Spam Detection in Social Media Employing Machine Learning Tool for Text Mining

作者: Sadia Sharmin , Zakia Zaman

DOI: 10.1109/SITIS.2017.32

关键词:

摘要: In recent time, online social networks have been affected by various unwanted threats. Although they provided us with an open platform to share our thoughts others, however, due misuse of this powerful resource, general users are in endangered condition. For example, YouTube has used as a promotional ground artist upload their music videos, movie trailers, etc. and viewers can post opinion on them. Unfortunately, often malicious use phishing website links, advertisements, fraudulent information the comments section, which may transmit viruses or malwares. So, these harmful need be identified order continue flawless service media. study, we implemented several classification algorithm sort out spam videos from legitimate one, performance measures analysed well ensemble classifier over single context text also highlighted.

参考文章(17)
Naganna Chetty, Kunwar Singh Vaisla, Nagamma Patil, An Improved Method for Disease Prediction Using Fuzzy Approach international conference on advances in computing and communication engineering. pp. 568- 572 ,(2015) , 10.1109/ICACCE.2015.67
Charu C Aggarwal, Charu C Aggarwal, Mining Text Data Data Mining. pp. 429- 455 ,(2015) , 10.1007/978-3-319-14142-8_13
Sohini Roychowdhury, Dara D. Koozekanani, Keshab K. Parhi, DREAM: diabetic retinopathy analysis using machine learning. IEEE Journal of Biomedical and Health Informatics. ,vol. 18, pp. 1717- 1728 ,(2014) , 10.1109/JBHI.2013.2294635
Robert J Tibshirani, Bradley Efron, An introduction to the bootstrap ,(1993)
Roohallah Alizadehsani, Mohammad Javad Hosseini, Zahra Alizadeh Sani, Asma Ghandeharioun, Reihane Boghrati, Diagnosis of Coronary Artery Disease Using Cost-Sensitive Algorithms international conference on data mining. pp. 9- 16 ,(2012) , 10.1109/ICDMW.2012.29
Monica Rogati, Yiming Yang, High-performing feature selection for text classification conference on information and knowledge management. pp. 659- 661 ,(2002) , 10.1145/584792.584911
Yihua Lan, Haozheng Ren, Jinxin Wan, A Hybrid Classifier for Mammography CAD international conference on computational and information sciences. pp. 309- 312 ,(2012) , 10.1109/ICCIS.2012.18
Sebastian Raschka, Naive Bayes and Text Classification I - Introduction and Theory. arXiv: Learning. ,(2014)
Y.A. Aslandogan, G.A. Mahajani, Evidence combination in medical data mining international conference on information technology coding and computing. ,vol. 2, pp. 465- 469 ,(2004) , 10.1109/ITCC.2004.1286697