Framing Mining Response of User Interaction According to User’s Demand in Diverse Spatial Data Cloud
DOI:
https://doi.org/10.26438/ijcse/v5i8.4448Keywords:
Spatial Data Mining, Spatial Database, Data Mining, Interactive Approach, Trigger, BucketAbstract
Although we witness routine computer based implementations on daily basis for utilization in real life, still we are further more distanced from better abstractions from spatial data. This paper introduces a framework to mine spatial data that provide better handling of user requirements on real time spatial data. The frameworks use two tier software paradigm which is vital for better mining strategies.
References
. S. Radha Priya and M. Devapriya, "Survey on Attribute Oriented Induction Using Data Mining Techniques", International Journal of Computer Sciences and Engineering, Vol.4, Issue.5, pp.125-129, 2016.
. Cook, D.J.; Holder, L.B., “Graph-based data mining” , IEEE Transactions on Intelligent Systems and their Applications, Vol.15, Issue: 2 ,pp 32 - 41, 2000 .
. Prateeksha Tomar, Amit Kumar Manjhvar, "Clustering Classification for Diabetic Patients using K-Means and M-Tree prediction model", International Journal of Scientific Research in Multidisciplinary Studies , Vol.3, Issue.6, pp.48-53, 2017.
. Saygin, Y.; Reisman, A.; YunTong Wang, “Value of information gained from data mining in the context of information sharing.”, IEEE Transactions on Engineering Management, Vol.51, Issue: 4, pp 441 – 450, 2004 .
. Yan Huang; Shashi Shekhar; Hui Xiong, “Discovering colocation patterns from spatial data sets: a general approach”, IEEE Transactions on Knowledge and Data Engineering, Vol.16, Issue: 12, pp 1472 – 1485, 2004.
. Shuyu, Zhang; Thongying, Zhu, “Parallelism of spatial data mining based on autocorrelation decision tree”, Journal of Systems Engineering and Electronics BIAI, Vol.16, Issue: 4, pp 947 – 956, 2005.
. Jin Soung Yoo; Shashi Shekhar, “A Joinless Approach for Mining Spatial Colocation Patterns”, IEEE Transactions on Knowledge and Data engineering, Vol.18, Issue: 10, pp 1323 – 1337, 2006 .
. Weili Wu; Xiuzhen Cheng; Ding, M.; Kai Xing; Fang Liu; Ping Deng , “Localized Outlying and Boundary Data Detection in Sensor Networks”, IEEE Transactions on Knowledge and Data Engineering, Vol.19, Issue: 8, pp 1145 – 1157, 2007.
. Sidharta Gautama; Bellens, R.; De Tre, G.; Philips, W, “Relevance Criteria for Spatial Information Retrieval Using Error-Tolerant Graph Matching”, IEEE Transactions on Geoscience and Remote Sensing, Vol.45, Issue: 4, pp 810 – 817, 2007.
. Qin Ding ; Qiang Ding ; Perrizo, W., “PARM—An Efficient Algorithm to Mine Association Rules From Spatial Data”, IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, Vol.38, Issue: 6, pp 1513 – 1524, 2008.
. Adnan, M.; Alhajj, R., “A Bounded and Adaptive Memory-Based Approach to Mine Frequent Patterns From Very Large Databases”, IEEE Transactions on Systems, Man, and Cybernetics, Part B: Vol.41, Issue: 1, pp 154 – 172, 2011.
. Adrienko, N.; Adrienko, G., “Spatial Generalization and Aggregation of Massive Movement Data”, IEEE Transactions on Visualization and Computer Graphics, Vol.17, Issue: 2, pp 205 – 219, 2011 .
. D'Amore, F.; Cinnirella, S.; Pirrone, N., “ICT Methodologies and Spatial Data Infrastructure for Air Quality Information Management”, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol.5, Issue: 6, pp 1761 – 1771, 2012.
