DocumentCode
151477
Title
Comparison of ID3 and CART-ANFIS approach for play-tennis data
Author
Desai, Narayan ; Kharwar, Ankit
Author_Institution
Comput. Eng., C.G.P.I.T., Bardoli, India
fYear
2014
fDate
5-6 Sept. 2014
Firstpage
1
Lastpage
7
Abstract
Now-a-days personal data are easily available therefore to keep secure these data privacy preserving data mining is used. The problem with PPDM is that the data utility is compromised with increase in privacy in data. To get 100% with privacy data the modified ID3 algorithm was developed. But it is has very complex computation and the privacy technique used with it needs extra storage. Therefore, hybrid CART-ANFIS approach is used to get almost 100% accuracy with the privacy data.
Keywords
data privacy; fuzzy reasoning; fuzzy set theory; pattern classification; regression analysis; trees (mathematics); PPDM; classification and regression trees; data privacy preserving data mining; data utility; fuzzy Sugeno models; hybrid CART-ANFIS approach; modified ID3 algorithm; personal data privacy; play-tennis data; Classification algorithms; Data privacy; Humidity; Rain; Training; Vegetation; CART-ANFIS; Dataset Complementation Approach; Modified ID3;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Mining and Intelligent Computing (ICDMIC), 2014 International Conference on
Conference_Location
New Delhi
Print_ISBN
978-1-4799-4675-4
Type
conf
DOI
10.1109/ICDMIC.2014.6954233
Filename
6954233
Link To Document