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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Paper Title
OPTIMIZING IMBALANCED DATA CLASSIFICATION THE OWA-ELM APPROACH
Authors
,K.Triveni, Mr.N.Sravankumar
Keywords
Imbalanced Data, OWA-ELM
Abstract
In the realm of machine learning, the Extreme Learning Machine (ELM) excels in classification and regression but falters with imbalanced data. To address this, we introduce OWA-ELM, an enhanced ELM algorithm with output weight adjustment. OWA-ELM strategically adjusts connection weights to favor minority classes, improving their classification accuracy without compromising majority class performance. Furthermore, we integrate OWA-ELM with the deep learning SMOTE algorithm to automatically synthesize similar data, addressing data imbalance more effectively. Our extended OWA-ELM with SMOTE outperforms other algorithms, achieving higher FSCOREs and demonstrating superior classification performance on imbalanced datasets.
IJCRT's Publication Details
Unique Identification Number - IJCRT2405135
Paper ID - 259119
Page Number(s) - b246-b257
Pubished in - Volume 12 | Issue 5 | May 2024
DOI (Digital Object Identifier) -
Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
,K.Triveni, Mr.N.Sravankumar, "OPTIMIZING IMBALANCED DATA CLASSIFICATION THE OWA-ELM APPROACH", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 5, pp.b246-b257, May 2024, Available at :http://www.ijcrt.org/papers/IJCRT2405135.pdf
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Volume 12 | Issue 7
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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