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Classification of YouTube Metadata using Shark Algorithm
2015
International Journal of Computer Applications
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YouTube is one of online video sharing platform that contains several videos and users promoting hate and extremism .Because of low barrier to publication and anonymity, YouTube is misused as a platform ...
The influential video metadata on YouTube will be studied. [1] . ...
Swati Agarwal, Ashish Sureka(2014) B best first search & shark search[1] A Focused Crawler for Mining Hate and Extremism Promoting Users, Videos and Communities on YouTube",2014 on "Best - first search ...
doi:10.5120/ijca2015907525
fatcat:ibpm2h5yujgdtnypr446ay425i
Approaches to Detect Online Radicalization: A Survey
2016
International Journal Of Scientific Research And Education
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Online Radicalization (also called as Cyber-Terrorism or Extremism or Cyber-Racism or Cyber-Hate) is widespread and has become a major and growing concern to the people around the world. ...
on the Internet such as video sharing website, micro-blogging services, social networking websites, online discussion forums and blogosphere are being heavily misused by radical or extremist groups and ...
[18] investigates the effectiveness of a contextual features based focused crawler (best first search and shark search) approach for retrieving YouTube user-profiles promoting hate and extremism. ...
doi:10.18535/ijsre/v4i05.04
fatcat:3etakurrwbetfku6earq5bak2u
Applying Social Media Intelligence for Predicting and Identifying On-line Radicalization and Civil Unrest Oriented Threats
[article]
2015
arXiv
pre-print
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Research shows that various social media platforms on Internet such as Twitter, Tumblr (micro-blogging websites), Facebook (a popular social networking website), YouTube (largest video sharing and hosting ...
website), Blogs and discussion forums are being misused by extremist groups for spreading their beliefs and ideologies, promoting radicalization, recruiting members and creating online virtual communities ...
For example, title and description of a video does not contain any suspicious term while the video has the content related to hate promotion. ...
arXiv:1511.06858v1
fatcat:s3gpwc6ugbfrlj2wmqc6udhzhy
Mining YouTube to Discover Extremist Videos, Users and Hidden Communities
[chapter]
2010
Lecture Notes in Computer Science
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The focus of this work is on mining YouTube to discover hate videos, users and virtual hidden communities. ...
We describe a semi-automated system to assist law enforcement and intelligence agencies dealing with cyber-crime related to promotion of hate and radicalization on the Internet. ...
Acknowledgments This work was supported by a DIT (Department of Information Technology), Government of India grant. The authors would like to thank all members of PreCog research group at IIIT-Delhi. ...
doi:10.1007/978-3-642-17187-1_2
fatcat:qieiqgkisbcc3kp4g7axr4jqwy
Spider and the Flies : Focused Crawling on Tumblr to Detect Hate Promoting Communities
[article]
2016
arXiv
pre-print
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, classifying hate promoting bloggers based on their activity feeds, crawling through the external links to other bloggers and performing a social network analysis on connected extremist bloggers. ...
We propose a topic based web crawler primarily consisting of multiple phases: training a text classifier model consisting examples of only hate promoting users, extracting posts of an unknown tumblr micro-blogger ...
We present an application of topical crawler based approach for locating extremism promoting bloggers on Tumblr. ...
arXiv:1603.09164v1
fatcat:7uhwlydagzbw7ggkci62tjmk54
Solutions to Detect and Analyze Online Radicalization : A Survey
[article]
2013
arXiv
pre-print
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of message) such as YouTube (a popular video sharing website), Twitter (an online micro-blogging service), Facebook (a popular social networking website), online discussion forums and blogosphere are being ...
Online Radicalization (also called Cyber-Terrorism or Extremism or Cyber-Racism or Cyber- Hate) is widespread and has become a major and growing concern to the society, governments and law enforcement ...
They create a testbed of 224 positive and negative videos on YouTube, manually tagged by extremism experts, to evaluate their approach. ...
arXiv:1301.4916v1
fatcat:kugqbke26bbztcq3npvvbhsdo4
Understanding the Incel Community on YouTube
[article]
2020
Zenodo
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One community that has come into the spotlight for sharing and publishing hateful content are the so-called Involuntary Celibates (Incels), a loosely defined movement ostensibly focusing on men's issues ...
We collect videos shared on Incel-related communities within Reddit, and perform a data-driven characterization of the content posted on YouTube. ...
This work reflects only the authors views; the Agency and the Commission are not responsible for any use that may be made of the information it contains. ...
doi:10.5281/zenodo.3898037
fatcat:yvyy5dzvx5bcxhumxawosdop3y
Characterizing Abhorrent, Misinformative, and Mistargeted Content on YouTube
[article]
2021
arXiv
pre-print
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Following a data-driven quantitative approach, we analyze thousands of videos on YouTube, to shed light on: 1) the risks of YouTube media consumption by young children; 2) the role of the recommendation ...
YouTube has revolutionized the way people discover and consume video. ...
