%0 Journal Article %1 dhinaharannagamalai2017unsupervised %A Kareem E Abdelfatah, Gabriel Terejanu, Ayman A Alhelbawy %D 2017 %E Dhinaharan Nagamalai, Natarajan Meghanathan %J Computer Science & Information Technology (CS & IT) %K Arabic, Dimensionality Media, Reduction, SGPLVM, Social Unsupervised learning %N 4 %T Unsupervised Detection of Violent Content in Arabic Social Media %U http://airccse.org/V7N66.html %V 7 %X A monitoring system is proposed to detect violent content in Arabic social media. This is a new and challenging task due to the presence of various Arabic dialects in the social media and the non-violent context where violent words might be used. We proposed to use a probabilistic nonlinear dimensionality reduction technique called sparse Gaussian process latent variable model (SGPLVM) followed by k-means to separate violent from non-violent content. This framework does not require any labelled corpora for training. We show that violent and non-violent Arabic tweets are not separable using k-means in the original high dimensional space, however better results are achieved by clustering in low dimensional latent space of SGPLVM.

@article{dhinaharannagamalai2017unsupervised, abstract = {A monitoring system is proposed to detect violent content in Arabic social media. This is a new and challenging task due to the presence of various Arabic dialects in the social media and the non-violent context where violent words might be used. We proposed to use a probabilistic nonlinear dimensionality reduction technique called sparse Gaussian process latent variable model (SGPLVM) followed by k-means to separate violent from non-violent content. This framework does not require any labelled corpora for training. We show that violent and non-violent Arabic tweets are not separable using k-means in the original high dimensional space, however better results are achieved by clustering in low dimensional latent space of SGPLVM.}, added-at = {2017-03-21T00:36:03.000+0100}, author = {{Kareem E Abdelfatah, Gabriel Terejanu}, Ayman A Alhelbawy}, biburl = {https://www.bibsonomy.org/bibtex/23a77af13aa5f86a41d3815b46979fb79/laimbee}, editor = {Dhinaharan Nagamalai, Natarajan Meghanathan}, interhash = {b861cb02e6d1145d0e74baecd1b5a251}, intrahash = {3a77af13aa5f86a41d3815b46979fb79}, journal = {Computer Science & Information Technology (CS & IT) }, keywords = {Arabic, Dimensionality Media, Reduction, SGPLVM, Social Unsupervised learning}, month = {1-7}, number = 4, timestamp = {2017-03-21T00:36:03.000+0100}, title = {Unsupervised Detection of Violent Content in Arabic Social Media}, url = {http://airccse.org/V7N66.html}, volume = 7, year = 2017 }