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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 5 | Month- May 2024
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Paper Title
OUTLIER DETECTION AND CLUSTERING IMPROVEMENT USING A NOVEL APPROACH
Authors
Jagannath Mahajan, Dr. Jitendra Sheethlani
Keywords
Outlier, Clustering, k-means clustering, Unsupervised
Abstract
Outlier detection is utilised in a variety of applications, including clustering-based illness onset identification, gene expression analysis, computer network intrusion detection, financial fraud detection, and human behaviour analysis. Because of their poor accuracy and lack of a comprehensive strategy, existing methods for detecting outliers are ineffective. Small clusters are usually considered outliers, and most algorithms provide an outlier score to each data object. Due to high computational complexity and misidentification of regular data objects as outliers, these techniques have disadvantages. Using a modified k-means clustering technique, we provide a unique unsupervised approach for detecting outliers in this study. To increase clustering accuracy, outliers are eliminated from the dataset. By comparing our method to existing approaches and benchmark performance, we are able to prove that it is effective.
IJCRT's Publication Details
Unique Identification Number - IJCRT2112579
Paper ID - 222216
Page Number(s) - f367-f376
Pubished in - Volume 9 | Issue 12 | December 2021
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Jagannath Mahajan, Dr. Jitendra Sheethlani, "OUTLIER DETECTION AND CLUSTERING IMPROVEMENT USING A NOVEL APPROACH", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 12, pp.f367-f376, December 2021, Available at :http://www.ijcrt.org/papers/IJCRT2112579.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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