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
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;
Conference_Titel :
Data Mining and Intelligent Computing (ICDMIC), 2014 International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4799-4675-4
DOI :
10.1109/ICDMIC.2014.6954233
