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Conf"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/SURV.2013.032213.00009"},{"key":"ref10","year":"2019","journal-title":"Scam Statistics"},{"key":"ref11","author":"test","year":"2019","journal-title":"Spam Statistics"},{"key":"ref12","first-page":"783","article-title":"A Comprehensive Study of Phishing Attacks","volume":"4","author":"banu","year":"2013","journal-title":"Int J Comput Sci Inf Technol"},{"key":"ref13","article-title":"Revisiting Email spoofing attacks","author":"hu","year":"2018","journal-title":"arXiv 1801 00853"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CCC.2016.25"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2018.01.001"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-011-9280-4"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1007\/s13042-010-0001-0"},{"key":"ref17","article-title":"An analysis of the impact of phishing and anti-phishing related announcements on market value of global firms","author":"chung-man","year":"2009"},{"key":"ref117","first-page":"1121","article-title":"An efficient framework for spam mail detection in attachments using NLP","volume":"5","author":"malge","year":"2016","journal-title":"Int J Sci Res"},{"key":"ref18","first-page":"2362","article-title":"Impact of spam advertisement through E-mail: A study to assess the influence of the anti-spam on the E-mail marketing","volume":"4","author":"raad","year":"2010","journal-title":"S Afr J Bus Manage"},{"key":"ref19","year":"2019","journal-title":"Company Cheated of RM 4 5 Mil Due to Email Spoofing"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1145\/2975608"},{"key":"ref114","author":"rashid","year":"2017","journal-title":"Make your own neural network a gentle journey through the mathematics of neural networks and making your own using the Python computer 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