Retraction Note: An optimized Bi-LSTM with random synthetic over-sampling strategy for network intrusion detection.

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Title: Retraction Note: An optimized Bi-LSTM with random synthetic over-sampling strategy for network intrusion detection.
Authors: Padmavathi, B.1 (AUTHOR), Bhagyalakshmi, A.1 (AUTHOR), Kavitha, D.1 (AUTHOR), Indumathy, P.1 (AUTHOR) csrdpadma@gmail.com
Source: Soft Computing - A Fusion of Foundations, Methodologies & Applications. 2026 Suppl 1, Vol. 30, p541-541. 1p.
Subjects: Retraction of scholarly articles, Editorial policies, Professional peer review, Intrusion detection systems (Computer security), Long short-term memory
Abstract: This retraction notice addresses the withdrawal of a previously published article due to concerns identified in an investigation by the publisher. The issues include compromised editorial handling and peer review processes, inappropriate or irrelevant references, and the article being outside the journal's scope. As a result, the publisher and Editor-in-Chief have lost confidence in the article's results and conclusions. The authors did not respond to correspondence regarding the retraction. [Extracted from the article]
Copyright of Soft Computing - A Fusion of Foundations, Methodologies & Applications is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Database: Engineering Source
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DbLabel: Engineering Source
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  Data: Retraction Note: An optimized Bi-LSTM with random synthetic over-sampling strategy for network intrusion detection.
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  Data: <searchLink fieldCode="DE" term="%22Retraction+of+scholarly+articles%22">Retraction of scholarly articles</searchLink><br /><searchLink fieldCode="DE" term="%22Editorial+policies%22">Editorial policies</searchLink><br /><searchLink fieldCode="DE" term="%22Professional+peer+review%22">Professional peer review</searchLink><br /><searchLink fieldCode="DE" term="%22Intrusion+detection+systems+%28Computer+security%29%22">Intrusion detection systems (Computer security)</searchLink><br /><searchLink fieldCode="DE" term="%22Long+short-term+memory%22">Long short-term memory</searchLink>
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  Data: This retraction notice addresses the withdrawal of a previously published article due to concerns identified in an investigation by the publisher. The issues include compromised editorial handling and peer review processes, inappropriate or irrelevant references, and the article being outside the journal's scope. As a result, the publisher and Editor-in-Chief have lost confidence in the article's results and conclusions. The authors did not respond to correspondence regarding the retraction. [Extracted from the article]
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  Data: <i>Copyright of Soft Computing - A Fusion of Foundations, Methodologies & Applications is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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        Value: 10.1007/s00500-025-11090-0
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        Text: English
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      – SubjectFull: Editorial policies
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      – SubjectFull: Professional peer review
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      – SubjectFull: Intrusion detection systems (Computer security)
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      – SubjectFull: Long short-term memory
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              Text: 2026 Suppl 1
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