E-mail is the cheaper and fast way of communication. E-mail is used in both personal and professional levels of life. Various types of e-mail are lies on social websites. The spam is one of them. Spam is the undesired messages on the internet site which is nothing but wastes the time and resources. Spam messages are sent by the spammer for marketing, promotion, spreading the virus. Various detection and filtering approaches are used to manage the spam. One is the most useful and simple approach is KNN algorithm which is content based approach. In this paper, the authors are trying to improve KNN algorithm which can be later used for better Spam Email Detection.
Wenjuan Li and Weizhi Meng, \"An Empirical Study on Email Classification Using Supervised Machine Learning,\" IEEE, pp. 7438-7443, 2015.
Michal Prilepok and Milos Kudelka, \"Spam Detection Based on Nearest Community Classifier,\" IEEE, pp. 353-359, 2015.
Sunil B. Rathod and Tareek M. Pattewar, \"Content Based Spam Detection in Email using,\" IEEE, pp. 1257-1261, 2015.
Wanli Ma, Dat Tran, and Dharmendra Sharma, \"A Novel Spam Email Detection System Based on Negative Selection,\" IEEE, pp. 987-992, 2009.
Xiao Li, Junyong Luo, and Meijuan Yin, \"E-mail Filtering Based on Analysis of Structural,\" IEEE, 2010.
Xianchao Zhang, Shaoping Zhu, and Wenxin Liang,\"Detecting Spam and Promoting Campaigns in the Twitter Social Network,\" IEEE, pp. 1194-1199, 2012.
Soghra M. Gargari and Sule Gunduz oguducu, \"A Novel Framework For Spammer Detection In,\" IEEE, pp. 827-834, 2012.
Hesham Altwaijry and Saeed Algarny, \"Bayesian based intrusion detection system,\" elsevier, pp. 1-6, 2012.
Izzat i Alsmadi and Ikdam Alhami, \"Clustering and classification of email contents,\" Elsevier , pp. 1-11, 2015.
Sarwat Nizamani, Nasrullah Memon, Mathies Glasdam, and Dong Duong Nguyen, \"Detection of fraudulent emails by employing,\" Elsevier, pp. 169-174, 2014.
Loredana Firte, Camelia Lemnaru, and Rodica Potolea, \"Spam Detection Filter using KNN Algorithm and Resampling,\" IEEE, pp. 27-33, 2010.
Nitin Jindal and Bing Liu, \"Analyzing and Detecting Review Spam,\" IEEE, pp. 547-552, 2007.
SNEHAL DIXIT and A.J. AGRAWAL, \"SURVEY ON REVIEW SPAM DETECTION,\" vol. 4, no. 2, pp. 68-72, 2013.
Ommera jan ,heena khana “An analysis of misclassification error detection in mails using data mining techniques”MAY 2015.
Carmona-Cejudo, Jose´ M., Baena-Garcı´a, Manuel, Morales Bueno, Rafael, Gama, Joa˜ o, Bifet, Albert, 2011. Using GNUsmail to compare data stream mining methods for on-line email classification.J. Mach. Learn. Res. Proc. Track 17, 12–18.
Bekkerman, Andrew McCallum, Gary Huang, 2004. Automatic Categorization of Email into Folders: Benchmark Experiments on Enron and SRI Corpora.