Orange 3 ile Türkçe ve İngilizce SMS Mesajlarında Spam Tespiti

Özlem Örnek

Öz


Kısa mesajlaşma servisi (SMS), haberleşme ve bilgilendirme için hızlı ve etkili bir yoldur. Kısa süre içerisinde büyük kitlelere ulaşabilme imkanı sağlayabilir. Ancak bu özelliklerin kötü amaçlar için kullanılması kullanıcılar için problem oluşturmaktadır. İstenmeyen, kandırma amaçlı, kötü içerikli ve yanlış bilgi içeren vb. mesajlar gönderilebilmektedir. Bu problemlerin giderilmesi ve daha güvenli bir ortam sağlanması amacıyla bu çalışmada TurkishSMS mesaj koleksiyonu ve UCI SMS Spam koleksiyonu kullanılarak Türkçe ve İngilizce dilleri içerikli SMS’ler için spam tespiti yapılmıştır. Çalışmada doğruluk ve hata oranları baz alındığında TurkishSMS veri kümesi için Sinir Ağları, UCI SMS Spam veri kümesi için ise Naive Bayes algoritmasının büyük bir doğruluk ve daha az kaçırma oranına sahip olduğu tespit edilmiştir.

Anahtar Kelimeler


SMS Spam Tespiti; Metin Madenciliği; Sınıflandırma

Tam Metin:

169

Referanslar


Shafi’I, M. A., Latiff, M. S. A., Chiroma, H., Osho, O., Abdul-Salaam, G., Abubakar, A. I., Herawan, T. 2017. A review on mobile SMS spam filtering techniques. IEEE Access, 5, 15650-15666.

Joe, I., Shim, H. 2010. An SMS spam filtering system using support vector machine. In International Conference on Future Generation Information Technology, Springer, Berlin, Heidelberg, 577-584.

Liu, J. Y., Zhao, Y. H., Zhang, Z. X., Wang, Y. H., Yuan, X. M., Hu, L., Dong, Z. J. 2012. Spam short messages detection via mining social networks. Journal of Computer Science and Technology, 27(3), 506-514.

Nuruzzaman, M. T., Lee, C., Choi, D. 2011. Independent and personal SMS spam filtering. In 2011 IEEE 11th International Conference on Computer and Information Technology, IEEE, 429-435.

Almeida, T. A., Hidalgo, J. M. G., Yamakami, A. 2011. Contributions to the study of SMS spam filtering: new collection and results. In Proceedings of the 11th ACM symposium on Document engineering, ACM, 259-262.

Mathew, K., Issac, B. 2011. Intelligent spam classification for mobile text message. In Proceedings of 2011 International Conference on Computer Science and Network Technology, IEEE, Vol. 1, 101-105.

Uysal, A. K., Gunal, S., Ergin, S., Gunal, E. S. 2012. A novel framework for SMS spam filtering. In 2012 International Symposium on Innovations in Intelligent Systems and Applications, IEEE, 1-4.

Uysal, A. K., Gunal, S., Ergin, S., Gunal, E. S. 2013. The impact of feature extraction and selection on SMS spam filtering. Elektronika ir Elektrotechnika, 19(5), 67-73.

Kim, S. E., Jo, J. T., Choi, S. H. 2015. SMS spam filterinig using keyword frequency ratio. International Journal of Security and Its Applications, 9(1), 329-336.

Modupe, A., Olugbara, O. O. Ojo, S. O. 2014. Filtering of mobile short messaging service communication using latent Dirichlet allocation with social network analysis. In Transactions on Engineering Technologies, Springer, Dordrecht, 671-686.

Alzahrani, A. J., Ghorbani, A. A. 2014. SMS mobile botnet detection using a multi-agent system: research in progress. In Proceedings of the 1st International Workshop on Agents and CyberSecurity, ACM, 2.

Yadav, K., Saha, S. K., Kumaraguru, P., Kumra, R. 2012. Take control of your SMSes: Designing an usable spam SMS filtering system. In 2012 IEEE 13th International Conference on Mobile Data Management, IEEE, 352-355.

