Paper Title

AI BASED SPAM SPOILER FOR E-MAIL SERVICES

Article Identifiers

Registration ID: IJNRD_194964

Published ID: IJNRD2305302

DOI: Click Here to Get

Authors

RAJAHA MUTHIAHA C , Ms ARUNA T N , PRIYANKA R , REESHMA R , THANUSU C

Keywords

AI,E-Mail, LSTM, GRU, Spam Detection

Abstract

In recent times, cyber cover incidents have come down constantly. In the utmost of these incidents, the bushwhacker used colorful types of spam emails as a driving force and successfully compromised the websites of government systems, well-known companies, politicians, and social associations in numerous countries. increase. The discovery of spam emails from a large quantum of dispatch data is attracting attention. still, spam dispatch disguise ways are getting decreasingly sophisticated, and being discovery styles are ill-equipped to keep pace with decreasingly sophisticated fraud ways and the volume of emails. This design develops a new and effective approach called Spam Spoiler, which uses LSTM-grounded GRUs to classify large quantities of dispatch data into four distinct classes generally fraudulent, draining, and suspicious emails. suggested to do The new process includes two crucial phases. A sample expansion phase and a test phase with enough samples. An LSTM-grounded GRU, this design efficiently retrieves meaningful information from emails that can be used as substantiation for forensic analysis. Experimental results show that Spam Spoiler outperforms ML algorithms, achieving 98 bracket delicacy using his LSTM novel fashion with an iterative grade unit. Dispatch content analysis covers different types of motifs. Spam Spoiler effectively outperforms being styles, leaving the bracket process robust and dependable.

How To Cite

"AI BASED SPAM SPOILER FOR E-MAIL SERVICES", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.8, Issue 5, page no.d16-d22, May-2023, Available :https://ijnrd.org/papers/IJNRD2305302.pdf

Issue

Volume 8 Issue 5, May-2023

Pages : d16-d22

Other Publication Details

Paper Reg. ID: IJNRD_194964

Published Paper Id: IJNRD2305302

Downloads: 000121144

Research Area: Engineering

Country: Virudhunagar, Tamil Nadu, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2305302.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2305302

About Publisher

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

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Call For Paper - Volume 10 | Issue 8 | August 2025

IJNRD is Scholarly open access journals, Peer-reviewed, and Refereed Journals, High Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool), Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) with Open-Access Publications.

INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world. IJNRD will provide an opportunity for practitioners and educators of engineering field to exchange research evidence, models of best practice and innovative ideas.

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Paper Submission Open For: August 2025

Current Issue: Volume 10 | Issue 8

Last Date for Paper Submission: Till 31-Aug-2025

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Frequency: Monthly (12 issue Annually).

Journal Type: International Peer-reviewed, Refereed, and Open Access Journal.

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