Symmetry and Time-Delay-Driven Dynamics of Rumor Dissemination

The dissemination of rumors can lead to significant economic damage and pose a grave threat to social harmony and the stability of people’s livelihoods. Consequently, curbing the dissemination of rumors is of paramount importance. The model in the text assumes that the population is homogeneous in t...

Full description

Saved in:
Bibliographic Details
Published inSymmetry (Basel) Vol. 17; no. 5; p. 788
Main Authors Li, Cunlin, Ma, Zhuanting, Yang, Lufeng, Masron, Tajul Ariffin
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 19.05.2025
Subjects
Online AccessGet full text

Cover

Loading…
Abstract The dissemination of rumors can lead to significant economic damage and pose a grave threat to social harmony and the stability of people’s livelihoods. Consequently, curbing the dissemination of rumors is of paramount importance. The model in the text assumes that the population is homogeneous in terms of transmission behavior. This homogeneity is essentially a manifestation of translational symmetry. This paper undertakes a thorough examination of the impact of time delay on the dissemination of rumors within social networking services. We have developed a model for rumor dissemination, establishing the positivity and boundedness of its solutions, and identified the existence of an equilibrium point. The study further involved determining the critical threshold of the proposed model, accompanied by a comprehensive examination of its Hopf bifurcation characteristics. In the expression of the threshold R0, the parameters appear in a symmetric form, reflecting the balance between dissemination and suppression mechanisms. Furthermore, detailed investigations were carried out to assess both the localized and global stability properties of the system’s equilibrium states. In stability analysis, the symmetry in the distribution of characteristic equation roots determines the system’s dynamic behavior. Through numerical simulations, we analyzed the potential impacts and theoretically examined the factors influencing rumor dissemination, thereby validating our theoretical analysis. An optimal control strategy was formulated, and three control variables were incorporated to describe the strategy. The optimization framework incorporates a specifically designed cost function that simultaneously accounts for infection reduction and resource allocation efficiency in control strategy implementation. The optimal control strategy proposed in the study involves a comparison between symmetric and asymmetric interventions. Symmetric control measures may prove inefficient, whereas asymmetric control demonstrates higher efficacy—highlighting a trade-off in symmetry considerations for optimization problems.
AbstractList The dissemination of rumors can lead to significant economic damage and pose a grave threat to social harmony and the stability of people’s livelihoods. Consequently, curbing the dissemination of rumors is of paramount importance. The model in the text assumes that the population is homogeneous in terms of transmission behavior. This homogeneity is essentially a manifestation of translational symmetry. This paper undertakes a thorough examination of the impact of time delay on the dissemination of rumors within social networking services. We have developed a model for rumor dissemination, establishing the positivity and boundedness of its solutions, and identified the existence of an equilibrium point. The study further involved determining the critical threshold of the proposed model, accompanied by a comprehensive examination of its Hopf bifurcation characteristics. In the expression of the threshold R[sub.0], the parameters appear in a symmetric form, reflecting the balance between dissemination and suppression mechanisms. Furthermore, detailed investigations were carried out to assess both the localized and global stability properties of the system’s equilibrium states. In stability analysis, the symmetry in the distribution of characteristic equation roots determines the system’s dynamic behavior. Through numerical simulations, we analyzed the potential impacts and theoretically examined the factors influencing rumor dissemination, thereby validating our theoretical analysis. An optimal control strategy was formulated, and three control variables were incorporated to describe the strategy. The optimization framework incorporates a specifically designed cost function that simultaneously accounts for infection reduction and resource allocation efficiency in control strategy implementation. The optimal control strategy proposed in the study involves a comparison between symmetric and asymmetric interventions. Symmetric control measures may prove inefficient, whereas asymmetric control demonstrates higher efficacy—highlighting a trade-off in symmetry considerations for optimization problems.
The dissemination of rumors can lead to significant economic damage and pose a grave threat to social harmony and the stability of people’s livelihoods. Consequently, curbing the dissemination of rumors is of paramount importance. The model in the text assumes that the population is homogeneous in terms of transmission behavior. This homogeneity is essentially a manifestation of translational symmetry. This paper undertakes a thorough examination of the impact of time delay on the dissemination of rumors within social networking services. We have developed a model for rumor dissemination, establishing the positivity and boundedness of its solutions, and identified the existence of an equilibrium point. The study further involved determining the critical threshold of the proposed model, accompanied by a comprehensive examination of its Hopf bifurcation characteristics. In the expression of the threshold R0, the parameters appear in a symmetric form, reflecting the balance between dissemination and suppression mechanisms. Furthermore, detailed investigations