New frontiers in cognitive content curation and moderation

Social media, online forums, and online e-commerce heavily encourage and rely on content posted by humans to attract visitors and enable participation in their sites. However, inappropriate user-generated content in the form of violent, disturbing, infringing or fraudulent materials has become a ser...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:APSIPA transactions on signal and information processing 2018, Vol.7 (1)
Hauptverfasser: Li, Chung-Sheng, Xiong, Guanglei, Tapia, Emmanuel Munguia
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page
container_issue 1
container_start_page
container_title APSIPA transactions on signal and information processing
container_volume 7
creator Li, Chung-Sheng
Xiong, Guanglei
Tapia, Emmanuel Munguia
description Social media, online forums, and online e-commerce heavily encourage and rely on content posted by humans to attract visitors and enable participation in their sites. However, inappropriate user-generated content in the form of violent, disturbing, infringing or fraudulent materials has become a serious challenge for public safety, law enforcement, and business integrity. It has also become increasingly difficult for end users to locate the most relevant content from the huge amount and variety of potentially interesting content selections. Therefore, content moderation and curation serve the two key purposes of protection and promotion to ensure compliance to site policy, local tastes or norms, or even the law, as well as the creation of an entertaining and compelling user experience via high-quality content. In this paper, we survey the governance, processes, standards, and technologies developed and deployed within the industry. The primary challenge faced today by the industry is the scalability of the governance model in the moderation and curation process. A symbiotic human-machine collaboration framework has emerged to address the burdensome and time-consuming nature of manual moderation and curation. We illustrate how this framework can be extended to optimize the outcome by focusing on applying moderation and curation on content that has not been previously moderated or curated.
doi_str_mv 10.1017/ATSIP.2018.9
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_journals_2464541851</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><cupid>10_1017_ATSIP_2018_9</cupid><sourcerecordid>2464541851</sourcerecordid><originalsourceid>FETCH-LOGICAL-c297t-b25410f6ef670ad6cda96eb0b4bcd98bd1f43356b0d501d06d866443aed4a8a93</originalsourceid><addsrcrecordid>eNptkNFKwzAUhoMoOObufICCt7aetGnaejeGzsFQwXkdkiYZGS6ZSar49rZ2oBdenf_Ad74DP0KXGDIMuLqZb15Wz1kOuM6aEzTJgdRpVUFx-iefo1kIOwDAOC8bSibo9lF9Jto7G43yITE2ad3Wmmg-VJ9sVDYmbed5NM4m3Mpk76Qa1wt0pvlbULPjnKLX-7vN4iFdPy1Xi_k6bfOmiqnIS4JBU6VpBVzSVvKGKgGCiFY2tZBYk6IoqQBZApZAZU0pIQVXkvCaN8UUXY3eg3fvnQqR7Vznbf-S5YSS3l6XuKeuR6r1LgSvNDt4s-f-i2FgQ0HspyA2FMQGaXbE-V54I7fq1_rvwTfG-mdP</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2464541851</pqid></control><display><type>article</type><title>New frontiers in cognitive content curation and moderation</title><source>Cambridge Journals Open Access</source><source>DOAJ Directory of Open Access Journals</source><source>Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals</source><creator>Li, Chung-Sheng ; Xiong, Guanglei ; Tapia, Emmanuel Munguia</creator><creatorcontrib>Li, Chung-Sheng ; Xiong, Guanglei ; Tapia, Emmanuel Munguia</creatorcontrib><description>Social media, online forums, and online e-commerce heavily encourage and rely on content posted by humans to attract visitors and enable participation in their sites. However, inappropriate user-generated content in the form of violent, disturbing, infringing or fraudulent materials has become a serious challenge for public safety, law enforcement, and business integrity. It has also become increasingly difficult for end users to locate the most relevant content from the huge amount and variety of potentially interesting content selections. Therefore, content moderation and curation serve the two key purposes of protection and promotion to ensure compliance to site policy, local tastes or norms, or even the law, as well as the creation of an entertaining and compelling user experience via high-quality content. In this paper, we survey the governance, processes, standards, and technologies developed and deployed within the industry. The primary challenge faced today by the industry is the scalability of the governance model in the moderation and curation process. A symbiotic human-machine collaboration framework has emerged to address the burdensome and time-consuming nature of manual moderation and curation. We illustrate how this framework can be extended to optimize the outcome by focusing on applying moderation and curation on content that has not been previously moderated or curated.