Call for Papers:Vol.10 Issue.6

Submission
Last date		 30-Dec-2024
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-10,Issue-6. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

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

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

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, https://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: https://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: https://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: https://ijariie.com/AdminUploadPdf/Distributed_Fuzzy_Decision_Trees_For_Big_Data_ijariie7966.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 3/3/2020 1:00:20 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Development of Wireless Sensor Network Protocol using Fuzzy logic and Optimization Routing AlgorithmComputer ScienceMs.Dimpal Patel Download
GreenTech Urbanism: The Role of IoT and Machine Learning in Environmental MonitoringComputer Science and EngineeringSowmya Shetty Download
SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNINGComputer Science and EngineeringYawalkar Prasad Pramod Download
Enhancement of Health Data Accuracy Using Neural Network Algorithmneaural networkGautam Prakash Download
AI-BASED PLACEMENT PARTNER: ENHANCING CAREER PREPARATION THROUGH ADVANCED LEARNING TECHNOLOGIESComputer Science & EngineeringSaranya MK Download
ARTIFICIAL INTELLIGENCE IN HEALTH CARE - AN OVERVIEWComputer EngineeringPaleti Surekha Download
A Comparative Study of Maze-Solving Algorithms: Performance, Complexity, and Practical Applications in AI and RoboticsComputer EngineeringNakka Sai Magh Reddy Download
Encryption and Decryption WebsiteComputer Science and EngineeringGokul Kumar R Download
Digital BiomarkersComputer EngineeringHemakanth Sharma R Download
ENSURING FAIRNESS AND TRANSPARENCY IN AI SYSTEMS FOR HEALTHCARE AND CRIMINAL JUSTICE APPLICATIONSComputer EngineeringManu Gowda Download
Utilising AI for Deepfake Detection: Strategies, Issues and Future OpportunitiesArtificial intelligence Suhas LK Download
Cryptography-An OverviewComputer EngineeringPeram Bairaveswar Reddy Download
The Internet of Things (IoT) in Smart CitiesComputer engineeringRahul Malagitti Download
Cloud Computing - An OverviewComputer EngineeringHarshith Y Download
Operations of Artifical Intelligence in 5g NetworkingComputer Engineering Chethan K Download
12