SPAM MAIL FILTERING USING MULTINOMIAL NAÏVE BAYSIAN ALGORITHM

SPAM MAIL FILTERING USING MULTINOMIAL NAÏVE BAYSIAN ALGORITHM

Registration ID: IJNRD_180915

Published ID: IJNRD2207112

DOI: Click Here to Get

Dr.Shaik.Nagul , Mr.A.V.D.N.Murthy

Machine learning, Spam filtering, Mail classification, Support vector machines, Multinomial Naïve Bayesian.

Email Spam has become a major problem nowadays, with Rapid growth of internet users, Email spam is also increasing. People are using them for illegal and unethical conducts, phishing and fraud. Sending malicious links through spam emails which can harm our system and can also seek into your system. Creating a fake profile and email account is much easier for the spammers, they pretend like a genuine person in their spam emails, these spammers target those people who are not aware about these frauds. So, it is necessary to Identify those spam mails which are fraudulent. In the existing proposed system they classify the mail using Support Vector Machine (SVM) by feature extraction. In this proposed system we identify spam by using techniques of machine learning, this system will discuss the Multinomial Naïve Bayesian Algorithm which is used for supervised learning. The Bayesian classifier works on the probability of the event which occurred previously. The Naïve Bayes always calculates the probability of each class and class having the maximum probability is chosen as output. The Naïve Bayes filter very well and work effectively.

Published Paper   E-Certificate

"SPAM MAIL FILTERING USING MULTINOMIAL NAÏVE BAYSIAN ALGORITHM", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.7, Issue 7, page no.982-988, July-2022, Available :https://ijnrd.org/papers/IJNRD2207112.pdf

Volume 7 Issue 7, July-2022

Pages : 982-988

Paper Reg. ID: IJNRD_180915

Published Paper Id: IJNRD2207112

Downloads: 000121127

Research Area: Computer Engineering 

Country: Visakaptnam, Andhrapradesh, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2207112.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2207112

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

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

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.

Indexing In Google Scholar, SSRN, ResearcherID-Publons, Semantic Scholar | AI-Powered Research Tool, Microsoft Academic, Academia.edu, arXiv.org, Research Gate, CiteSeerX, ResearcherID Thomson Reuters, Mendeley : reference manager, DocStoc, ISSUU, Scribd, and many more

How to submit the paper?

Important Dates for Current issue

Paper Submission Open For: August 2025

Current Issue: Volume 10 | Issue 8

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

Notification of Review Result: Within 1-2 Days after Submitting paper.

Publication of Paper: Within 01-02 Days after Submititng documents.

Frequency: Monthly (12 issue Annually).

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

Subject Category: Research Area