<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "ENHANCING SPAM COMMENT DETECTION ON SOCIAL MEDIA WITH EMOJI FEATURE AND POST-COMMENT PAIRS APPROACH USING ENSEMBLE METHODS OF MACHINE LEARNING"^^ . "Every time a well-known public figure posts something on social media, it encourages many\r\nusers to comment. Unfortunately, not all comments are relevant to the post. Some are spam comments\r\nwhich can disrupt the overall flow of information. This research employed two strategies to address issues\r\nin text spam detection on social media. The first strategy was utilizing emojis that had been frequently\r\ndiscarded in many studies. In fact, many social media users use emojis to convey their intentions. The\r\nsecond strategy was utilizing stacked post-comment pairs, which was different from many spam detection\r\nsystems that solely focused on comment-only data. The post-comment pairs were required to detect whether\r\na comment was relevant (not spam) or spam based on the post context. This research used the SpamID-Pair\r\ndataset derived from social media for Indonesian spam comment detection. After a comprehensive\r\ninvestigation, the emoji-text feature, the stacked post-comment pairs, and ensemble voting could boost\r\ndetection performance (in terms of accuracy and F1). Adding manual features also improved detection\r\nperformance. Based on the experiment, the best stand-alone methods for spam comment detection are the\r\nSVM (RBF kernel) and the soft voting ensemble method for the best average performance."^^ . "2023" . . . "11" . . "Journal of IEEE Access"^^ . . . "21693536" . . . . . . . . . . . . . "Yohanes Suyanto"^^ . ""^^ . "Yohanes Suyanto "^^ . . "Anny Kartika Sari"^^ . ""^^ . "Anny Kartika Sari "^^ . . "Antonius Rachmat Chrismanto"^^ . ""^^ . "Antonius Rachmat Chrismanto "^^ . . . . . . "ENHANCING SPAM COMMENT DETECTION ON SOCIAL MEDIA WITH EMOJI FEATURE AND POST-COMMENT PAIRS APPROACH USING ENSEMBLE METHODS OF MACHINE LEARNING (Text)"^^ . . . . . "Enhancing Spam Comment Detection on Social Media.pdf"^^ . . . "ENHANCING SPAM COMMENT DETECTION ON SOCIAL MEDIA WITH EMOJI FEATURE AND POST-COMMENT PAIRS APPROACH USING ENSEMBLE METHODS OF MACHINE LEARNING (Other)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #9073 \n\nENHANCING SPAM COMMENT DETECTION ON SOCIAL MEDIA WITH EMOJI FEATURE AND POST-COMMENT PAIRS APPROACH USING ENSEMBLE METHODS OF MACHINE LEARNING\n\n" . "text/html" . . . "QA75 Komputer Elektronik. Ilmu Komputer"@id . .