Department of Informatics, Institut Teknologi Sumatera. Jl. Ryacudu, Lampung Selatan, Indonesia 35365, Indonesia
BibTex Citation Data :
@article{JTSISKOM13748, author = {Meida Cahyo Untoro}, title = {Optimasi MWMOTE pada data tidak seimbang menggunakan complete linkage}, journal = {Jurnal Teknologi dan Sistem Komputer}, volume = {9}, number = {2}, year = {2021}, keywords = {imbalanced data; clustering; complete linkage; optimization; oversampling}, abstract = {Imbalanced data can result in classification errors, such as in WMMOTE, and can decrease its performance and accuracy. Clustering in MWMOTE can be optimized to improve synthetic data generation and improve MWMOTE performance. This study aims to optimize the MWMOTE algorithm's performance in the clustering process in making synthetic data with complete linkage (CL). The dataset used a variety of data ratios to handle imbalanced data. The decision tree was used to determine the performance of MWMOTE and CL-MWMOTE oversampling. CL-MWMOTE evaluation results provide better and optimal performance than MWMOTE and increase the precision, recall, f-measure, and accuracy of 0.53 %, 0.67 %, 0.66 %, and 0.67 %, respectively.}, issn = {2338-0403}, pages = {77--82} doi = {10.14710/jtsiskom.2021.13748}, url = {https://jtsiskom.undip.ac.id/article/view/13748} }
Refworks Citation Data :
Note: This article has supplementary file(s).
Article Metrics:
Last update:
Last update: 2024-11-05 04:32:56
Starting from 2021, the author(s) whose article is published in the JTSiskom journal attain the copyright for their article and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. By submitting the manuscript to JTSiskom, the author(s) agree with this policy. No special document approval is required.
The author(s) guarantee that:
The author(s) retain all rights to the published work, such as (but not limited to) the following rights:
Suppose the article was prepared jointly by more than one author. Each author submitting the manuscript warrants that all co-authors have given their permission to agree to copyright and license notices (agreements) on their behalf and notify co-authors of the terms of this policy. JTSiskom will not be held responsible for anything arising because of the writer's internal dispute. JTSiskom will only communicate with correspondence authors.
Authors should also understand that their articles (and any additional files, including data sets and analysis/computation data) will become publicly available once published. The license of published articles (and additional data) will be governed by a Creative Commons Attribution-ShareAlike 4.0 International License. JTSiskom allows users to copy, distribute, display and perform work under license. Users need to attribute the author(s) and JTSiskom to distribute works in journals and other publication media. Unless otherwise stated, the author(s) is a public entity as soon as the article is published.