nach oben

Erschienen in:

2017 | OriginalPaper | Buchkapitel

A Systematic Review on Materialized View Selection

verfasst von : Anjana Gosain, Kavita Sachdeva

Erschienen in: Proceedings of the 5th International Conference on Frontiers in Intelligent Computing: Theory and Applications

Verlag: Springer Singapore

Einloggen

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

search-config

KI-gestützte Suche

Aus

Abstract

The purpose of materialized view selection is to minimize the cost of answering queries and fast query response time for timely access to information and decision support. Besides various research issues related to data warehouse evolution, materialized view selection is one of the most challenging ones. Various authors have given different methodologies, strategies and followed algorithms to solve this problem in an efficient manner. The main motivation behind this systematic review is to provide a path for future research scope in materialized view selection. Various techniques presented in the papers are identified, evaluated, and compared in terms of memory storage space, cost, and query processing time to find if any particular approach is superior to others. By means of a review of the available literature, the authors have drawn several conclusions about the status quo of materialized view selection and a future outlook is predicted on bridging the large gaps that were found in the existing methods.

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

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

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

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

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

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

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

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

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

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel Analysis of Pancreas Histological Images for Glucose Intolerance Identification Using Wavelet Decomposition

Nächstes Kapitel SQLI Attacks: Current State and Mitigation in SDLC

Chaudhuri, S., Dayal, U.: An overview of data warehousing and OLAP technology, ACM SIGMOD Record, vol. 26, no. 1, pp. 65–74, Março (1997).

Lim, E.P., Chen, H., Chen, G.: Business intelligence and analytics: Research directions. ACM Transactions on Management Information System 3(4), Article 17 DOI:http://dx.doi.org/10.1145/2407740.2407741 (2013).

Labrinidis, A., Luo, Q., Xu, J., Xue, W.: Caching and materialization for web databases, Foundations and Trends in Databases, vol. 2, no. 3, pp. 169–266 (2009).

Ferri, Fernando, Datawarehouse Evolution Management, IRPPS-CNR, Italy. fernando.ferri@irpps.cnr.it.

Dhote, C.A., Ali, M.S.: Materialized view selection in Data warehouse: A survey, Journal of Applied Sciences, Vol 9, No. 3, pp. 401–414, ISSN 1812-5654 (2009).

Li, Xiang: Materialized View Selection: A Survey, Informatik 5, RWTH Aachen University, doi:10.4018/978-1-60566-816-1.ch005. lixiang@dbis.rwth-aachen.de.

Halevy, A.Y.: Answering queries using views: A survey, The VLDB Journal 10: 270–294, 2001/ Digital Object Identifier (DOI) 10.1007/s007780100054 (2001).

Gupta, H.: Selections of Views to materialize in a Data warehouse, International Conference On Database Theory, Delphi, Greece, Pg. 98–112 (1997).

Ashadevi, B., Navaneetham, P., Balasubramanian, R.: A Framework for the View Selection Problem in Data Warehousing Environment, International Journal on Computer Science and Engineering, Vol. 02, No. 09, pp. 2820–2826 (2010).

10.

Mistry, H., Roy, P., Sudarshan, S., Ramamritham. K.: Materialized view selection and maintenance using multi-query optimization, In: SIGMOD Conference, pp. 307–318, (2001).

11.

Yu, J.X., Yao, X., Choi, C.H., Gou, G.: Materialized view selection as constrained evolutionary optimization, IEEE Transactions on Systems, Man, and Cybernetics, Part C 33(4), 458–467 (2003).

12.

Aouiche, K., Darmont, J.: Data mining-based materialized view and index selection in data warehouses, Journal of Intelligent Information Systems, Springer, (2009).

13.

Jain, H., Gosain, A.: A Comprehensive Study of View Maintenance Approaches in Data Warehousing Evolution, ACM SIGSOFT Software Engineering Notes, Vol. 37, No. 5 (2012).

14.

