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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

Social Engineering Neutralization Through Intelligent Network-Level Learning

  Authors

  Tamanna Tanwar H,  Yealena Barman,  R Afshan Anjum,  Sriram A S

  Keywords

Email Security, Spam Filtering, Phishing Detection, Machine Learning, Natural Language Processing (NLP), AI-Driven Cybersecurity, Feedback Learning System, Secure Email Gateway, Real-Time Threat Classification, Cloud-Based Monitoring, Intelligent Filtering, and Proactive Network Defense.

  Abstract


Email communication is a critical component of modern professional and personal interactions, yet it remains one of the most exploited channels for cyberattacks such as phishing, malware infiltration, and social engineering. Conventional spam filters, operating primarily at the user device level, often fail to provide proactive defense and adaptive learning, resulting in exposure to malicious emails and compromised data security. This project presents the design and development of Sentinel - a Gateway-Level Intelligent Email Security System, capable of real-time analysis and classification of incoming emails using Natural Language Processing (NLP) and Machine Learning (ML) models. The system integrates an AI-based filtering engine with a secure web gateway, ensuring that malicious emails are quarantined before they reach the user's inbox. Continuous data feedback from users is analyzed by a retraining module, enabling adaptive improvement of the classifier's precision. The framework also includes a web-based dashboard and cloud connectivity for centralized monitoring, feedback visualization, and scalable deployment across enterprises and individuals.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2510681

  Paper ID - 295601

  Page Number(s) - f767-f773

  Pubished in - Volume 13 | Issue 10 | October 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Tamanna Tanwar H,  Yealena Barman,  R Afshan Anjum,  Sriram A S,   "Social Engineering Neutralization Through Intelligent Network-Level Learning", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 10, pp.f767-f773, October 2025, Available at :http://www.ijcrt.org/papers/IJCRT2510681.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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