A review of machine learning approaches to spam filtering

TS Guzella, WM Caminhas - Expert Systems with Applications, 2009 - Elsevier
… of machine learning algorithms to Spam filtering, focusing on both textual- and image-based
approaches. Instead of considering Spam filtering … , in designing new filters. Two particularly …

[HTML][HTML] Machine learning for email spam filtering: review, approaches and open research problems

EG Dada, JS Bassi, H Chiroma, AO Adetunmbi… - Heliyon, 2019 - cell.com
filter spam emails. We present a systematic review of some of the popular machine learning
based email spam filtering … the research trend in spam filtering. The preliminary discussion in …

[PDF][PDF] Machine learning techniques in spam filtering

K Tretyakov - Data mining problem-oriented seminar, MTAT, 2004 - kt.era.ee
… The subject of machine learning has been widely studied and there are lots of algorithms …
popular machine learning algorithms and their application to the problem of spam filtering. …

Machine learning for e-mail spam filtering: review, techniques and trends

A Bhowmick, SM Hazarika - arXiv preprint arXiv:1606.01042, 2016 - arxiv.org
… e-mail spam filtering techniques. We focus primarily on Machine Learning-based spam filters
… the basics of e-mail spam filtering, the evolving nature of spam, spammers playing cat-and-…

An empirical study of three machine learning methods for spam filtering

CC Lai - Knowledge-Based Systems, 2007 - Elsevier
… on a specific machine-learning technique to automatically filter out spam e-mail has … machine
learning methods in spam filtering. On the other hand, we try to integrate two spam filtering

[PDF][PDF] Email spam filtering using supervised machine learning techniques

V Christina, S Karpagavalli, G Suganya - International Journal on …, 2010 - Citeseer
… because the filters are not … spammers and the inflexibility of spam filters to adapt the changes.
In our work, we employed supervised machine learning techniques to filter the email spam

[PDF][PDF] A survey of machine learning techniques for Spam filtering

O Saad, A Darwish, R Faraj - International Journal of Computer …, 2012 - researchgate.net
machine learning methods for anti-spam filtering. In this paper we discussed the problem of
spam and gave an overview of learning based spam filtering … definition of what spam is, but …

[PDF][PDF] A survey of existing e-mail spam filtering methods considering machine learning techniques

H Bhuiyan, A Ashiquzzaman, TI Juthi… - Global Journal of …, 2018 - researchgate.net
… , Learning-based technique, Heuristic processes and so on. This paper illustrates a survey
of different existing email spam filtering system regarding Machine Learningspam filtering

[HTML][HTML] A method for fast selection of machine-learning classifiers for spam filtering

S Rapacz, P Chołda, M Natkaniec - Electronics, 2021 - mdpi.com
… performing machine-learning-… machine-learning model used for spam detection (defined
here as a binary classifier), to process the text so that the data can be fed to a machine-learning

SMS spam filtering using supervised machine learning algorithms

P Navaney, G Dubey, A Rana - 2018 8th international …, 2018 - ieeexplore.ieee.org
… SMS spam filter inherits much functionality from E-mail Spam Filtering. Comparing the
performance of various supervised learning algorithms we find the support vector machine