Zi-Yu, L., Dong-Qing, Y., Teng-Jiao, W., Guo-Jie, S.: Research on Materialized View Selection, Journal of software, vol. 20, pp. 193–213 (2009).

15.

Mami, I., Bellahsene, Z., Coletta, R.: A Declarative Approach to View Selection Modeling, Springer-Verlag Berlin Heidelberg (2013).

16.

Mami, I., Bellahsene, Z.: A Survey of View Selection Methods, SIGMOD Record, Vol. 41, No. 1 (2012).

17.

Agrawal, S., Chaudhuri, S., Narasayya, V.: Automated Selection of Materialized Views and Indexes for SQL Databases, Proceedings of the 26th International Conference on Very Large Databases, Cairo, Egypt (2000).

18.

Kalnis, P., Mamoulis, N., Papadias, D.: View selection using randomized search, Data & Knowledge Engineering, Elsevier (2002).

19.

Hylock, R., Currim, F.,: A maintenance centric approach to the view selection problem, Information Sciences, Elsevier (2013).

20.

Bhan, M., Kumar, S., Rajanikanth, K.: Materialized view size estimation using sampling, IEEE International Conference on Computational Intelligence and Computing Research (2013).

21.

Harinarayan, V., Rajaraman, A., Ullman, J.: Implementing data cubes efficiently, ACM SIGMOD, pp:205–216 (1996).

22.

Yang, J.H., Chung, I.J.: ASVMRT: Materialized View Selection Algorithm in Data Warehouse, International Journal of Information Processing Systems, Vol. 2, No. 2, pp. 67–75 (2006).

23.

Theodorates, D., Sellis, T.: Datawarehouse Configuration, Proceedings of the 23^rd International Conference on very Large Databases, Morgan Kaufmann Publishers Inc., San Francisco, CA,USA, pp. 126–135 (1997).

24.

Shukla, A., Deshpande, J.F., Naughton, J.F.,: Materialized View Selection for Multidimensional Datasets, Proceedings of the 24^th Very Large Databases Conference, (1998).

25.

Theodorates, D., Sellis T.,: Designing Datawarehouses, Data and Knowledege Engineering, 31: 279–301 (1999).

26.

Agrawal, S., Chaudhari, S., Narasayya, V.: Automated selection of materialized views and indexes for SQL databases, In Proceedings of 26th International Conference on Very Large Databases (2000).

27.

Theodorates, D., Dalamagas, T., Simitsis, A., Stavropoulos, M.: A randomized approach for the incremental design of an evolving data warehouse. Proceedings of the Twentieth International conference on Conceptual Modeling, pp:325–338 (2001).

28.

Goldstein, J., Larson, P.A.: Optimizing queries using materialized views: A practical, scalable solution, ACM SIGMOD, pp:328–339 (2001).

29.

Liang, W., Wang, H., Orlowska, M.E.,: Materialized View Selection under the maintenance time constraint, Data and Knowledge Engineering, Elsevier (2001).

30.

Lee, M., Hammer, J.,: Speeding up materialized view selection in data warehouses using a randomized algorithm, Int. Journal of Cooperative Information Systems 10(3), 327–353 (2001).

31.

Valluri, S.R., Vadapalli, S., Karlapalam, K.,: View relevance Driven Materialized view selection in data warehousing Environment, IEEE Computational Society, USA, pp:187–196 (2002).

32.

Nadeua, T.P., Teorey, T.J.: Achieving Scalability in OLAP Materialized View Selection, Proceedings of DOLAP’02, pp. 28–34, ACM (2002).

33.

Yousri, N.A.R., Ahmed, K.M., EI-Makky, N.M.,: Algorithms for selection Materialized views in a Data Warehouse, IEEE (2005).

34.

Shah, B., Ramachandran, K.,: A Hybrid Approach for Data Warehouse View Selection, International Journal of Datawarehouse and Datamining (2006).

35.

Gou, G., Yu, J.X., Lu, H.,: A* Search: An Efficient and Flexible Approach to Materialized View Selection, IEEE Transactions on Systems, Man and Cybernetics Part C, Vol 36, No. 3 (2006).