Foozy, C. F. M., Ahmad, R., Abdollah, M. F., Wen, C. C. 2017. A Comparative Study with RapidMiner and WEKA Tools over some Classification Techniques for SMS Spam. In IOP Conference Series: Materials Science and Engineering, IOP Publishing, Vol. 226, No. 1, 012100.

Bozan, Y. S., Çoban, Ö., Özyer, G. T., Özyer, B. 2015. SMS spam filtering based on text classification and expert system. In 2015 23nd Signal Processing and Communications Applications Conference (SIU), IEEE, 2345-2348.

Kawade, D. R., Oza, K. S. 2015. SMS spam classification using WEKA. International Journal of Electronics Communication and Computer Technology, 5, 43-7.

UCI Machine Learning Repository. SMS Spam Collection Data Set. https://archive.ics.uci.edu/ml/datasets/SMS+Spam+Collection (Erişim Tarihi: 15.03.2019).

Pattern Analysis and Recognition Group. TurkishSMS Dataset. http://ceng.eskisehir.edu.tr/par/ (Erişim Tarihi: 15.03.2019).

Orange. https://orange.biolab.si/ (Erişim Tarihi: 15.03.2019).

Orange 3 Text Mining. Preprocess Text. https://orange3-text.readthedocs.io/en/latest/widgets/preprocesstext.html (Erişim Tarihi: 15.03.2019).


Refback'ler

  • Şu halde refbacks yoktur.


