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Title: :  Outlier Detection using Cluster-Based Approach
PaperId: :  6311
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 5 2017
DUI:    16.0415/IJARIIE-6311
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ms. Mayuri Anil BhangareK.K.W.I.E.E.R.,Nashik
Prof. J. R. MankarK.K.W.I.E.E.R.,Nashik

Abstract

Computer Engineering
Clustering, Cluster-based outlier detection, Data mining, Outlier Detection
Data mining has the crucial task of Outlier detection which aims to detect an outlier from given data set. The data is said to be an outlier which appears to have inconsistent observation with the remaining data. Outliers are generated because of improper measurements, data entry errors or data arriving from various sources than remaining data. Outlier detection is the technique which discovers such type of data from the given data set. Several techniques of outlier detection have been introduced which requires input parameter from the user such as distance threshold, density threshold, etc. The goal of this proposed work is to partition the input data set into the number of clusters using Unsupervised Extreme Learning Machine algorithm. Then the clusters are given as an input to the outlier detection methods namely cluster based outlier detection algorithm and outlier detection algorithm. The methods detects an outlier from each cluster. This work aims at studying cluster based outlier detection algorithm and outlier detection algorithm with different data sets. Also analyzing the performance of each method based on outlier detection accuracy.

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IJARIIE Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. "Outlier Detection using Cluster-Based Approach" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 5 2017 Page 923-933
MLA Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. "Outlier Detection using Cluster-Based Approach." International Journal Of Advance Research And Innovative Ideas In Education 3.5(2017) : 923-933.
APA Ms. Mayuri Anil Bhangare, & Prof. J. R. Mankar. (2017). Outlier Detection using Cluster-Based Approach. International Journal Of Advance Research And Innovative Ideas In Education, 3(5), 923-933.
Chicago Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. "Outlier Detection using Cluster-Based Approach." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 5 (2017) : 923-933.
Oxford Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. 'Outlier Detection using Cluster-Based Approach', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 5, 2017, p. 923-933. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Outlier_Detection_using_Cluster_Based_Approach_ijariie6311.pdf (Accessed : 01 October 2019).
Harvard Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. (2017) 'Outlier Detection using Cluster-Based Approach', International Journal Of Advance Research And Innovative Ideas In Education, 3(5), pp. 923-933IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Outlier_Detection_using_Cluster_Based_Approach_ijariie6311.pdf (Accessed : 01 October 2019)
IEEE Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar, "Outlier Detection using Cluster-Based Approach," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 5, pp. 923-933, Sep-Oct 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/Outlier_Detection_using_Cluster_Based_Approach_ijariie6311.pdf [Accessed : 01 October 2019].
Turabian Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. "Outlier Detection using Cluster-Based Approach." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 5 (01 October 2019).
Vancouver Ms. Mayuri Anil Bhangare, and Prof. J. R. Mankar. Outlier Detection using Cluster-Based Approach. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 01 October 2019]; 3(5) : 923-933. Available from: http://ijariie.com/AdminUploadPdf/Outlier_Detection_using_Cluster_Based_Approach_ijariie6311.pdf
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