Analysis on the “Douyin (Tiktok) Mania” Phenomenon Based on Recommendation Algorithms
As one of the most popular short video platform, Douyin has accumulated more than half of the Chinese netizens as its daily active users. Many users spend plenty of time viewing Douyin short videos, which make Douyin addiction become a widespread phenomenon. In this paper, the author analyzes algori...
Saved in:
Published in | E3S web of conferences Vol. 235; p. 3029 |
---|---|
Main Author | |
Format | Journal Article Conference Proceeding |
Language | English |
Published |
Les Ulis
EDP Sciences
01.01.2021
|
Subjects | |
Online Access | Get full text |
ISSN | 2267-1242 2555-0403 2267-1242 |
DOI | 10.1051/e3sconf/202123503029 |
Cover
Loading…
Abstract | As one of the most popular short video platform, Douyin has accumulated more than half of the Chinese netizens as its daily active users. Many users spend plenty of time viewing Douyin short videos, which make Douyin addiction become a widespread phenomenon. In this paper, the author analyzes algorithm principles used in Douyin. Combining both perspectives of mass media communication and algorithm technology to explain how it effects Douyin addiction. For one thing, the recommendation algorithm caters users by fully meeting their needs. Using the hierarchical interest label tree, the user persona and the partitioned data buckets strategy to recommend more accurate and personalized contents. For another, the algorithm uses the collaborative filtering algorithm and low-cost interaction design mechanism to make traps for users. The author also finds that there is a closed-loop relationship between Douyin addiction and algorithm optimization. The algorithm principles positively effects users’ continuance intention. Meanwhile, the more frequent the user uses Douyin, the more accurate the algorithm will be. If not intervened, the addiction may be severely exacerbated. So, the author comes up with a few suggestions for Douyin developers and users, trying to break the closed-loop. |
---|---|
AbstractList | As one of the most popular short video platform, Douyin has accumulated more than half of the Chinese netizens as its daily active users. Many users spend plenty of time viewing Douyin short videos, which make Douyin addiction become a widespread phenomenon. In this paper, the author analyzes algorithm principles used in Douyin. Combining both perspectives of mass media communication and algorithm technology to explain how it effects Douyin addiction. For one thing, the recommendation algorithm caters users by fully meeting their needs. Using the hierarchical interest label tree, the user persona and the partitioned data buckets strategy to recommend more accurate and personalized contents. For another, the algorithm uses the collaborative filtering algorithm and low-cost interaction design mechanism to make traps for users. The author also finds that there is a closed-loop relationship between Douyin addiction and algorithm optimization. The algorithm principles positively effects users’ continuance intention. Meanwhile, the more frequent the user uses Douyin, the more accurate the algorithm will be. If not intervened, the addiction may be severely exacerbated. So, the author comes up with a few suggestions for Douyin developers and users, trying to break the closed-loop. |
Author | Zhao, Zhengwei |
Author_xml | – sequence: 1 givenname: Zhengwei surname: Zhao fullname: Zhao, Zhengwei |
BookMark | eNp9UctOGzEUtSqQGh5_0MVI3cAi4PeM2YVXi0TVqkoXXVkez3XiMLHBniyy40Poz_EldQiVEIsuru5D9xzde84e2gkxAEKfCD4hWJBTYNnG4E4ppoQygRmm6gMaUSrrMaGc7rypP6LDnBcYY0JFwzEfod-TYPp19rmKoRrmUD0_Pl3G1dqH6mjq74Z4d1x9M8Gb58c_1Y85hLgsEapzk6HbYH6Cjcsy68zgSzvpZzH5Yb7MB2jXmT7D4WveR7-ur6YXX8e337_cXExux5ZhqcbOUSUNV5Sptm058BqsI7yRljAH0lrLFTihgDSCEoNrK6SwknadgkbWNdtHN1veLpqFvk9-adJaR-P1yyCmmTZp8LYH3XHCWqihleV3h4kpgkkplRMS01bIwvV5y3Wf4sMK8qAXcZWKQllT3jSC1UrisnW23bIp5pzAaeuHl_eHZHyvCdYbZ_SrM_qtMwXM34H_nfxf2F-ZdZWR |
CitedBy_id | crossref_primary_10_3389_fpsyg_2024_1391204 crossref_primary_10_3145_epi_2023_mar_22 crossref_primary_10_1016_j_ipm_2024_103674 crossref_primary_10_1016_j_tele_2024_102200 crossref_primary_10_1057_s41599_024_03819_3 crossref_primary_10_1109_ACCESS_2024_3517492 crossref_primary_10_59400_apr1483 crossref_primary_10_3389_fpsyg_2025_1538948 crossref_primary_10_1007_s13278_022_00893_w crossref_primary_10_32725_kont_2023_021 crossref_primary_10_3390_ijerph20032089 crossref_primary_10_3916_C77_2023_01 crossref_primary_10_17680_erciyesiletisim_1442074 crossref_primary_10_1177_21501319251327303 crossref_primary_10_1038_s41598_025_92138_x crossref_primary_10_1080_10447318_2024_2436736 crossref_primary_10_3389_fpsyg_2022_971589 crossref_primary_10_1016_j_tele_2024_102196 crossref_primary_10_1177_20563051231158822 crossref_primary_10_1080_21670811_2025_2450312 crossref_primary_10_3389_fpsyt_2024_1361497 crossref_primary_10_1051_shsconf_202315502016 crossref_primary_10_5897_IJLIS2023_1068 crossref_primary_10_1080_10447318_2024_2440633 crossref_primary_10_3390_children11070822 crossref_primary_10_1016_j_compedu_2023_104865 crossref_primary_10_3389_fpsyg_2022_932805 crossref_primary_10_18778_1733_8069_20_3_10 crossref_primary_10_1080_10447318_2022_2158263 crossref_primary_10_1057_s41599_024_03221_z crossref_primary_10_36366_frontiers_v37i1_1009 crossref_primary_10_1177_0044118X231162875 crossref_primary_10_31921_doxacom_n39a1962 crossref_primary_10_3389_fpubh_2024_1484117 crossref_primary_10_55609_yenimedya_1089436 crossref_primary_10_1177_00222429231213581 crossref_primary_10_54691_bcpbm_v28i_2222 crossref_primary_10_54097_hbem_v2i_2393 crossref_primary_10_1007_s10603_023_09545_8 crossref_primary_10_1186_s13052_022_01308_4 crossref_primary_10_3390_jcm13051247 |
Cites_doi | 10.4236/jssm.2020.133038 10.24963/ijcai.2017/239 10.1016/j.explore.2013.12.008 10.1145/192844.192905 10.7551/mitpress/11055.001.0001 10.1093/poq/nfw006 10.1108/09564231311323953 |
ContentType | Journal Article Conference Proceeding |
Copyright | 2021. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: 2021. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and conditions, you may use this content in accordance with the terms of the License. |
DBID | AAYXX CITATION 7ST 8FD 8FE 8FG ABJCF ABUWG AEUYN AFKRA ATCPS AZQEC BENPR BGLVJ BHPHI BKSAR C1K CCPQU DWQXO FR3 GNUQQ H8D HCIFZ KR7 L6V L7M M7S PATMY PCBAR PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PTHSS PYCSY SOI DOA |
DOI | 10.1051/e3sconf/202123503029 |
DatabaseName | CrossRef Environment Abstracts Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection Materials Science & Engineering Collection ProQuest Central (Alumni) ProQuest One Sustainability (subscription) ProQuest Central UK/Ireland Agricultural & Environmental Science Collection ProQuest Central Essentials ProQuest Central Technology Collection Natural Science Collection Earth, Atmospheric & Aquatic Science Collection Environmental Sciences and Pollution Management ProQuest One Community College ProQuest Central Korea Engineering Research Database ProQuest Central Student Aerospace Database SciTech Premium Collection Civil Engineering Abstracts ProQuest Engineering Collection Advanced Technologies Database with Aerospace Engineering Database Environmental Science Database Earth, Atmospheric & Aquatic Science Database ProQuest Central Premium ProQuest One Academic Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Engineering Collection Environmental Science Collection Environment Abstracts DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef Publicly Available Content Database ProQuest Central Student Technology Collection Technology Research Database ProQuest One Academic Middle East (New) ProQuest Central Essentials ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Central China Environmental Sciences and Pollution Management Earth, Atmospheric & Aquatic Science Collection ProQuest Central ProQuest One Applied & Life Sciences Aerospace Database ProQuest One Sustainability ProQuest Engineering Collection Natural Science Collection ProQuest Central Korea Agricultural & Environmental Science Collection ProQuest Central (New) Advanced Technologies Database with Aerospace Engineering Collection Civil Engineering Abstracts Engineering Database ProQuest One Academic Eastern Edition Earth, Atmospheric & Aquatic Science Database ProQuest Technology Collection ProQuest SciTech Collection Environmental Science Collection ProQuest One Academic UKI Edition Materials Science & Engineering Collection Environmental Science Database Engineering Research Database ProQuest One Academic Environment Abstracts ProQuest One Academic (New) |
DatabaseTitleList | Publicly Available Content Database CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Environmental Sciences |
EISSN | 2267-1242 |
ExternalDocumentID | oai_doaj_org_article_d413be7eb6404f01a1236669f5602b56 10_1051_e3sconf_202123503029 |
Genre | Conference Proceeding |
GroupedDBID | 5VS 7XC 8FE 8FG 8FH AAFWJ AAYXX ABJCF ADBBV ADMLS AEUYN AFKRA AFPKN ALMA_UNASSIGNED_HOLDINGS ARCSS ATCPS BCNDV BENPR BGLVJ BHPHI BKSAR CCPQU CITATION EBS EJD GI~ GROUPED_DOAJ HCIFZ IPNFZ KQ8 L6V LK5 M7R M7S M~E OK1 PATMY PCBAR PHGZM PHGZT PIMPY PROAC PTHSS PYCSY RIG 7ST 8FD ABUWG AZQEC C1K DWQXO FR3 GNUQQ H8D KR7 L7M PKEHL PQEST PQGLB PQQKQ PQUKI PRINS SOI PUEGO |
ID | FETCH-LOGICAL-c3069-ff296a49239bbb4e47ecf1486c13fe6ccc49ef59e18521a07c565c62dd9e86773 |
IEDL.DBID | DOA |
ISSN | 2267-1242 2555-0403 |
IngestDate | Wed Aug 27 00:56:51 EDT 2025 Sun Jul 13 04:27:14 EDT 2025 Tue Jul 01 02:41:39 EDT 2025 Thu Apr 24 23:04:17 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
License | https://creativecommons.org/licenses/by/4.0 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c3069-ff296a49239bbb4e47ecf1486c13fe6ccc49ef59e18521a07c565c62dd9e86773 |
Notes | ObjectType-Conference Proceeding-1 SourceType-Conference Papers & Proceedings-1 content type line 21 |
OpenAccessLink | https://doaj.org/article/d413be7eb6404f01a1236669f5602b56 |
PQID | 2488537960 |
PQPubID | 2040555 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_d413be7eb6404f01a1236669f5602b56 proquest_journals_2488537960 crossref_citationtrail_10_1051_e3sconf_202123503029 crossref_primary_10_1051_e3sconf_202123503029 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 20210101 |
PublicationDateYYYYMMDD | 2021-01-01 |
PublicationDate_xml | – month: 01 year: 2021 text: 20210101 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | Les Ulis |
PublicationPlace_xml | – name: Les Ulis |
PublicationTitle | E3S web of conferences |
PublicationYear | 2021 |
Publisher | EDP Sciences |
Publisher_xml | – name: EDP Sciences |
References | R2 R3 Dossey (R21) 2014; 10 R4 R5 R7 R8 Cao (R6) 2013; 24 Liang (R9) 2017; 19 R10 R20 Zhang (R24) 2014; 03 R12 R23 R11 Li (R16) 2019; 5 R22 R14 R13 R15 R18 R17 Flaxman (R19) 2016; 80 R1 |
References_xml | – ident: R13 – ident: R14 doi: 10.4236/jssm.2020.133038 – ident: R12 doi: 10.24963/ijcai.2017/239 – ident: R20 – volume: 10 start-page: 69 issue: 2 year: 2014 ident: R21 publication-title: EXPLORE: The Journal of Science and Healing doi: 10.1016/j.explore.2013.12.008 – ident: R18 doi: 10.1145/192844.192905 – ident: R23 – ident: R22 – ident: R7 – volume: 19 start-page: 59 year: 2017 ident: R9 publication-title: Modern Business Industry – volume: 5 start-page: 28 issue: 2 year: 2019 ident: R16 publication-title: New Media Research – ident: R2 – ident: R3 – ident: R11 doi: 10.7551/mitpress/11055.001.0001 – volume: 80 start-page: 298 issue: S1 year: 2016 ident: R19 publication-title: Public Opinion Quarterly doi: 10.1093/poq/nfw006 – ident: R1 – volume: 24 start-page: 170 issue: 2 year: 2013 ident: R6 publication-title: Journal of Service Management, 2013 doi: 10.1108/09564231311323953 – ident: R10 – volume: 03 start-page: 36 year: 2014 ident: R24 publication-title: Machines replace editors?. Media Review – ident: R4 – ident: R5 – ident: R15 – ident: R8 – ident: R17 |
SSID | ssj0001258404 |
Score | 2.4349008 |
Snippet | As one of the most popular short video platform, Douyin has accumulated more than half of the Chinese netizens as its daily active users. Many users spend... |
SourceID | doaj proquest crossref |
SourceType | Open Website Aggregation Database Enrichment Source Index Database |
StartPage | 3029 |
SubjectTerms | Addictions Algorithms Buckets Mass media Optimization Principles |
SummonAdditionalLinks | – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV3NThsxELYgXLjRAiJAKx96gINFdv2T-FQ1KAhVAkUIJDit_AsRyQbY9NAbD9K-HE_CzMabICHB1WtrV57xzDfjnW8I-eF7TjtuBEjACSa8sAzCCMO4cL1urrSRDguFz87V6ZX4fS2vU8KtSr9VNjaxNtR-6jBHfpSDpkneBcD98-GRYdcovF1NLTRWyRqY4J5skbX-4Hx48SbLAg627iEI0Fky0Fje1M_J7CjwCoLOiAkALBkFfa-R5tI_1TT-76x07XpONsjWsiiPDhfu5gtZCeVXsj1YFqqZMU0ntdokNw3bCJ2WFEAefXn-B2D576ikB5ej-9n0_pCemXJkXp7_0-FdKJGJAab2wat5XINx6QTG5j2X6K_xLezG7G5SbZGrk8Hl8SlLbRSYg3hAsxhzrQwSsWlrrQiiG1yEKEi5jMegnHNChyh1wDrqzHS6DkCeU7n3OiDbHd8mLfiAsENodIZLAFR5HrzQPWuCRQI6A6_hXnVim_Bm8wqXOMax1cW4qO-6ZVakLS_ebnmbsMWqhznHxifz-yiXxVxkyK4Hpk-3RTpwhQfvbAN2fAH5x05mkGZGKR0B4uVWqjbZb6RapGNbFUsl2_348R5Zxy-a52L2SWv29Cd8A3Qys9-TCr4CiBHjlw priority: 102 providerName: ProQuest |
Title | Analysis on the “Douyin (Tiktok) Mania” Phenomenon Based on Recommendation Algorithms |
URI | https://www.proquest.com/docview/2488537960 https://doaj.org/article/d413be7eb6404f01a1236669f5602b56 |
Volume | 235 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELZ4LCyIV0V5VB4YYIiaxI4Tjy1qKUitEKJSmSLHsWnUNkW0DCyoPwT-HL-Ecx60EkMXlgyOLVt3Z993Tu47hC7iQHJJBAUNSGrRmEYWhBHCIlQGvsu48KRJFO72WKdP7wbeYKXUl_knLKcHzgVXj-GUjZSp3EFtqm1HGLoQxrgGV-1GXka2DT5vJZjKb1fAsdq0zJXznLoiMwgwtQn2TXoo2HaGKpe-KKPs_3MiZ26mvYd2C3yIG_m69tGGSg9QpbVMR4OXxX6cHaKnklMET1MMUA5_Lz4BEr8nKb58TEbz6egKd0WaiO_FF74fqtTwLUDXJviu2Iwx0ecE2vLKSrgxfp6-JvPhZHaE-u3W43XHKoolWBJQP7e0djkThm6NR1FEFfWV1BDrMOkQrZiUknKlPa5MtrQjbF8ClJPMjWOuDKcdqaAtWIA6RlhLQTyATa6rYsqDSIDwfT8QMA2Jma2riJRiC2XBJG4KWozD7Iu254SFsMNVYVeR9TvqJWfSWNO_aTTy29fwYGcNYB1hYR3hOuuoorNSn2GxOWehC4eWR3yI3U7-Y45TtGPWnd_LnKGt-eubOgekMo9qaDNo39TQdrPVu3-oZSYKz5vbjx9sPukA |
linkProvider | Directory of Open Access Journals |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3NbhMxELZKe4AbhVYECvgAEhysZm2vEx8QIpAqpU0UoVQqJ-P1Txs13ZRuKtRbH6R9BR6qT8LMZjephASnXr32rjXj8Xxj73xDyBvfdtoJK0EDTjLpZcYgjLBMSNducaVt6jBRuD9QvQP59TA9XCG_61wY_K2y3hPLjdpPHZ6Rb3NYaaloAeD-ePaTYdUovF2tS2jMl8VeuPwFIVvxYfcL6Pct5zvd0eceq6oKMAfwWLMYuVYWecl0lmUyyFZwEYIC5RIRg3LOSR1iqgOmFSe22XKAeZzi3uuA5G8C3vuArAHM0GBFa53uYPjtzqkOOPSyZiFA9ZSBhYg6Xy9NtoMoIMiNeOCAKapgXyWyXfrDsmzAX16hdHU7j8nGMgmQDhfubZ2shPwJ2ewuE-PshFY7Q_GUfK_ZTeg0pwAq6e3VNYDzy3FO343GJ7PpyXvat_nY3l7d0OFxyJH5Abp2wIt6HINx8Cm0zWs80U-TI5D-7Pi02CAH9yLgTbIKEwjPCI3Ogpi55jx4qduZDRkS3ln4jPCqGRtE1MIzruI0x9IaE1PeraeJqURu7oq8Qdhi1Nmc0-M__Tuol0VfZOQuG6bnR6YycOMBDWQBK8yA_mMzsUhro5SOACl5lqoG2aq1aqptojDLRf38349fk4e9UX_f7O8O9l6QRzi7-TnQFlmdnV-El4CMZtmrajlS8uO-LeAP2roghw |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=proceeding&rft.title=E3S+web+of+conferences&rft.atitle=Analysis+on+the+%E2%80%9CDouyin+%28Tiktok%29+Mania%E2%80%9D+Phenomenon+Based+on+Recommendation+Algorithms&rft.au=Zhao%2C+Zhengwei&rft.date=2021-01-01&rft.pub=EDP+Sciences&rft.issn=2555-0403&rft.eissn=2267-1242&rft.volume=235&rft_id=info:doi/10.1051%2Fe3sconf%2F202123503029 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2267-1242&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2267-1242&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2267-1242&client=summon |