Journal of the Korea Society of Computer and Information (한국컴퓨터정보학회논문지)

Korean Society of Computer Information (한국컴퓨터정보학회)
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An Effective Method for Blocking Illegal Sports Gambling Ads on Social Media

  • Received : 2019.12.04
  • Accepted : 2019.12.26
  • Published : 2019.12.31
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Abstract

In this paper, we propose an effective method to block illegal gambling advertisement on social media. With the increase of smartphone and internet usage, users can easily access various information while sharing information such as text and video with a large number of others. In addition, illegal sports gambling advertisements are also continue to be transmitted on SNS. To avoid most surveillance networks, users are easily exposed to illegal sports gambling advertisement images by including phrases in the images that indicate illegal sports gambling advertisements. In order to cope with these problems, we proposed a method to actively block illegal sports gambling advertisements in a way different from the conventional passive methods. In this paper, we select words frequently used for illegal sports gambling, classifies them into three groups according to their importance, calculate WF for each word using weighted formula by degree of relevance and frequency, and then sum the WF of the words in the image. Blocking, warning, and passing were determined by cv, the total of WF. Experimenting with the proposed method, 193 out of 200 experimental images were correctly judged with 96.5% accuracy, and even though 7 images were illegal sports gambling advertisements. Further research is needed to block 3.5% of illegal sports betting ads that cannot be blocked in the future.

본 논문은 SNS 상의 불법 스포츠 도박 광고를 차단하기 위한 효과적인 방법을 제안한다. 스마트폰 사용과 인터넷 이용률의 증가로 사용자가 글이나 영상 등의 정보를 다수의 사용자들과 공유하면서 다양한 정보를 쉽게 접할 수 있게 됨에 따라 불법 스포츠 도박 광고 또한 SNS 내에서 지속적으로 전송되고 있다. 네트워크상의 감시를 피하기 위해 이미지 속에 불법 스포츠 도박 광고임을 나타내는 문구들을 포함시켜서 광고를 함으로써 이용자들은 불법 스포츠 도박 광고 이미지에 쉽게 노출되어 있다. 이러한 문제에 대응하기 위해 기존의 소극적인 방식과는 다른 방법으로 불법 스포츠 도박 광고를 적극적으로 차단할 수 있는 방법을 제안한다. 본 논문에서 제안하는 방법은 불법 스포츠 도박에 자주 사용되는 단어들을 선정하고 중요도에 따라 3개의 그룹으로 나누고 그룹 가중치와 빈도 별 가중치 공식을 이용하여 각 단어마다 WF를 산정한 후, 해당 이미지 내의 단어들의 WF의 총합인 cv로 차단, 경고, 통과를 판정하였다. 제안한 방법으로 실험을 한 결과 200개의 실험 이미지 중 193개가 정확한 판정을 받아 96.5%의 정확도를 보였으며, 7개의 이미지가 불법 스포츠 도박 광고임에도 통과 판정을 받았다. 향후 차단되지 못한 3.5%의 불법 스포츠 도박 광고를 차단시키기 위한 연구가 필요하다 하겠다.

Keywords

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