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Title: :  Distributed Fuzzy Decision Trees For Big Data
PaperId: :  7966
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 2 2018
DUI:    16.0415/IJARIIE-7966
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
M.AnithaSaranathan College Of Engineering
S.Divya BharathiSaranathan College Of Engineering
K.IlakiyaSaranathan College Of Engineering
R.KeerthikaSaranathan College Of Engineering
P L RajarajeswariSaranathan College Of Engineering

Abstract

Computer Science
Fuzzy ,Data Mining ,Preprocessing ,Clustering, Decision tree, Big data,etc
Fuzzy Decision Trees (FDTs) have shown to be an effective solution in the framework of fuzzy classification. The approaches proposed so far to FDT learning, however, have generally neglected time and space requirements. In this paper, we propose a distributed FDT learning scheme shaped according to the Map Reduce programming model for generating both binary and multi-way FDTs from big data. The scheme relies on a novel distributed fuzzy discretise that generates a strong fuzzy partition for each continuous attribute based on fuzzy information entropy. The fuzzy partitions are therefore used as input to the FDT learning algorithm, which employs fuzzy information gain for selecting the attributes at the decision nodes. We have implemented the FDT learning scheme on the Apache Spark framework. We have used ten real-world publicly available big datasets for evaluating the behaviour of the scheme along three dimensions. Performance in terms of classification accuracy, model complexity and execution time, Scalability varying the number of computing units. Ability to efficiently accommodate an increasing dataset size. We have demonstrated that the proposed scheme turns out to be suitable for managing big datasets even with modest commodity hardware support.

Citations

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IJARIIE M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. "Distributed Fuzzy Decision Trees For Big Data" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 2 2018 Page 2910-2914
MLA M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. "Distributed Fuzzy Decision Trees For Big Data." International Journal Of Advance Research And Innovative Ideas In Education 4.2(2018) : 2910-2914.
APA M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, & P L Rajarajeswari. (2018). Distributed Fuzzy Decision Trees For Big Data. International Journal Of Advance Research And Innovative Ideas In Education, 4(2), 2910-2914.
Chicago M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. "Distributed Fuzzy Decision Trees For Big Data." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 2 (2018) : 2910-2914.
Oxford M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. 'Distributed Fuzzy Decision Trees For Big Data', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 2, 2018, p. 2910-2914. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Distributed_Fuzzy_Decision_Trees_For_Big_Data_ijariie7966.pdf (Accessed : 03 March 2020).
Harvard M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. (2018) 'Distributed Fuzzy Decision Trees For Big Data', International Journal Of Advance Research And Innovative Ideas In Education, 4(2), pp. 2910-2914IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Distributed_Fuzzy_Decision_Trees_For_Big_Data_ijariie7966.pdf (Accessed : 03 March 2020)
IEEE M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari, "Distributed Fuzzy Decision Trees For Big Data," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 2, pp. 2910-2914, Mar-App 2018. [Online]. Available: http://ijariie.com/AdminUploadPdf/Distributed_Fuzzy_Decision_Trees_For_Big_Data_ijariie7966.pdf [Accessed : 03 March 2020].
Turabian M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. "Distributed Fuzzy Decision Trees For Big Data." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 2 (03 March 2020).
Vancouver M.Anitha, S.Divya Bharathi, K.Ilakiya, R.Keerthika, and P L Rajarajeswari. Distributed Fuzzy Decision Trees For Big Data. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 03 March 2020]; 4(2) : 2910-2914. Available from: http://ijariie.com/AdminUploadPdf/Distributed_Fuzzy_Decision_Trees_For_Big_Data_ijariie7966.pdf
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