36.

Lawrence, M., Chaplin, A.R.,: Dynamic View Selecting for OLAP, DaWak 2006, LNCS 4081, pp. 33–44, Springer (2006).

37.

Hung, M.C., Huang, M.L., Yang, D.L., Hsueh, N.L.,: Efficient approaches for materialized view selection, Information Sciences, Elsevier (2007).

38.

Ashadevi, B., Balasubramanian, R.,: Cost effective approach for materialized views selection in data warehouse environment, In International Journal of Computer Science and Network Security, vol. 8 (2008).

39.

Mahboubi, H., Aouiche, K., Darmont, J.,: Materialized View Selection by Query Clustering in XML Data Warehouses, arXiv.org (2008).

40.

Lijuan, Z., Xuebin, Ge., Linshuang, W., Qian, S.,: Efficient Materialized View Selection Dynamic Improvement Algorithm, Sixth International Conference on Fuzzy Systems and Knowledge Discovery (2009).

41.

Zhang, Q., Sun, X., Wang, Z.,: An Efficient Ma-Based Materialized Views Selection Algorithm, IITA, International Conference On Control, Automation And Systems Engineering (2009).

42.

Baralis, E., Cerquitelli, T., Chiusano, S.,: Imine: Index Support For Item Set Mining, IEEE Transactions On Knowledge And Data Engineering, Vol. 21, No. 4 (2009).

43.

Kumar., T.V., Ghoshal: A Greedy Selection of Materialized Views, Int. Journal of Computer and Communication Technology Vol-1., No.-1, pp. –156–172 (2009).

44.

Talebi, Z.A., Chirkova, R., Fathi, Y.,: Exact and inexact methods for solving the problem of view selection for aggregate queries, Int. Journal of Business Intelligence and DataMining (2009).

45.

Zhou, L., Xu, M., Shi, Q., Hao, Z.,: Research on Materialized Views Technology in DataWarehouse, Beijing Educational Committee science and technology development plan project (2010).

46.

Karde, P., Thakare, V.,: Selection of materialized views using query optimization in database management: An efficient methodology, International Journal of Management Systems, vol. 2 (2010).

47.

Li, X., Qian, X., Jiang, J., Wang, Z.,: Shuffled Frog Leaping Algorithm for Materialized Views Selection, Second International Workshop on Education Technology and Computer Science, IEEE (2010).

48.

Nalini, T., Kumaravel, A., Rangarajan, K.,: An Efficient I-Mine Algorithm For Materialized Views In A Data Warehouse Environment, IJCSI, International Journal Of Computer Science Issues, Vol. 8, Issue 5, No.1 (2011).

49.

Huang, X., Chen, Q.,: A Maintainable Model of Materialized View Based on Data Warehouse, International Conference on Mechatronic Science, Electric Engineering and Computer, IEEE (2011).

50.

Drias, H.,: Generating Materialized Views Using Ant Based Approaches And Information Retrieval Technologies, IEEE Symposium Series on Computational Intelligence (2011).

51.

Chen, W., Bo, X.,: A dynamic materialized view Selection in a Cloud-based Data Warehouse, IEEE (2011).

52.

Rashid, N.M.B., Islam, M.S., Latiful Hoque, A.S.M.,: Dynamic Materialized View Selection Approach for Improving Query Performance, Computer Networks and Information Technologies Communications in Computer and Information Science, Volume 142, pp 202–211 Springer (2011).

53.

Chaudhari, M.S., Dhote, C.,: Dynamic Materialized View Selection Algorithm: A Clustering Approach, LNCS 6411, pp. 57–66 2012, Springer (2012).

54.

Zhu, C., Zhu, Q., Zuzarte, C., Ma, W.,: DMVI: A Dynamic Materialized View Index for Efficiently Discovering Usable Views for Progressive Queries, Conference of the Center for Advanced Studies on Collaborative Research (CASCON 2012) pp 42–56, IBM, Canada, (2012).

