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Ensemble Based Temporal Weighting and Pareto Ranking (ETP) Model for Effective Root Cause Analysis

Naveen Kumar Seerangan1,*, S. Vijayaragavan Shanmugam2
1 Department of Computer Science (Category-B), Bharathiar University, Coimbatore, 641046, Tamil Nadu, India
2 CSE, Muthayammal Engineering College, Rasipuram, 637408, Tamil Nadu, India
* Corresponding Author: Naveen Kumar Seerangan. Email:

Computers, Materials & Continua 2021, 69(1), 819-830. https://doi.org/10.32604/cmc.2021.012135

Received 30 August 2020; Accepted 24 March 2021; Issue published 04 June 2021

Abstract

Root-cause identification plays a vital role in business decision making by providing effective future directions for the organizations. Aspect extraction and sentiment extraction plays a vital role in identifying the root-causes. This paper proposes the Ensemble based temporal weighting and pareto ranking (ETP) model for Root-cause identification. Aspect extraction is performed based on rules and is followed by opinion identification using the proposed boosted ensemble model. The obtained aspects are validated and ranked using the proposed aspect weighing scheme. Pareto-rule based aspect selection is performed as the final selection mechanism and the results are presented for business decision making. Experiments were performed with the standard five product benchmark dataset. Performances on all five product reviews indicate the effective performance of the proposed model. Comparisons are performed using three standard state-of-the-art models and effectiveness is measured in terms of F-Measure and Detection rates. The results indicate improved performances exhibited by the proposed model with an increase in F-Measure levels at 1%–15% and detection rates at 4%–24% compared to the state-of-the-art models.

Keywords

Root cause analysis; sentiment analysis; aspect extraction; ensemble modelling temporal weighting; pareto ranking

Cite This Article

N. Kumar Seerangan and S. Vijayaragavan Shanmugam, "Ensemble based temporal weighting and pareto ranking (etp) model for effective root cause analysis," Computers, Materials & Continua, vol. 69, no.1, pp. 819–830, 2021.



This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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