persico, V., Pescap\u00e9, A.: Integration of cloud computing and internet of things: a survey. Future Gener. Comput. Syst 56, 684\u2013700 (2016)","journal-title":"Future Gener. Comput. Syst"},{"key":"9549_CR9","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/j.pmcj.2018.12.007","volume":"52","author":"P Bellavista","year":"2019","unstructured":"Bellavista, P., Berrocal, J., Corradi, A., Das, S.K., Foschini, L., Zanni, A.: A survey on fog computing for the Internet of Things. Pervasive Mob. Comput. 52, 71\u201399 (2019)","journal-title":"Pervasive Mob. Comput."},{"issue":"7181","key":"9549_CR10","doi-asserted-by":"publisher","first-page":"990","DOI":"10.1038\/nature06536","volume":"451","author":"KE Jones","year":"2008","unstructured":"Jones, K.E., Patel, N.G., Levy, M.A., Storeygard, A., Balk, D., Gittleman, J.L., Daszak, P.: Global trends in emerging infectious diseases. Nature 451(7181), 990\u2013993 (2008)","journal-title":"Nature"},{"key":"9549_CR11","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/j.pmcj.2018.12.007","volume":"52","author":"P Bellavista","year":"2018","unstructured":"Bellavista, P., Berrocal, J., Corradi, A., Das, S.K., Foschini, L., Zanni, A.: A survey on fog computing for the Internet of Things. Pervasive Mob. Comput. 52, 71\u201399 (2018)","journal-title":"Pervasive Mob. Comput."},{"key":"9549_CR12","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1016\/j.future.2018.04.053","volume":"87","author":"M Ge","year":"2018","unstructured":"Ge, M., Bangui, H., Buhnova, B.: Big data for internet of things: a survey. Future Gener. Comput. Syst. 87, 601\u2013614 (2018)","journal-title":"Future Gener. Comput. Syst."},{"issue":"4","key":"9549_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3204947","volume":"51","author":"E Siow","year":"2018","unstructured":"Siow, E., Tiropanis, T., Hall, W.: Analytics for the internet of things: a survey. ACM Comput. Surv. 51(4), 1\u201336 (2018)","journal-title":"ACM Comput. Surv."},{"issue":"10-10","key":"9549_CR14","first-page":"95","volume":"10","author":"M Zaharia","year":"2010","unstructured":"Zaharia, M., Chowdhury, M., Franklin, M.J., Shenker, S., Stoica, I.: Spark: cluster computing with working sets. HotCloud 10(10-10), 95 (2010)","journal-title":"HotCloud"},{"key":"9549_CR15","doi-asserted-by":"crossref","unstructured":"Shvachko, K., Kuang, H., Radia, S., Chansler, R.: The hadoop distributed file system. In: Msst, pp. 1\u201310 (2010)","DOI":"10.1109\/MSST.2010.5496972"},{"key":"9549_CR16","volume-title":"Mongodb: the definitive guide: powerful and scalable data storage","author":"S Bradshaw","year":"2018","unstructured":"Bradshaw, S., Chodorow, K.: Mongodb: the definitive guide: powerful and scalable data storage, 3rd edn. O\u2019Reilly Media Inc, Newton (2018)","edition":"3"},{"key":"9549_CR17","volume-title":"MongoDB in action","author":"K Banker","year":"2011","unstructured":"Banker, K.: MongoDB in action. Manning Publications Co., Shelter Island (2011)"},{"issue":"1","key":"9549_CR18","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1007\/s10707-018-0330-9","volume":"23","author":"J Yu","year":"2019","unstructured":"Yu, J., Zhang, Z., Sarwat, M.: Spatial data management in apache spark: the geospark perspective and beyond. GeoInformatica 23(1), 37\u201378 (2019)","journal-title":"GeoInformatica"},{"key":"9549_CR19","doi-asserted-by":"crossref","unstructured":"Khan, R., Khan, S.U., Zaheer, R., Khan, S.: Future internet: the internet of things architecture, possible applications and key challenges. In: 2012 10th international conference on frontiers of information technology, pp. 257\u2013260 (2012)","DOI":"10.1109\/FIT.2012.53"},{"issue":"1","key":"9549_CR20","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1145\/356662.356667","volume":"8","author":"DC Tsichritzis","year":"1976","unstructured":"Tsichritzis, D.C., Lochovsky, F.H.: Hierarchical data-base management: a survey. ACM Comput. Surv. 8(1), 105\u2013123 (1976)","journal-title":"ACM Comput. Surv."},{"issue":"6","key":"9549_CR21","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1145\/1323293.1294281","volume":"41","author":"G DeCandia","year":"2007","unstructured":"DeCandia, G., Hastorun, D., Jampani, M., Kakulapati, G., Lakshman, A., Pilchin, A., Sivasubramanian, S., Vosshall, P., Vogels, W.: Dynamo: amazon\u2019s highly available key-value store. ACM SIGOPS Oper. Syst. Rev. 41(6), 205\u2013220 (2007)","journal-title":"ACM SIGOPS Oper. Syst. Rev."},{"issue":"2","key":"9549_CR22","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1145\/1773912.1773922","volume":"44","author":"A Lakshman","year":"2010","unstructured":"Lakshman, A., Malik, P.: Cassandra: a decentralized structured storage system. ACM SIGOPS Oper. Syst. Rev. 44(2), 35\u201340 (2010)","journal-title":"ACM SIGOPS Oper. Syst. Rev."},{"issue":"2","key":"9549_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1365815.1365816","volume":"26","author":"F Chang","year":"2008","unstructured":"Chang, F., Dean, J., Ghemawat, S., Hsieh, W.C., Wallach, D.A., Burrows, M., Chandra, T., Fikes, A., Gruber, R.E.: Bigtable: a distributed storage system for structured data. ACM Trans. Comput. Syst. 26(2), 1\u201326 (2008)","journal-title":"ACM Trans. Comput. Syst."},{"key":"9549_CR24","unstructured":"Team, A.H.: Apache hbase reference guide. Apache, Version, vol. 2, (0) (2016)"},{"issue":"1","key":"9549_CR25","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1186\/2192-113X-2-22","volume":"2","author":"K Grolinger","year":"2013","unstructured":"Grolinger, K., Higashino, W.A., Tiwari, A., Capretz, M.A.: Data management in cloud environments: NoSQL and NewSQL data stores. J. Cloud Comput. Adv. Syst. Appl. 2(1), 22 (2013)","journal-title":"J. Cloud Comput. Adv. Syst. Appl."},{"issue":"1","key":"9549_CR26","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J Dean","year":"2008","unstructured":"Dean, J., Ghemawat, S.: MapReduce: simplified data processing on large clusters. Commun. ACM 51(1), 107\u2013113 (2008)","journal-title":"Commun. ACM"},{"issue":"3","key":"9549_CR27","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1007\/s10922-014-9307-7","volume":"23","author":"B Jennings","year":"2015","unstructured":"Jennings, B., Stadler, R.: Resource management in clouds: survey and research challenges. J. Netw. Syst. Management 23(3), 567\u2013619 (2015)","journal-title":"J. Netw. Syst. Management"},{"key":"9549_CR28","doi-asserted-by":"crossref","unstructured":"Al Jawarneh, I.M., Bellavista, P., Casimiro, F., Corradi, A, Foschini, L.: Cost-effective strategies for provisioning NoSQL storage services in support for industry 4.0. In: 2018 IEEE symposium on computers and communications (ISCC), pp. 1227 (2018)","DOI":"10.1109\/ISCC.2018.8538616"},{"issue":"11","key":"9549_CR29","doi-asserted-by":"publisher","first-page":"1009","DOI":"10.14778\/2536222.2536227","volume":"6","author":"A Aji","year":"2013","unstructured":"Aji, A., Wang, F., Vo, H., Lee, R., Liu, Q., Zhang, X., Saltz, J.: Hadoop gis: a high performance spatial data warehousing system over mapreduce. Proc. VLDB Endowment 6(11), 1009\u20131020 (2013)","journal-title":"Proc. VLDB Endowment"},{"key":"9549_CR30","doi-asserted-by":"crossref","unstructured":"Eldawy, A., Mokbel, M.F.: Spatialhadoop: a mapreduce framework for spatial data. In: 2015 IEEE 31st international conference on data engineering, pp. 1352\u20131363 (2015)","DOI":"10.1109\/ICDE.2015.7113382"},{"key":"9549_CR31","doi-asserted-by":"crossref","unstructured":"You, S., Zhang, J., Gruenwald, L.: Large-scale spatial join query processing in cloud. In: 2015 31st IEEE international conference on data engineering workshops, pp. 34\u201341 (2015)","DOI":"10.1109\/ICDEW.2015.7129541"},{"key":"9549_CR32","doi-asserted-by":"crossref","unstructured":"Nishimura, S., Das, S., Agrawal, D., El Abbadi, A.: Md-hbase: a scalable multi-dimensional data infrastructure for location aware services. In: in 2011 IEEE 12th international conference on mobile data management, pp. 7\u201316 (2011)","DOI":"10.1109\/MDM.2011.41"},{"key":"9549_CR33","doi-asserted-by":"crossref","unstructured":"Yu, J., Wu, J., Sarwat, M.: Geospark: a cluster computing framework for processing large-scale spatial data. In: Proceedings of the 23rd SIGSPATIAL international conference on advances in geographic information systems, pp. 70 (2015)","DOI":"10.1145\/2820783.2820860"},{"key":"9549_CR34","doi-asserted-by":"crossref","unstructured":"Tang, M., Yu, Y., Aref, W.G., Mahmood, A.R., Malluhi, Q.M., Ouzzani, M.: Locationspark: in-memory distributed spatial query processing and optimization. In: CoRR, pp. 1\u201315 (2019)","DOI":"10.3389\/fdata.2020.00030"},{"key":"9549_CR35","doi-asserted-by":"crossref","unstructured":"Eldawy, A., Mokbel, M.F., Alharthi, S., Alzaidy, A., Tarek, K., Ghani, S.: Shahed: a mapreduce-based system for querying and visualizing spatio-temporal satellite data. In: 2015 IEEE 31st international conference on data engineering, pp. 1585\u20131596 (2015)","DOI":"10.1109\/ICDE.2015.7113427"},{"key":"9549_CR36","doi-asserted-by":"crossref","unstructured":"Vo, H., Aji, A., Wang, F.: SATO: a spatial data partitioning framework for scalable query processing. In: Proceedings of the 22nd ACM SIGSPATIAL international conference on advances in geographic information systems, pp. 545\u2013548 (2014)","DOI":"10.1145\/2666310.2666365"},{"issue":"4","key":"9549_CR37","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1145\/356789.356797","volume":"11","author":"JL Bentley","year":"1979","unstructured":"Bentley, J.L., Friedman, J.H.: Data structures for range searching. ACM Comput. Surv. 11(4), 397\u2013409 (1979)","journal-title":"ACM Comput. Surv."},{"key":"9549_CR38","volume-title":"The art of computer programming: sorting and searching","author":"DE Knuth","year":"1998","unstructured":"Knuth, D.E.: The art of computer programming: sorting and searching, vol. 3, 2nd edn. Addison-Wesley Publishing Company, Redwood City (1998)","edition":"2"},{"issue":"1","key":"9549_CR39","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/BF00288933","volume":"4","author":"RA Finkel","year":"1974","unstructured":"Finkel, R.A., Bentley, J.L.: Quad trees a data structure for retrieval on composite keys. Acta Informatica 4(1), 1\u20139 (1974)","journal-title":"Acta Informatica"},{"issue":"9","key":"9549_CR40","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1145\/361002.361007","volume":"18","author":"JL Bentley","year":"1975","unstructured":"Bentley, J.L.: Multidimensional binary search trees used for associative searching. Commun. ACM 18(9), 509\u2013517 (1975)","journal-title":"Commun. ACM"},{"key":"9549_CR41","unstructured":"Sellis, T.K., Roussopoulos, N., Faloutsos, C.: The R -tree: a dynamic index for multi-dimensional objects. In: Proceedings of the 13th international conference on very large data bases, pp. 507\u2013518 (1987)"},{"key":"9549_CR42","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-0871-6","volume-title":"Space-filling curves","author":"H Sagan","year":"1994","unstructured":"Sagan, H.: Space-filling curves. Springer-Verlag, Berlin (1994)"},{"key":"9549_CR43","doi-asserted-by":"crossref","unstructured":"Fuchs, H., Kedem, Z.M., Naylor, B.F.: On visible surface generation by a priori tree structures. In: ACM Siggraph computer graphics, pp. 124\u2013133 (1980)","DOI":"10.1145\/965105.807481"},{"key":"9549_CR44","unstructured":"Leutenegger, S.T., Lopez, M.A., Edgington, J.: STR: a simple and efficient algorithm for R-tree packing. In: Proceedings 13th international conference on data engineering, pp. 497\u2013506 (1997)"},{"issue":"1","key":"9549_CR45","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/S0304-3975(96)00259-9","volume":"181","author":"T Asano","year":"1997","unstructured":"Asano, T., Ranjan, D., Roos, T., Welzl, E., Widmayer, P.: Space-filling curves and their use in the design of geometric data structures. Theor. Comput. Sci. 181(1), 3\u201315 (1997)","journal-title":"Theor. Comput. Sci."},{"key":"9549_CR46","doi-asserted-by":"crossref","unstructured":"Aljawarneh, I.M., Bellavista, P., Corradi, A., Montanari, R., Foschini, L., Zanotti, A.: Efficient spark-based framework for big geospatial data query processing and analysis. In: 2017 IEEE symposium on computers and communications (ISCC), pp. 851\u2013856 (2017)","DOI":"10.1109\/ISCC.2017.8024633"},{"key":"9549_CR47","doi-asserted-by":"crossref","unstructured":"Al Jawarneh, I.M., Bellavista, P., Corradi, A., Foschini, L., Montanari, R., Zanotti, A.: In-memory spatial-aware framework for processing proximity-alike queries in big spatial data. In: 2018 IEEE 23rd international workshop on computer aided modeling and design of communication links and networks (CAMAD), pp. 1\u20136 (2018)","DOI":"10.1109\/CAMAD.2018.8514950"},{"issue":"13","key":"9549_CR48","doi-asserted-by":"publisher","first-page":"2062","DOI":"10.14778\/2831360.2831361","volume":"8","author":"AM Aly","year":"2015","unstructured":"Aly, A.M., Mahmood, A.R., Hassan, M.S., Aref, W.G., Ouzzani, M., Elmeleegy, H., Qadah, T.: AQWA: adaptive query workload aware partitioning of big spatial data. Proc. VLDB Endowment 8(13), 2062\u20132073 (2015)","journal-title":"Proc. VLDB Endowment"},{"key":"9549_CR49","doi-asserted-by":"crossref","unstructured":"Abdelhamid, A.S., Tang, M., Aly, A.M., Mahmood, A.R., Qadah, T., Aref, W.G., Basalamah, S.: Cruncher: distributed in-memory processing for location-based services. In: 2016 IEEE 32nd international conference on data engineering (ICDE), pp. 1406\u20131409 (2016)","DOI":"10.1109\/ICDE.2016.7498356"},{"issue":"12","key":"9549_CR50","doi-asserted-by":"publisher","first-page":"1602","DOI":"10.14778\/2824032.2824057","volume":"8","author":"A Eldawy","year":"2015","unstructured":"Eldawy, A., Alarabi, L., Mokbel, M.F.: Spatial partitioning techniques in SpatialHadoop. Proc. VLDB Endowment 8(12), 1602\u20131605 (2015)","journal-title":"Proc. VLDB Endowment"},{"key":"9549_CR51","doi-asserted-by":"crossref","unstructured":"Amini, S., Gerostathopoulos, I., Prehofer, C.: Big data analytics architecture for real-time traffic control. In: 2017 5th IEEE international conference on models and technologies for intelligent transportation systems (MT-ITS), pp. 710\u2013715 (2017)","DOI":"10.1109\/MTITS.2017.8005605"},{"key":"9549_CR52","doi-asserted-by":"crossref","unstructured":"Abdelhaq, H., Gertz, M.: On the locality of keywords in twitter streams. In: Proceedings of the 5th ACM SIGSPATIAL international workshop on geostreaming, pp. 12\u201320 (2014)","DOI":"10.1145\/2676552.2676554"},{"issue":"1","key":"9549_CR53","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1145\/1206049.1206056","volume":"32","author":"EH Jacox","year":"2007","unstructured":"Jacox, E.H., Samet, H.: Spatial join techniques. ACM Trans. Database Syst. 32(1), 7 (2007)","journal-title":"ACM Trans. Database Syst."},{"issue":"3","key":"9549_CR54","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1002\/widm.30","volume":"1","author":"H Kriegel","year":"2011","unstructured":"Kriegel, H., Kr\u00f6ger, P., Sander, J., Zimek, A.: Density-based clustering. Wiley Interdiscip Rev Data Min Knowl Discov 1(3), 231\u2013240 (2011)","journal-title":"Wiley Interdiscip Rev Data Min Knowl Discov"},{"key":"9549_CR55","unstructured":"Ester, M., Kriegel, H., Sander, J., Xu, X.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: Kdd, pp. 226\u2013231 (1996)"},{"key":"9549_CR56","doi-asserted-by":"crossref","unstructured":"Dai, B., Lin, I.: Efficient map\/reduce-based dbscan algorithm with optimized data partition. In: 2012 IEEE fifth international conference on cloud computing, pp. 59\u201366 (2012)","DOI":"10.1109\/CLOUD.2012.42"},{"issue":"1","key":"9549_CR57","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1007\/s11704-013-3158-3","volume":"8","author":"Y He","year":"2014","unstructured":"He, Y., Tan, H., Luo, W., Feng, S., Fan, J.: MR-DBSCAN: a scalable MapReduce-based DBSCAN algorithm for heavily skewed data. Front. Comput. Sci. 8(1), 83\u201399 (2014)","journal-title":"Front. Comput. Sci."},{"key":"9549_CR58","doi-asserted-by":"publisher","DOI":"10.1002\/9780470382776","volume-title":"Clustering","author":"R Xu","year":"2008","unstructured":"Xu, R., Wunsch, D.: Clustering, vol. 10. Wiley, New York (2008)"},{"key":"9549_CR59","doi-asserted-by":"crossref","unstructured":"Wang, W., Yang, J., Muntz, R.: PK-tree: a spatial index structure for high dimensional point data. In: Information Organization and Databases Anonymous Springer, pp. 281\u2013293 (2000)","DOI":"10.1007\/978-1-4615-1379-7_20"},{"key":"9549_CR60","doi-asserted-by":"crossref","unstructured":"Aji, A., Wang, F.: High performance spatial query processing for large scale scientific data. In: Proceedings of the on SIGMOD\/PODS 2012 Ph.D. symposium, pp. 9\u201314 (2012)","DOI":"10.1145\/2213598.2213603"},{"key":"9549_CR61","doi-asserted-by":"crossref","unstructured":"Zhong, Y., Zhu, X., Fang, J.: Elastic and effective spatio-temporal query processing scheme on hadoop. In: Proceedings of the 1st ACM SIGSPATIAL international workshop on analytics for big geospatial data, pp. 33\u201342 (2012)","DOI":"10.1145\/2447481.2447486"},{"key":"9549_CR62","unstructured":"Hagedorn, S., Gotze, P., Sattler, K.: The STARK framework for spatio-temporal data analytics on spark. Datenbanksysteme F\u00fcr Business, Technologie Und Web (BTW 2017) (2017)"},{"key":"9549_CR63","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.cag.2015.03.003","volume":"49","author":"R Giachetta","year":"2015","unstructured":"Giachetta, R.: A framework for processing large scale geospatial and remote sensing data in MapReduce environment. Comput. Graph. 49, 37\u201346 (2015)","journal-title":"Comput. Graph."},{"key":"9549_CR64","doi-asserted-by":"crossref","unstructured":"Whitman, R.T., Park, M.B., Ambrose, S.M., Hoel, E.G.: Spatial indexing and analytics on hadoop. In: Proceedings of the 22nd ACM SIGSPATIAL international conference on advances in geographic information systems, pp. 73\u201382 (2014)","DOI":"10.1145\/2666310.2666387"},{"key":"9549_CR65","doi-asserted-by":"crossref","unstructured":"Al Naami, K.M., Seker, S., Khan, L.: GISQF: an efficient spatial query processing system. In: 2014 IEEE 7th international conference on cloud computing, pp. 681\u2013688 (2014)","DOI":"10.1109\/CLOUD.2014.96"},{"key":"9549_CR66","doi-asserted-by":"crossref","unstructured":"Fahmy, M.M., Elghandour, I., Nagi M.: CoS-HDFS: Co-locating geo-distributed spatial data in hadoop distributed file system. In: 2016 IEEE\/ACM 3rd international conference on big data computing applications and technologies (BDCAT), pp. 123\u2013132 (2016)","DOI":"10.1145\/3006299.3006314"},{"key":"9549_CR67","doi-asserted-by":"crossref","unstructured":"Han, D., Stroulia, E.: Hgrid: a data model for large geospatial data sets in hbase. In: 2013 IEEE sixth international conference on cloud computing, pp. 910\u2013917 (2013)","DOI":"10.1109\/CLOUD.2013.78"},{"key":"9549_CR68","doi-asserted-by":"crossref","unstructured":"Weixin, Z., Zhe, Y., Lin, W., Feilong, W., Chengqi, C.: The non-sql spatial data management model in big data time. In: 2015 IEEE international geoscience and remote sensing symposium (IGARSS), pp. 4506\u20134509 (2015)","DOI":"10.1109\/IGARSS.2015.7326829"},{"key":"9549_CR69","doi-asserted-by":"crossref","unstructured":"Li, S., Amin, M.T., Ganti, R., Srivatsa, M., Hu, S., Zhao, Y., Abdelzaher, T.: Stark: optimizing in-memory computing for dynamic dataset collections. In: 2017 IEEE 37th international conference on distributed computing systems (ICDCS), pp. 103\u2013114 (2017)","DOI":"10.1109\/ICDCS.2017.143"},{"issue":"4","key":"9549_CR70","doi-asserted-by":"publisher","first-page":"2833","DOI":"10.1007\/s10586-017-1081-3","volume":"20","author":"K Zheng","year":"2017","unstructured":"Zheng, K., Gu, D., Fang, F., Zhang, M., Zheng, K., Li, Q.: Data storage optimization strategy in distributed column-oriented database by considering spatial adjacency. Cluster Comput. 20(4), 2833\u20132844 (2017)","journal-title":"Cluster Comput."},{"issue":"2","key":"9549_CR71","first-page":"197","volume":"23","author":"T Brinkhoff","year":"1994","unstructured":"Brinkhoff, T., Kriegel, H., Schneider, R., Seeger, B.: Multi-step processing of spatial joins. ACM 23(2), 197\u2013208 (1994)","journal-title":"ACM"},{"key":"9549_CR72","unstructured":"Sriharsha, R.: Magellan: geospatial analytics on spark. Retrieved May, vol. 1, pp. 2018 (2015)"},{"key":"9549_CR73","doi-asserted-by":"crossref","unstructured":"Baig, F., Vo, H., Kurc, T., Saltz, J., Wang, F.: Sparkgis: resource aware efficient in-memory spatial query processing. In: Proceedings of the 25th ACM SIGSPATIAL international conference on advances in geographic information systems, pp. 1\u201310 (2017)","DOI":"10.1145\/3139958.3140019"},{"key":"9549_CR74","doi-asserted-by":"crossref","unstructured":"Xie, D., Li, F., Yao, B., Li, G., Zhou, L., Guo, M.: Simba: efficient in-memory spatial analytics. In: Proceedings of the 2016 international conference on management of data, pp. 1071\u20131085 (2016)","DOI":"10.1145\/2882903.2915237"},{"key":"9549_CR75","doi-asserted-by":"crossref","unstructured":"Reiss, C., Tumanov, A., Ganger, G.R., Katz, R.H., Kozuch, M.A.: Heterogeneity and dynamicity of clouds at scale: Google trace analysis. In: Proceedings of the third ACM symposium on cloud computing, pp. 7 (2012)","DOI":"10.1145\/2391229.2391236"},{"key":"9549_CR76","doi-asserted-by":"crossref","unstructured":"Delimitrou, C., Kozyrakis, C.: Quasar: resource-efficient and QoS-aware cluster management. In: ACM SIGARCH computer architecture news, pp. 127\u2013144 (2014)","DOI":"10.1145\/2654822.2541941"}],"container-title":["Journal of Network and Systems Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10922-020-09549-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10922-020-09549-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10922-020-09549-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,7,26]],"date-time":"2021-07-26T23:35:50Z","timestamp":1627342550000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10922-020-09549-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,27]]},"references-count":76,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2020,10]]}},"alternative-id":["9549"],"URL":"https:\/\/doi.org\/10.1007\/s10922-020-09549-6","relation":{},"ISSN":["1064-7570","1573-7705"],"issn-type":[{"value":"1064-7570","type":"print"},{"value":"1573-7705","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,7,27]]},"assertion":[{"value":"13 March 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 June 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 June 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 July 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}