In this like of work, we performed a characterization of hateful and misogynistic content on YouTube by focusing on the Incel community. ...
arXiv:2105.09819v1
fatcat:k2mdclt4orgunnlwb6hnnrka4i
"How over is it?" Understanding the Incel Community on YouTube
[article]
2021
arXiv
pre-print
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Other Versions
One community that has often been linked to sharing and publishing hateful and misogynistic content is the so-called Involuntary Celibates (Incels), a loosely defined movement ostensibly focusing on men's ...
We collect videos shared on Incel communities within Reddit and perform a data-driven characterization of the content posted on YouTube. ...
This work reflects only the authors' views; the Agency and the Commission are not responsible for any use that may be made of the information it contains. ...
arXiv:2001.08293v6
fatcat:7tsywjfnajeuzh65djgkpza6d4
"How over is it?" Understanding the Incel Community on YouTube
2021
Zenodo
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One community that has often been linked to sharing and publishing hateful and misogynistic content is the so-called Involuntary Celibates (Incels), a loosely defined movement ostensibly focusing on men's ...
We collect videos shared on Incel communities within Reddit and perform a data-driven characterization of the content posted on YouTube. ...
830927), the US National Science Foundation (grants: 1942610, 2114407, 2114411, and 2046590), and the UK's National Research Centre on Privacy, Harm Reduction, and Adversarial Influence Online (UKRI grant ...
doi:10.5281/zenodo.5234672
fatcat:r2wulmemgrgrbcme7aibouvdqi
Analyzing Right-wing YouTube Channels
2018
Proceedings of the 10th ACM Conference on Web Science - WebSci '18
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2018 pre-print arXiv:1804.04096v1 fatcat:rci52te3j5ebjp4gupi5bbpc2e
In this paper, we observe issues related to hate, violence and discriminatory bias in a dataset containing more than 7,000 videos and 17 million comments. ...
As of 2018, YouTube, the major online video sharing website, hosts multiple channels promoting right-wing content. ...
We would like to thank Nikki Bourassa, Ryan Budish, Amar Ashar and Robert Faris, from the Berkman Klein Center for Internet & Society at Harvard University, for their insightful discussions and suggestions ...
doi:10.1145/3201064.3201081
dblp:conf/websci/OttoniCMBMA18
fatcat:lrmq7tu7unay3h34iodt3g65xy
"You Know What to Do": Proactive Detection of YouTube Videos Targeted by Coordinated Hate Attacks
2018
Zenodo
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Overall, our work paves the way for providing video platforms like YouTube with proactive systems to detect and mitigate coordinated hate attacks. ...
First, we characterize and model YouTube videos along several axes (metadata, audio transcripts, thumbnails) based on a ground truth dataset of raid victims. ...
This project has received funding from the European Union's Horizon 2020 Research and Innovation program under the Marie Skłodowska-Curie ENCASE project (GA No. 691025). ...
doi:10.5281/zenodo.1479939
fatcat:i6ojj6smgbdyhiqa3hv4aodgze
"How over is it?" Understanding the Incel Community on YouTube
2021
Zenodo
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
One community that has often been linked to sharing and publishing hateful and misogynistic content is the so-called Involuntary Celibates (Incels), a loosely defined movement ostensibly focusing on men's ...
We collect videos shared on Incel communities within Reddit and perform a data-driven characterization of the content posted on YouTube. ...
830927), the US National Science Foundation (grants: 1942610, 2114407, 2114411, and 2046590), and the UK's National Research Centre on Privacy, Harm Reduction, and Adversarial Influence Online (UKRI grant ...
doi:10.5281/zenodo.5233196
fatcat:4kskiv42qfeu5dtozpmp54msy4
"You Know What to Do": Proactive Detection of YouTube Videos Targeted by Coordinated Hate Attacks
[article]
2019
arXiv
pre-print
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2018 pre-print arXiv:1805.08168v1 fatcat:tbt4mnhxkjfdxoxdujjf3codiuOther Versions
Video sharing platforms like YouTube are increasingly targeted by aggression and hate attacks. ...
First, we characterize and model YouTube videos along several axes (metadata, audio transcripts, thumbnails) based on a ground truth dataset of videos that were targeted by raids. ...
This project has received funding from the European Union's Horizon 2020 Research and Innovation program under the Marie Skłodowska-Curie ENCASE project (GA No. 691025) and from the EPSRC (grant number ...
arXiv:1805.08168v3
fatcat:6ohyv3zswvdqrlhlka4tgfn6la
"You Know What to Do": Proactive Detection of YouTube Videos Targeted by Coordinated Hate Attacks
2018
Zenodo
Preserved Fulltext
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Overall, our work paves the way for providing video platforms like YouTube with proactive systems to detect and mitigate coordinated hate attacks. ...
First, we characterize and model YouTube videos along several axes (metadata, audio transcripts, thumbnails) based on a ground truth dataset of raid victims. ...
Researchers have also focused on bullying and hate speech on, e.g., Twitter [9, 11] or Yahoo News and Finance [46] . ...
doi:10.5281/zenodo.1479940
fatcat:dd67w66sq5chvooupc3znh5f4u
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