With the growth of mobile phones, short message service (SMS) became an essential text communication service. However, low cost and ease use SMS led to increase in Spam. In this paper, characteristics spam has studied a set features introduced get rid spam. addition, problem detection was addressed as clustering analysis that requires metaheuristic algorithm find structures. Three differential ...

Perkembangan teknologi memaksa sebagian besar penduduk diseluruh dunia termasuk di Indonesia untuk dapat memanfaatkan kemajuan tersebut. Salah satu yang dimaksud adalah internet dan Gadget. smartphone pesat tidak merubah fungsi dari salah layanan provider yaitu pesan singkat atau short message service (SMS). SMS saat ini masih dipergunakan mengirimkan kepada pengguna sudah saling kenal maupun o...

Content-based approaches to detecting mobile spam to date have focused mainly on analyzing the topical aspect of a SMS message (what it is about) but not on the stylistic aspect (how it is written). In this paper, as a preliminary step, we investigate the utility of commonly used stylistic features based on shallow linguistic analysis for learning mobile spam filters. Experimental results show ...

In This paper we present a novel approach to spam filtering and demonstrate its applicability with respect to SMS messages. Our approach requires minimum features engineering and a small set of labelled data samples. Features are extracted using topic modelling based on latent Dirichlet allocation, and then a comprehensive data model is created using a Stacked Denoising Autoencoder (SDA). Topic...

Today most of the personal and professional communication is done using the electronic media such as E-Mailing, SMS etc. But these all services also suffer from the problem of unwanted messages or the communicating information called Spam. The Spam Message can be an email virus, charity latter, commercial advertisement etc. But it affects the user time, memory and the attention. In this paper, ...

In developing countries, Short Messaging Service (SMS) is one of the most widely used and cheapest modes of communication. Hence, this medium is often exploited by advertising companies to reach masses. The unsolicited (spam) SMSes consume user attention and have become a reason of annoyance for most of the mobile phone users, as not many of them use the information from these SMSes. We conduct...