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22-Jul-2017 07:29

After investigating various approaches for solving the sexual predator identification problem, we have found that a two-stage classifier achieves the best results.

In the first stage, we employ a Support Vector Machine classifier to distinguish conversations having suspicious content from safe online discussions.

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This work has been partially funded by the Sectorial Operational Programme Human Resources Development 2007–2013 of the Romanian Ministry of European Funds through the Financial Agreement POSDRU/159/1.5/S/132397.

This is useful as most chat conversations in real life do not contain a sexual predator, therefore it can be viewed as a filtering phase that enables the actual detection of predators to be done only for suspicious chats that contain a sexual predator with a very high degree.

In the second stage, we detect which of the users in a suspicious discussion is an actual predator using a Random Forest classifier.

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This paper presents a system developed for detecting sexual predators in online chat conversations using a two-stage classification and behavioral features.

This work has been partially funded by the Sectorial Operational Programme Human Resources Development 2007–2013 of the Romanian Ministry of European Funds through the Financial Agreement POSDRU/159/1.5/S/132397.This is useful as most chat conversations in real life do not contain a sexual predator, therefore it can be viewed as a filtering phase that enables the actual detection of predators to be done only for suspicious chats that contain a sexual predator with a very high degree.In the second stage, we detect which of the users in a suspicious discussion is an actual predator using a Random Forest classifier.Invite all of your friends to yours and spend your time with pleasure in 3DXChat.This paper presents a system developed for detecting sexual predators in online chat conversations using a two-stage classification and behavioral features. cctrl=public,max-age=518400&quality=90&imagesource=IMLFOH&mark=1&watermark=0&width=422&height=315&filename=ahip/0102/1256102/a5793ec13c154e87b91660628fcc749d.jpg//i0.wlmediahub.com/imagesrv/imp_getimage? cctrl=public,max-age=518400&quality=90&imagesource=IMLFOH&mark=1&watermark=0&width=422&height=315&filename=0102/1256102/1256102O1502280751.jpg" data-r-id="10" data-price-id="4" data-price="2.8" data-is-hh="False" data-is-online="true" data-bio-page="/live-sex-chat/cam-girls/Alexis Bedroom" data-is-auto-play="false" data-is-room-full="False" Pornstar Cams Anal Fetish Hot Friends Lesbian Cams Big Tits Shemales Teen Cams Foot Fetish Milf Friends Threesomes Cams Big Dick Shemales More Girls... cctrl=public,max-age=518400&quality=90&imagesource=IMLFOH&mark=1&watermark=0&width=422&height=315&filename=0674/184674/184674O1354469163.jpg" data-r-id="10" data-price-id="4" data-price="1.48" data-is-hh="True" data-is-online="true" data-bio-page="/live-sex-chat/cam-girls/Miss Jennifer" data-is-auto-play="false" data-is-room-full="False" //i0.wlmediahub.com/imagesrv/imp_getimage?