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Reseach Article

An Approach to Determine Non-filer's of Property Tax using Clustering and Classification

by Kanchan Jha, Divakar Singh, Diwakar Chaudhary
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 111 - Number 11
Year of Publication: 2015
Authors: Kanchan Jha, Divakar Singh, Diwakar Chaudhary
10.5120/19582-1330

Kanchan Jha, Divakar Singh, Diwakar Chaudhary . An Approach to Determine Non-filer's of Property Tax using Clustering and Classification. International Journal of Computer Applications. 111, 11 ( February 2015), 15-18. DOI=10.5120/19582-1330

@article{ 10.5120/19582-1330,
author = { Kanchan Jha, Divakar Singh, Diwakar Chaudhary },
title = { An Approach to Determine Non-filer's of Property Tax using Clustering and Classification },
journal = { International Journal of Computer Applications },
issue_date = { February 2015 },
volume = { 111 },
number = { 11 },
month = { February },
year = { 2015 },
issn = { 0975-8887 },
pages = { 15-18 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume111/number11/19582-1330/ },
doi = { 10.5120/19582-1330 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:47:36.343201+05:30
%A Kanchan Jha
%A Divakar Singh
%A Diwakar Chaudhary
%T An Approach to Determine Non-filer's of Property Tax using Clustering and Classification
%J International Journal of Computer Applications
%@ 0975-8887
%V 111
%N 11
%P 15-18
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Data mining use everywhere successively, it is the knowledge extraction from large data. In this research, we are using clustering and classification methods to mine the data by using hybrid algorithm. We use K-MEANS algorithm from clustering and CART algorithm from decision tree. Clustering method will use for make the clusters of similar groups to extract the easily features or properties and decision tree method will use for choose to decide the optimal decision to extract the valuable information. This paper reports the development of an approach for property tax that works for the administrator as well as local persons. Using this approach administrator can determine the non-filer of property tax and improve the quality of decisions making.

References
  1. Dhiman Richa, Vashisht Sheveta, Sharma Kapil"A CLUSTER ANALYSIS AND DECISION TREE HYBRID APPROACH IN DATA MINING TO DESCRIBING TAX AUDIT" International Journal of Computers & Technology Volume 4, No. 1, Jan-Feb, 2013 ISSN 2277-3061.
  2. Kumar Ela, Solanki Arun"A Combined Mining Approach and Application in Tax Administration. "International Journal of Engineering and Technology Vol. 2(2), 2010.
  3. Sharma Heena, Kaler Navdeep Kaur , "Data Mining with Improved and Efficient Mechanism in Clustering Analysis and Decision Tree as a Hybrid Approach" International Journal of Innovative Technology and Exploring Engineering (IJITEE), Volume-2, Issue-5, April 2013, ISSN: 2278-3075.
  4. Bolelli Levent, Ertekinl Seyda, Zhou Ding, C. Lee Giles, "K-SVMeans: A Hybrid Clustering Algorithm for Multi-Type Interrelated Datasets. "EEE/WIC/ACM International Conference on Web Intelligence 2007.
  5. Sivaram N. , Ramar K. , "Applicability of Clustering and Classification Algorithms for Recruitment Data Mining"International Journal of Computer Applications, Volume 4, No. 5, July 2010, (0975 – 8887).
  6. Enguehard René, Fowler Benjamin, Hoeber Orland, Devillers Rodolphe, Banzhaf Wolfgang"Integrating human knowledge within a hybrid clustering-classification scheme for detecting patterns within large movement data sets". AGILE 2012 – Avignon, April 24-27, 2012.
  7. Lavanya D. , Rani K. Usha, "A Hybrid Approach to Improve Classification with Cascading of Data Mining Tasks" International Journal of Application or Innovation in Engineering & Management (IJAIEM) Volume 2, Issue 1, January 2013.
  8. Ibrahim Norul Hidayah, Mustapha Aida, Rosli Rozilah, Helmee Nurdhiya Hazwani, "A Hybrid Model of Hierarchical Clustering and Decision Tree for Rule-based Classification of Diabetic Patients" Norul Hidayah Ibrahim et. al / International Journal of Engineering and Technology (IJET) Vol 5 No 5 Oct-Nov 2013.
  9. Islam Shovon Md. Hedayetul, Haque Mahfuza, "An Approach of Improving Student's Academic Performance by using K-means clustering algorithm and Decision tree" (IJACSA) International Journal of Advanced Computer Science and Applications, Vol. 3, No. 8, 2012.
  10. Kumar Varun, Rathee Nisha, "Knowledge discovery from database Using an integration of clustering and classification" (IJACSA) International Journal of Advanced Computer Science and Applications, Vol. 2, No. 3, March 2011.
  11. Namdeo V, Singh A, Singh D, Jain RC "Result Analysis Using Classification Techniques" 2010 International Journal of Computer Applications (0975-8887) 1 (22).
  12. Bascacov A. , Cernazanu C. , Marcu M. "Using Data Mining for Mobile Communication Clustering and Characterization" 8th IEEE International Symposium on Applied Computational Intelligence and Informatics, May 23–25, 2013.
  13. Prabhu P. , Anbazhagan N. , 'Improving the performance of k-means clustering for high dimensional dataset', International Journal of Computer Science and Engineering, Vol 3. No. 6, June 2011, pp. 2317-2322.
  14. Balaji S. and Srivatsa S. K. " Decision Tree induction based classification for mining Life Insurance Data bases" International Journal of Computer Science and Information Technology & Security (IJCSITS), Vol. 2, No. 3, June 2012, ISSN: 2249-9555, pp-699-703.
  15. Bhardwaj Rupali, Vatta Sonia "Implementation of ID3 Algorithm" International Journal of Advanced Research in Computer Science and Software Engineering Volume 3, Issue 6, June 2013, ISSN: 2277 128X.
  16. Agrawal1Gaurav L. , Gupta Hitesh "Optimization of C4. 5 Decision Tree Algorithm for Data Mining Application" International Journal of Emerging Technology and Advanced Engineering, Volume 3, Issue 3, March 2013, ISSN 2250-2459.
  17. Bandyopadhyay Simanti"Property Taxation in Indian Cities: A Comparison of Delhi and Bangalore".
  18. Nallathiga Ramkrishna "Analyzing the Finance of Urban Local Bodies in India: A Cross Sectional study".
  19. Mosier Juliana, Ponomarenko Irina, Sekhon Dolly, Werner Katrina "Mining Data To Increase State Tax Revenues in California".
Index Terms

Computer Science
Information Sciences

Keywords

Data mining Property tax classification clusters.