. SiXing Yin; Dawei Chen; Qian Zhang; Mingyan Liu; ShuFang Li, “Mining Spectrum Usage Data: A Large-Scale Spectrum Measurement Study”, IEEE Transactions on Mobile Computing, Vol.11, Issue: 6, pp 1033 – 1046, 2012 .
. Marie Fernandes , "Data Mining: A Comparative Study of its Various Techniques and its Process", International Journal of Scientific Research in Computer Science and Engineering, Vol.5, Issue.1, pp.19-23, 2017.
. Xiang Lian ; Lei Chen “Ranked Query Processing in Uncertain Databases”, IEEE Transactions on Knowledge and Data Engineering, Vol.22 , Issue: 3 , pp 420 – 436 2010.
. Yanmin Zhu ; Yuchen Wu ; Bo Li “Trajectory Improves Data Delivery in Urban Vehicular Networks”, IEEE
Transactions on Parallel and Distributed Systems, Vol.25 , Issue: 4 , pp 1089 – 1100,2014.
. Barua, S. ; Sander, J. “Mining Statistically Significant Co-location and Segregation Patterns”, IEEE Transactions on Knowledge and Data Engineering, Vol.26 , Issue: 5 , pp 1185 - 1199 , 2014
. Gitali Rakshak and Amit Pimpalkar, "A Review on an optimized path finding on road network using Ant colony algorithm", International Journal of Computer Sciences and Engineering, Vol.2, Issue.10, pp.26-29, 2014.
. Stepinski, T.F. ; Netzel, P. ; Jasiewicz, J. “LandEx—A GeoWeb Tool for Query and Retrieval of Spatial Patterns in Land Cover Datasets”” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol.7 , Issue: 1 , pp 257 – 266, 2014
. Vinodini Katiyar; Mohd Haseeb Ahmad S. Q. Abbas “Novel Approach for Interactive Spatial Data Mining”, MATRIX Academic International Online Journal of Engineering and Technology, ISSN: 2348–3326 © MAIOJET Vol.3 Issue I, pp 20-23,2015.
. Mohd Haseeb Ahmad, Vinodini Katiyar, S. Q. Abbas “An Interactive Spatial Data Mining Framework Using Query Pattern Analysis”, MATRIX Academic International Online Journal of Engineering and Technology, 2348 – 3326 Vol.3, Issue 2, pp 1-4,2015
. Mohd Haseeb Ahmad, Vinodini Katiyar, S. Q. Abbas “An Interactive Two Tier Framework For Spatial Data Mining”, International Journal of Multidisciplinary Research and Modern Education, Vol.I, Issue I, pp 222-226, 2015
. Jungho Park ; Parsons, D. ; Hokyoung Ryu, "To Flow and Not to Freeze: Applying Flow Experience to Mobile Learning”, IEEE Transactions on Learning Technologies,Volume: 3 , Issue: 1 pp 56 – 67,2010.
. Kalva, P.R. ; Enembreck, F. ; Koerich, A.L. “WEB Image Classification using Classifier Combination”, IEEE (Revista IEEE America Latina) Latin America Transactions, Volume: 6 , Issue: 7 , pp 661 - 671 ,2008.
. H.V. Sapte, S.S. Pallati, P.P. Pandit, A.S. Joshi, V. Jumb, "Uncertain Big Data Strategical Miner", International Journal of Computer Sciences and Engineering, Vol.5, Issue.6, pp.237-243, 2017.
. Shubhie Agarwal, Seema Maitrey, Pankaj Singh Yadav, "A Comparative Analysis of Data Mining Techniques in Wireless Sensor Network", International Journal of Computer Sciences and Engineering, Vol.4, Issue.4, pp.126-131, 2016.
Downloads
Published
How to Cite
Issue
Section
License

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors contributing to this journal agree to publish their articles under the Creative Commons Attribution 4.0 International License, allowing third parties to share their work (copy, distribute, transmit) and to adapt it, under the condition that the authors are given credit and that in the event of reuse or distribution, the terms of this license are made clear.