</description><identifier>ISSN: 2048-7703</identifier><identifier>EISSN: 2048-7703</identifier><identifier>DOI: 10.1017/ATSIP.2018.9</identifier><language>eng</language><publisher>Cambridge, UK: Cambridge University Press</publisher><subject>Algorithms ; Business law ; Consumption ; Content management ; Digital media ; Electronic commerce ; End users ; Industrial Technology Advances ; Market strategy ; Multimedia ; Norms ; Online instruction ; Public safety ; Semantic web ; Semantics ; Social networks ; Streaming media ; User generated content ; Virtual communities</subject><ispartof>APSIPA transactions on signal and information processing, 2018, Vol.7 (1)</ispartof><rights>Copyright © The Authors, 2018</rights><rights>2018 This article is published under (https://creativecommons.org/licenses/by/3.0/) (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c297t-b25410f6ef670ad6cda96eb0b4bcd98bd1f43356b0d501d06d866443aed4a8a93</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.cambridge.org/core/product/identifier/S2048770318000094/type/journal_article$$EHTML$$P50$$Gcambridge$$Hfree_for_read</linktohtml><link.rule.ids>314,776,780,860,4010,23297,27900,27901,27902,55779</link.rule.ids></links><search><creatorcontrib>Li, Chung-Sheng</creatorcontrib><creatorcontrib>Xiong, Guanglei</creatorcontrib><creatorcontrib>Tapia, Emmanuel Munguia</creatorcontrib><title>New frontiers in cognitive content curation and moderation</title><title>APSIPA transactions on signal and information processing</title><addtitle>APSIPA Transactions on Signal and Information Processing</addtitle><description>Social media, online forums, and online e-commerce heavily encourage and rely on content posted by humans to attract visitors and enable participation in their sites. However, inappropriate user-generated content in the form of violent, disturbing, infringing or fraudulent materials has become a serious challenge for public safety, law enforcement, and business integrity. It has also become increasingly difficult for end users to locate the most relevant content from the huge amount and variety of potentially interesting content selections. Therefore, content moderation and curation serve the two key purposes of protection and promotion to ensure compliance to site policy, local tastes or norms, or even the law, as well as the creation of an entertaining and compelling user experience via high-quality content. In this paper, we survey the governance, processes, standards, and technologies developed and deployed within the industry. The primary challenge faced today by the industry is the scalability of the governance model in the moderation and curation process. A symbiotic human-machine collaboration framework has emerged to address the burdensome and time-consuming nature of manual moderation and curation. We illustrate how this framework can be extended to optimize the outcome by focusing on applying moderation and curation on content that has not been previously moderated or curated.</description><subject>Algorithms</subject><subject>Business law</subject><subject>Consumption</subject><subject>Content management</subject><subject>Digital media</subject><subject>Electronic commerce</subject><subject>End users</subject><subject>Industrial Technology Advances</subject><subject>Market strategy</subject><subject>Multimedia</subject><subject>Norms</subject><subject>Online instruction</subject><subject>Public safety</subject><subject>Semantic web</subject><subject>Semantics</subject><subject>Social networks</subject><subject>Streaming media</subject><subject>User generated content</subject><subject>Virtual communities</subject><issn>2048-7703</issn><issn>2048-7703</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>IKXGN</sourceid><recordid>eNptkNFKwzAUhoMoOObufICCt7aetGnaejeGzsFQwXkdkiYZGS6ZSar49rZ2oBdenf_Ad74DP0KXGDIMuLqZb15Wz1kOuM6aEzTJgdRpVUFx-iefo1kIOwDAOC8bSibo9lF9Jto7G43yITE2ad3Wmmg-VJ9sVDYmbed5NM4m3Mpk76Qa1wt0pvlbULPjnKLX-7vN4iFdPy1Xi_k6bfOmiqnIS4JBU6VpBVzSVvKGKgGCiFY2tZBYk6IoqQBZApZAZU0pIQVXkvCaN8UUXY3eg3fvnQqR7Vznbf-S5YSS3l6XuKeuR6r1LgSvNDt4s-f-i2FgQ0HspyA2FMQGaXbE-V54I7fq1_rvwTfG-mdP</recordid><startdate>2018</startdate><enddate>2018</enddate><creator>Li, Chung-Sheng</creator><creator>Xiong, Guanglei</creator><creator>Tapia, Emmanuel Munguia</creator><general>Cambridge University Press</general><general>Now Publishers Inc</general><scope>IKXGN</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>JQ2</scope></search><sort><creationdate>2018</creationdate><title>New frontiers in cognitive content curation and moderation</title><author>Li, Chung-Sheng ; Xiong, Guanglei ; Tapia, Emmanuel Munguia</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c297t-b25410f6ef670ad6cda96eb0b4bcd98bd1f43356b0d501d06d866443aed4a8a93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Algorithms</topic><topic>Business law</topic><topic>Consumption</topic><topic>Content management</topic><topic>Digital media</topic><topic>Electronic commerce</topic><topic>End users</topic><topic>Industrial Technology Advances</topic><topic>Market strategy</topic><topic>Multimedia</topic><topic>Norms</topic><topic>Online instruction</topic><topic>Public safety</topic><topic>Semantic web</topic><topic>Semantics</topic><topic>Social networks</topic><topic>Streaming media</topic><topic>User generated content</topic><topic>Virtual communities</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, Chung-Sheng</creatorcontrib><creatorcontrib>Xiong, Guanglei</creatorcontrib><creatorcontrib>Tapia, Emmanuel Munguia</creatorcontrib><collection>Cambridge Journals Open Access</collection><collection>CrossRef</collection><collection>ProQuest Computer Science Collection</collection><jtitle>APSIPA transactions on signal and information processing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, Chung-Sheng</au><au>Xiong, Guanglei</au><au>Tapia, Emmanuel Munguia</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>New frontiers in cognitive content curation and moderation</atitle><jtitle>APSIPA transactions on signal and information processing</jtitle><addtitle>APSIPA Transactions on Signal and Information Processing</addtitle><date>2018</date><risdate>2018</risdate><volume>7</volume><issue>1</issue><issn>2048-7703</issn><eissn>2048-7703</eissn><abstract>Social media, online forums, and online e-commerce heavily encourage and rely on content posted by humans to attract visitors and enable participation in their sites. However, inappropriate user-generated content in the form of violent, disturbing, infringing or fraudulent materials has become a serious challenge for public safety, law enforcement, and business integrity. It has also become increasingly difficult for end users to locate the most relevant content from the huge amount and variety of potentially interesting content selections. Therefore, content moderation and curation serve the two key purposes of protection and promotion to ensure compliance to site policy, local tastes or norms, or even the law, as well as the creation of an entertaining and compelling user experience via high-quality content. In this paper, we survey the governance, processes, standards, and technologies developed and deployed within the industry. The primary challenge faced today by the industry is the scalability of the governance model in the moderation and curation process. A symbiotic human-machine collaboration framework has emerged to address the burdensome and time-consuming nature of manual moderation and curation. We illustrate how this framework can be extended to optimize the outcome by focusing on applying moderation and curation on content that has not been previously moderated or curated.</abstract><cop>Cambridge, UK</cop><pub>Cambridge University Press</pub><doi>10.1017/ATSIP.2018.9</doi><tpages>11</tpages><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 2048-7703
ispartof APSIPA transactions on signal and information processing, 2018, Vol.7 (1)
issn 2048-7703
2048-7703
language eng
recordid cdi_proquest_journals_2464541851
source Cambridge Journals Open Access; DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals
subjects Algorithms
Business law
Consumption
Content management
Digital media
Electronic commerce
End users
Industrial Technology Advances
Market strategy
Multimedia
Norms
Online instruction
Public safety
Semantic web
Semantics
Social networks
Streaming media
User generated content
Virtual communities
title New frontiers in cognitive content curation and moderation
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-19T22%3A13%3A25IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=New%20frontiers%20in%20cognitive%20content%20curation%20and%20moderation&rft.jtitle=APSIPA%20transactions%20on%20signal%20and%20information%20processing&rft.au=Li,%20Chung-Sheng&rft.date=2018&rft.volume=7&rft.issue=1&rft.issn=2048-7703&rft.eissn=2048-7703&rft_id=info:doi/10.1017/ATSIP.2018.9&rft_dat=%3Cproquest_cross%3E2464541851%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2464541851&rft_id=info:pmid/&rft_cupid=10_1017_ATSIP_2018_9&rfr_iscdi=true