Analyzing labeled cyberbullying incidents on the Instagram social network

Homa Hosseinmardi; Sabrina Arredondo Mattson; Rahat Ibn Rafiq; Richard Han; Qin Lv; Shivakant Mishra

doi:10.1007/978-3-319-27433-1_4

Analyzing labeled cyberbullying incidents on the Instagram social network

Homa Hosseinmardi^*, Sabrina Arredondo Mattson, Rahat Ibn Rafiq, Richard Han, Qin Lv, Shivakant Mishra

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

113 Citations (Scopus)

Abstract

Cyberbullying is a growing problem affecting more than half of all American teens. The main goal of this paper is to study labeled cyberbullying incidents in the Instagram social network. In this work, we have collected a sample data set consisting of Instagram images and their associated comments. We then designed a labeling study and employed human contributors at the crowd-sourced CrowdFlower website to label these media sessions for cyberbullying. A detailed analysis of the labeled data is then presented, including a study of relationships between cyberbullying and a host of features such as cyberaggression, profanity, social graph features, temporal commenting behavior, linguistic content, and image content.

Original language	English
Title of host publication	Social Informatics - 7th International Conference, SocInfo 2015, Proceedings
Editors	Tie-Yan Liu, Wenwu Zhu, Christie Napa Scollon
Place of Publication	Cham, Switzerland
Publisher	Springer, Springer Nature
Pages	49-66
Number of pages	18
ISBN (Electronic)	9783319274331
ISBN (Print)	9783319274324
DOIs	https://doi.org/10.1007/978-3-319-27433-1_4
Publication status	Published - 2015
Externally published	Yes
Event	7th International Conference on Social Informatics, SocInfo 2015 - Beijing, China Duration: 9 Dec 2015 → 12 Dec 2015

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	9471
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	7th International Conference on Social Informatics, SocInfo 2015
Country/Territory	China
City	Beijing
Period	9/12/15 → 12/12/15

Access to Document

10.1007/978-3-319-27433-1_4

Cite this

Hosseinmardi, H., Mattson, S. A., Rafiq, R. I., Han, R., Lv, Q., & Mishra, S. (2015). Analyzing labeled cyberbullying incidents on the Instagram social network. In T.-Y. Liu, W. Zhu, & C. N. Scollon (Eds.), Social Informatics - 7th International Conference, SocInfo 2015, Proceedings (pp. 49-66). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9471). Springer, Springer Nature. https://doi.org/10.1007/978-3-319-27433-1_4

Hosseinmardi, Homa ; Mattson, Sabrina Arredondo ; Rafiq, Rahat Ibn et al. / Analyzing labeled cyberbullying incidents on the Instagram social network. Social Informatics - 7th International Conference, SocInfo 2015, Proceedings. editor / Tie-Yan Liu ; Wenwu Zhu ; Christie Napa Scollon. Cham, Switzerland : Springer, Springer Nature, 2015. pp. 49-66 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "Analyzing labeled cyberbullying incidents on the Instagram social network",

abstract = "Cyberbullying is a growing problem affecting more than half of all American teens. The main goal of this paper is to study labeled cyberbullying incidents in the Instagram social network. In this work, we have collected a sample data set consisting of Instagram images and their associated comments. We then designed a labeling study and employed human contributors at the crowd-sourced CrowdFlower website to label these media sessions for cyberbullying. A detailed analysis of the labeled data is then presented, including a study of relationships between cyberbullying and a host of features such as cyberaggression, profanity, social graph features, temporal commenting behavior, linguistic content, and image content.",

author = "Homa Hosseinmardi and Mattson, {Sabrina Arredondo} and Rafiq, {Rahat Ibn} and Richard Han and Qin Lv and Shivakant Mishra",

year = "2015",

doi = "10.1007/978-3-319-27433-1_4",

language = "English",

isbn = "9783319274324",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer, Springer Nature",

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editor = "Tie-Yan Liu and Wenwu Zhu and Scollon, {Christie Napa}",

booktitle = "Social Informatics - 7th International Conference, SocInfo 2015, Proceedings",

address = "United States",

note = "7th International Conference on Social Informatics, SocInfo 2015 ; Conference date: 09-12-2015 Through 12-12-2015",

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Hosseinmardi, H, Mattson, SA, Rafiq, RI, Han, R, Lv, Q & Mishra, S 2015, Analyzing labeled cyberbullying incidents on the Instagram social network. in T-Y Liu, W Zhu & CN Scollon (eds), Social Informatics - 7th International Conference, SocInfo 2015, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 9471, Springer, Springer Nature, Cham, Switzerland, pp. 49-66, 7th International Conference on Social Informatics, SocInfo 2015, Beijing, China, 9/12/15. https://doi.org/10.1007/978-3-319-27433-1_4

Analyzing labeled cyberbullying incidents on the Instagram social network. / Hosseinmardi, Homa; Mattson, Sabrina Arredondo; Rafiq, Rahat Ibn et al.
Social Informatics - 7th International Conference, SocInfo 2015, Proceedings. ed. / Tie-Yan Liu; Wenwu Zhu; Christie Napa Scollon. Cham, Switzerland: Springer, Springer Nature, 2015. p. 49-66 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9471).

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

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T1 - Analyzing labeled cyberbullying incidents on the Instagram social network

AU - Hosseinmardi, Homa

AU - Mattson, Sabrina Arredondo

AU - Rafiq, Rahat Ibn

AU - Han, Richard

AU - Lv, Qin

AU - Mishra, Shivakant

PY - 2015

Y1 - 2015

N2 - Cyberbullying is a growing problem affecting more than half of all American teens. The main goal of this paper is to study labeled cyberbullying incidents in the Instagram social network. In this work, we have collected a sample data set consisting of Instagram images and their associated comments. We then designed a labeling study and employed human contributors at the crowd-sourced CrowdFlower website to label these media sessions for cyberbullying. A detailed analysis of the labeled data is then presented, including a study of relationships between cyberbullying and a host of features such as cyberaggression, profanity, social graph features, temporal commenting behavior, linguistic content, and image content.

AB - Cyberbullying is a growing problem affecting more than half of all American teens. The main goal of this paper is to study labeled cyberbullying incidents in the Instagram social network. In this work, we have collected a sample data set consisting of Instagram images and their associated comments. We then designed a labeling study and employed human contributors at the crowd-sourced CrowdFlower website to label these media sessions for cyberbullying. A detailed analysis of the labeled data is then presented, including a study of relationships between cyberbullying and a host of features such as cyberaggression, profanity, social graph features, temporal commenting behavior, linguistic content, and image content.

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U2 - 10.1007/978-3-319-27433-1_4

DO - 10.1007/978-3-319-27433-1_4

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SN - 9783319274324

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 49

EP - 66

BT - Social Informatics - 7th International Conference, SocInfo 2015, Proceedings

A2 - Liu, Tie-Yan

A2 - Zhu, Wenwu

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PB - Springer, Springer Nature

CY - Cham, Switzerland

T2 - 7th International Conference on Social Informatics, SocInfo 2015

Y2 - 9 December 2015 through 12 December 2015

ER -

Hosseinmardi H, Mattson SA, Rafiq RI, Han R, Lv Q, Mishra S. Analyzing labeled cyberbullying incidents on the Instagram social network. In Liu TY, Zhu W, Scollon CN, editors, Social Informatics - 7th International Conference, SocInfo 2015, Proceedings. Cham, Switzerland: Springer, Springer Nature. 2015. p. 49-66. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-27433-1_4

Analyzing labeled cyberbullying incidents on the Instagram social network

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