Telif Hakkı (c) 2019 Türk Dünyası Uygulama ve Araştırma Merkezi Bilişim Dergisi

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

https://upr.ac.id/wp-content/uploads/

slot gacor

https://event.unsia.ac.id/wp-content/uploads/

slot gacor

https://disdikbud.pemkomedan.go.id/.well-known/

slot maxwin

https://inspire.unsrat.ac.id/manajerial/uploads/bantuan_dana/

https://www.dekopinda.sumbawakab.go.id/assets/images/

situs slot gacor

https://simanis.lamongankab.go.id/js/

https://ebphtb.gresikkab.go.id/public/slthai/

https://dev-bomobile.cititrans.co.id/uploads/

https://ejournals.itda.ac.id/cache/

http://pdk.unand.ac.id/media/

https://tpp.padangpanjang.go.id/s-thai/

https://web-desa.muaraenimkab.go.id/go/gacor/

https://web-desa.muaraenimkab.go.id/go/rtp/

https://web-desa.muaraenimkab.go.id/go/thailand/

https://sipdatadik.probolinggokab.go.id/js/

https://facesofwarsaw.com/

http://esptpd.kaimanakab.go.id/public/img/

http://elibrary.pipmakassar.ac.id/assets/slot777/

http://bpprd.bungokab.go.id:8087/maxwin/

https://simanis.lamongankab.go.id/jurnal/

https://elsa.lamongankab.go.id/jurnal/

https://poltekkespangkalpinang.ac.id/media/

https://beasiswa.ika.pcr.ac.id/jurnal/

http://elibrary.pipmakassar.ac.id/assets/js/

https://e-office.balangankab.go.id/laravel/laravel/public/jurnal/

https://e-office.balangankab.go.id/laravel/laravel/public/media/

https://e-office.balangankab.go.id/laravel/laravel/public/document/

https://e-remun.poltekbangsby.ac.id/thai/

https://simpeg.unnur.ac.id/jurnal/

https://elsa.lamongankab.go.id/library/

https://simpeg.unnur.ac.id/document/

https://simpeg.unnur.ac.id/media/

https://palito.padangpanjang.go.id/jurnal/

https://tes-umkm.padangpanjang.go.id/jurnal/

slot thailand

https://camatbarat.padangpanjang.go.id/jurnal/

https://ejournal.staindirundeng.ac.id/jurnal/

https://ejournal.staindirundeng.ac.id/s777/

http://103.169.238.243:8071/image/

situs slot gacor

https://eplanning.pemkomedan.go.id/eperencanaan/web/assets/smaxwin/

https://disdikbud.pemkomedan.go.id/media/

slot thailand

https://ejournal.staindirundeng.ac.id/library/

https://silari.pa-ngawi.go.id/document/

slot thailand

https://sipdatadik.probolinggokab.go.id/document/

https://silari.pa-ngawi.go.id/media/

https://silajara.kepulauanselayarkab.go.id/jurnal/

https://rameezmukhtarqureshi.com/

https://dinamis.bkpsdm.ciamiskab.go.id/jurnal/

https://e-presensi.muaraenimkab.go.id/uploads/jurnal/

slot thailand

https://sipdatadik.probolinggokab.go.id/uploads/pagcor/

https://tegal.pramukajateng.or.id/sthai/

slot thailand

https://karanganyar.pramukajateng.or.id/wp-content/srver-thai/

slot thailand

https://e-presensi.muaraenimkab.go.id/file/s777/

https://easn.sumutprov.go.id/api/maxwin/

depo 5k

https://simanis.lamongankab.go.id/assets/media/

https://dpuair.jatimprov.go.id/asset/link/

slot777

https://bbppt.postel.go.id/kalibrasi/core/

https://simonik.demakkab.go.id/public/thai/

https://sidona.bengkulutengahkab.go.id/sgacor/

https://easn.sumutprov.go.id/jurnal/

http://logbook.poltekkes-medan.ac.id/media/zgacor/

https://keuangan.sulselprov.go.id/jurnal/

slot thailand

http://103.169.238.243:8071/image/

https://tpp.padangpanjang.go.id/xgacor/

slot gacor

https://siap-adpim.kalbarprov.go.id/wp-content/upgrade/

https://jdih.pekalongankota.go.id/thai/

https://sirapi.kalteng.go.id/thai/

https://pupr.tulangbawangkab.go.id/thai/

slot thailand

slot gacor

https://lms.unmas.ac.id/Thailand/

slot gacor

slot gacor

http://catalog.poltekkesjogja.ac.id/gacor2024/

http://catalog.poltekkesjogja.ac.id/sgacor/

https://sipinter.babelprov.go.id/sigacor/

slot gacor

https://e-sakip.situbondokab.go.id/thai/

https://rsud.sumbawakab.go.id/maxwin/

https://easn.sumutprov.go.id/demo/

https://silk.semarangkota.go.id/vendor/sthai/

ugasli

https://simpeg.kendalkab.go.id/efile/storage/app/link-gacor/

https://perdagangan.tulangbawangkab.go.id/s777/

https://krs.dinus.ac.id/assets/link-gacor/

https://rekrutmen.bkpsdm.banggaikep.go.id/js/

https://krs.dinus.ac.id/assets/sigacor/

https://cedc.ulm.ac.id/id/wp-content/thai/

https://pakesiska.perhubungan.jatengprov.go.id/situs-thailand/

slot thailand

slot gacor

https://bppkad.magetan.go.id/upgacor/

https://simpeg.dinus.ac.id/updir/xgacor/

https://www.info.sumbawakab.go.id/bingo/link/

https://silk.semarangkota.go.id/packages/tugumuda/

https://lsp.ulm.ac.id/wp-content/slthai/

slot pulsa

betingslot

https://sidona.bengkulutengahkab.go.id/sthai/

https://cedc.ulm.ac.id/id/wp-content/

https://siap-adpim.kalbarprov.go.id/wp-includes/assets/

https://pdk.unand.ac.id/templates/

https://distani.tulangbawangkab.go.id/assets/

https://siapja.maroskab.go.id/stthailand/

slot777

https://simpatda.bppkad.kedirikota.go.id/data/

https://inspektorat.kuansing.go.id/document/

https://gresikcab.dindik.jatimprov.go.id/gacor/

slot gacor hari ini

https://e-sakip.situbondokab.go.id/img/

https://segment.kaboki.go.id/images/

https://recruitment.jec.co.id/assets/tn/media/

https://simpeg.dinus.ac.id/captcha/thai/

https://esakip.kapuaskab.go.id/situs-maxwin/