A Survey: On Spatial Data Mining

  IJETT-book-cover  International Journal of Engineering Trends and Technology (IJETT)          
  
© 2017 by IJETT Journal
Volume-46 Number-6
Year of Publication : 2017
Authors : Asmita Bist, Mainaz Faridi
DOI :  10.14445/22315381/IJETT-V46P257

Citation 

Asmita Bist, Mainaz Faridi "A Survey: On Spatial Data Mining", International Journal of Engineering Trends and Technology (IJETT), V46(6),327-333 April 2017. ISSN:2231-5381. www.ijettjournal.org. published by seventh sense research group

Abstract
The extraction of spatial patterns and characteristics, spatial and non spatial data relationships, and other data features hidden in the spatial database is spatial data mining. The necessity of advance methods for extraction of knowledge from spatial datasets has proved the need in rise of geographic knowledge discovery and spatial data mining as a dynamic research area. There is a dire requirement for productive and powerful techniques and methodology for mining valuable knowledge from spatial datasets of high dimension and unpredictable size. The paper highlights recent work in knowledge discovery and spatial data mining. We evaluated several literatures in characteristics of spatial data, common techniques in spatial data mining, techniques involved in spatial data mining and spatial association rule mining .The survey conclude with various outlooks on the significant work done in spatial data mining and recent research work in spatial association rule mining.

 References

[1] Lu W. Han J.et al. Discovery of general knowledge in large spatial databases, In Proc.Far East Workshop on Geographic Information Systems.Singapore, 1993, 275-289
[2] Han Jiawei, Kamber M. Concept and Technology of Data Mining. Fan Ming, Meng Xiaofeng, etc. Translate.Beijing:China MachinePress,2001.
[3] N. Sumathi, R. Geetha and Dr. S. Sathiya Bama,”Spatial Data Mining Techniques Trends and its Applications”, Journal of Computer Applications, Vol.1, No.4, Oct-Dec2008.
[4]Raymond T. Ng and Jiawei Han," Clarans: A Method For Clustering Objects For Spatial Data Mining", IEEE Transactions On Knowledge And Data Engineering, Vol.14, No.5, Sep-Oct 2002.
[5] R. Agrawal and R. Srikant, Fast algorithms for mining association rules. In: Proceeding of the 20th Very Large DataBases conference, pp 487-499, 1994
[6]Deepti Sisodia,Lokesh Singh,Sheetal Sisodia and khushboo Saxena."Clustering Techniques: A Brief Survey of Different Clustering Algorithms",International Journal of Latest Trends in Engineering and Technology (IJLTET),Vol.1 Issue 3 Sept 2012.
[7] Koperski K. Han J, et al. An efficient two-step method for classification of spatial data.In:Proc.Int`1 Sympon Spatial Data Handling SDH `98, Vancouver, BC.Canada, 1998.
[8] MILLER H J.HAN Jia-we.i Geographic data mining and knowledge discovery [M].London: Taylor and Francis, 2001:3-32.
[9]Ester M, Kriegel H P, Sander J. Spatial Data Mining: A Database Approach In: Scholl M V, ed. Proceedings of the 5thInternational Symposium on Spatial Databases (SSD.97).Berlin: Springer-Verlag, 1997.
[10] D. Guo and J.Mennis," Spatial Data Mining and geographic knowledge discovery - An introduction ", Computers, Environment and Urban Systems 33, 2009.
[11] R. Agrawal, T. Imielinski, and A .Swami. Mining Association Rules between Sets of Items in Large Databases. In Proc. 1993 ACM-SIGMOD Int. Conf. Management of Data, pp.207-216, Washington, D.C., May 1993.
[12] K. Koperski and J. Han. Discovery of Spatial Association Rules in Geographic Information Databases. n Advances in Spatial Databases, In Proceedings of 4th Symposium,SSD?95.(Aug.6- 9,Portland,Maine).Springer-Verlag,Berlin,1995,pp.47-66
[13] M. Ester, H-P. Kriegel, and X. Xu. Knowledge Discovery in Large Spatial Databases: Focusing Techniques for Efficient Class Identification .In Proc 4th Int. Symp. on Large Spatial Databases (SSD?95),Portland, Maine, August 1995.
[14] R. Ng, and J. Han. Efficient and Effective Clustering Method for Spatial Data Mining In Proc.1994 Int. Conf. VLDB, pp. 144- 155,Santiago , Chile, Sept. 1994
[15] GeoMiner: A System Prototype for Spatial Data Mining, Jiawei Han, Krzysztof Koperski and Nebojsa Stefanovic, 1997
[16] Exploring Spatial Association Rule Mining for Geo Decision Support System, Ranjana Vyas, Lokesh Kumar Sharma and U.S Tiwary, Journal of Computer Science 3 (11): 882-886,2007 ISSN 1549-3636,2007 Science Publications.
[17] R.T. Ng and Y. Yu. Discovering Strong, Common and Discriminating Characteristics of Clusters from Thematic Maps . Proceedings of the 11th Annual Symposium on Geographic Information Systems pp.392-394, 1997
[18]M.S. Chen J. Han, and P.S Yu. Data mining: An overview from a database perspective. IEEE Transactions on knowledge and Data Engineering,8: 866-883,1996

Keywords
Spatial Data Mining, Data Mining, Spatial Database, Knowledge Discovery