55.

Katsifodimos, A., Manolescu, I., Vassalos, V.,: Materialized View Selection for XQuery Workloads, ACM SIGMOD (2012).

56.

Huang, R., Chirkova, R., Fathi, Y.,: Deterministic View Selection for Data Analysis Queries: Properties and Algorithms, ADBIS, Advances in Databases and Information Systems, LNCS 7503, pp. 195–208, Springer (2012).

57.

Goswami, R., Bhattacharyya, D.K., Dutta, M.,: Multiobjective Differential Evolution Algorithm Using Binary Encoded Data in Selecting Views for Materializing in Data Warehouse, Swarm, Evolutionary, and Memetic Computing, Lecture Notes in Computer Science, Part II, LNCS 8298, pp. 95–106, Springer (2013).

58.

Sohn, J.S., Yang, J.H., Chung, I.J.,: Improved View Selection Algorithm in Data Warehouse, IT Convergence and Security, Lecture Notes in Electrical Engineering 215, DOI:10.1007/978-94-007-5860-5_111, Springer (2013).

59.

Perez, L.L., Jermaine, C.M.,: History-aware Query Optimization with Materialized Intermediate Views, IEEE International Conference on Data Engineering, (2014).

60.

Mbaiossoum, B., Bellatrechel, L., Jean, S.,: Materialized View Selection Considering the Diversity of Semantic Web Databases, Springer, ADBIS, Advances in Databases and Information Systems, LNCS 8716, pp. 163–176 (2014).

61.

Kehua, Y., Diasse, A.: A dynamic materialized view Selection in a Cloud-based Data Warehouse, IJCSI International Journal of Computer Science Issues, Vol. 11, Issue 2, No.1 (2014).

62.

Horng, J.T., Chang. Y.J., Lin. B.J., Kao, C.Y.: Materialized view selection using genetic algorithms in a data warehouse system, Proceedings of the Congress on Evolutionary Computation, pp:22–27 (1999).

63.

Zhang, C., Yang, J.,: Genetic Algorithm for Materialized View Selection in Data Warehouse Environments, Springer (1999).

64.

Zhang, C., Yao, X., Yang, J.: An evolutionary Approach to Materialized View Selection in a Data Warehouse Environment, IEEE Transactions on Systems, Man and Cybernetics, Part C vol. 31, no.3, pp. 282– 293 (2001).

65.

Bellahsene, Z., Cart, M., Kadi, N.: A Cooperative Approach to View Selection and Placement in P2P Systems, Springer (2010).

66.

Kumar, T.V.V., Haider, M.: A Query Answering Greedy Algorithm for Selecting Materialized Views, Springer (2010).

67.

Song, X., Lin, G.: An Ant Colony based algorithm for optimal selection of Materialized view, International Conference on Intelligent Computing and Integrated Systems (2010).

68.

Talebi, Z.A.: An integer programming approach for the view and index selection problem, Data & Knowledge Engineering, 111–125, Elsevier (2012).

69.

Li, J., Li, X., Juntao, L.V.: Selecting Materialized Views Based on Top-k Query Algorithm for Lineage Tracing, Third Global Congress on Intelligent Systems, IEEE (2012).

70.

Mami, I., Bellahsene, Z., Coletta, R.: View Selection under Multiple Resource Constraints in a Distributed Context, Springer (2012).

71.

Kumar, T.V.V., Kumar, S.: Materialized View Selection Using Simulated Annealing, Springer (2012).

Titel: A Systematic Review on Materialized View Selection
verfasst von: Anjana Gosain
Kavita Sachdeva
Verlag: Springer Singapore
Buch: Proceedings of the 5th International Conference on Frontiers in Intelligent Computing: Theory and Applications
Print ISBN: 978-981-10-3152-6

Electronic ISBN: 978-981-10-3153-3

Copyright-Jahr: 2017
DOI: https://doi.org/10.1007/978-981-10-3153-3_66

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

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

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner