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...
Gespeichert in:
Veröffentlicht in: | APSIPA transactions on signal and information processing 2018, Vol.7 (1) |
---|---|
Hauptverfasser: | , , |
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 |