were carried out to assess both the localized and global stability properties of the system’s equilibrium states. In stability analysis, the symmetry in the distribution of characteristic equation roots determines the system’s dynamic behavior. Through numerical simulations, we analyzed the potential impacts and theoretically examined the factors influencing rumor dissemination, thereby validating our theoretical analysis. An optimal control strategy was formulated, and three control variables were incorporated to describe the strategy. The optimization framework incorporates a specifically designed cost function that simultaneously accounts for infection reduction and resource allocation efficiency in control strategy implementation. The optimal control strategy proposed in the study involves a comparison between symmetric and asymmetric interventions. Symmetric control measures may prove inefficient, whereas asymmetric control demonstrates higher efficacy—highlighting a trade-off in symmetry considerations for optimization problems.
Audience Academic
Author Ma, Zhuanting
Masron, Tajul Ariffin
Yang, Lufeng
Li, Cunlin
Author_xml – sequence: 1
  givenname: Cunlin
  surname: Li
  fullname: Li, Cunlin
– sequence: 2
  givenname: Zhuanting
  surname: Ma
  fullname: Ma, Zhuanting
– sequence: 3
  givenname: Lufeng
  surname: Yang
  fullname: Yang, Lufeng
– sequence: 4
  givenname: Tajul Ariffin
  orcidid: 0000-0002-8564-2402
  surname: Masron
  fullname: Masron, Tajul Ariffin
BookMark eNpNUEtLAzEQDlLBWnvyDyx4lNU8N9mLUFpfUBC0npckOyspTbYmW2H_vZF66MxhhuF7DN8lmoQ-AELXBN8xVuP7NHoiscBSqTM0pViyUtU1n5zsF2ie0hbnEljwCk_Rw8foPQxxLHRoi43zUK5gp8dyFd0PhGI1Bu2dTUXfFe8H38di5VIC74IeXB-u0Hmndwnm_3OGPp8eN8uXcv32_LpcrEtLazmURtWKtFVlhWxNZzQ3zBoOSlAFumtrTHlrcUUralqrMAWpjQABXBqiGRA2QzdH3X3svw-QhmbbH2LIlg2jhBImCOEZdXdEfekdNC50_RC1zd3mh21Oq3P5vlCcSpw9ZSbcHgk29ilF6Jp9dF7HsSG4-Qu1OQmV_QLGXWr4
Cites_doi 10.1007/s12591-019-00486-8
10.1016/j.pubrev.2013.07.008
10.1016/j.chaos.2019.05.027
10.1016/j.apm.2019.01.037
10.1016/j.gr.2022.03.015
10.1016/j.physa.2011.03.010
10.1016/j.wsif.2016.12.006
10.1016/j.jeurceramsoc.2022.11.033
10.1016/j.polgeo.2022.102708
10.1080/00029890.2004.11920108
10.3934/mbe.2023261
10.1016/j.physa.2019.121743
10.1007/978-81-322-3640-5_4
10.1155/2019/7241021
10.1007/s12591-018-0424-8
10.1016/j.physa.2017.09.077
10.1088/0253-6102/68/6/803
10.1201/9781420011418
10.1016/j.physa.2018.04.015
10.1016/j.physa.2013.09.058
10.1016/j.tibtech.2023.09.009
10.1155/2015/269561
10.1016/j.electstud.2021.102366
10.3390/e25050805
10.1016/j.matcom.2023.05.024
10.1007/s11071-021-06651-5
10.1016/j.physa.2019.01.013
10.1016/j.physa.2015.05.113
10.1088/1751-8121/aad030
ContentType Journal Article
Copyright COPYRIGHT 2025 MDPI AG
2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: COPYRIGHT 2025 MDPI AG
– notice: 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
7SC
7SR
7U5
8BQ
8FD
8FE
8FG
ABJCF
ABUWG
AFKRA
AZQEC
BENPR
BGLVJ
CCPQU
COVID
DWQXO
H8D
HCIFZ
JG9
JQ2
L6V
L7M
L~C
L~D
M7S
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
DOI 10.3390/sym17050788
DatabaseName CrossRef
Computer and Information Systems Abstracts
Engineered Materials Abstracts
Solid State and Superconductivity Abstracts
METADEX
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
Coronavirus Research Database
ProQuest Central
Aerospace Database
ProQuest SciTech Premium Collection
Materials Research Database
ProQuest Computer Science Collection
ProQuest Engineering Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Engineering 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
DatabaseTitle CrossRef
Publicly Available Content Database
Materials Research Database
Technology Collection
Technology Research Database
Computer and Information Systems Abstracts – Academic
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
Aerospace Database
Engineered Materials Abstracts
ProQuest Engineering Collection
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies Database with Aerospace
Engineering Collection
Engineering Database
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Technology Collection
ProQuest SciTech Collection
METADEX
Computer and Information Systems Abstracts Professional
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Solid State and Superconductivity Abstracts
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList
CrossRef
Publicly Available Content Database
Database_xml – sequence: 1
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
EISSN 2073-8994
ExternalDocumentID A842709027
10_3390_sym17050788
GeographicLocations China
America
United States--US
GeographicLocations_xml – name: America
– name: China
– name: United States--US
GroupedDBID 5VS
8FE
8FG
AADQD
AAYXX
ABDBF
ABJCF
ACUHS
ADBBV
ADMLS
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
AMVHM
BCNDV
BENPR
BGLVJ
CCPQU
CITATION
E3Z
ESX
GX1
HCIFZ
IAO
ITC
J9A
KQ8
L6V
M7S
MODMG
M~E
OK1
PHGZM
PHGZT
PIMPY
PROAC
PTHSS
TR2
TUS
PMFND
7SC
7SR
7U5
8BQ
8FD
ABUWG
AZQEC
COVID
DWQXO
H8D
JG9
JQ2
L7M
L~C
L~D
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c297t-b8981d66c57dbfba4b3cb4e8528eafd9024dc06262bdc802e7ab5e5e47b1a3e13
IEDL.DBID BENPR
ISSN 2073-8994
IngestDate Fri Jul 25 09:44:07 EDT 2025
Tue Jun 10 03:42:54 EDT 2025
Tue Jul 01 04:55:56 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Language English
License https://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c297t-b8981d66c57dbfba4b3cb4e8528eafd9024dc06262bdc802e7ab5e5e47b1a3e13
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-8564-2402
OpenAccessLink https://www.proquest.com/docview/3212135114?pq-origsite=%requestingapplication%
PQID 3212135114
PQPubID 2032326
ParticipantIDs proquest_journals_3212135114
gale_infotracacademiconefile_A842709027
crossref_primary_10_3390_sym17050788
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2025-05-19
PublicationDateYYYYMMDD 2025-05-19
PublicationDate_xml – month: 05
  year: 2025
  text: 2025-05-19
  day: 19
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Symmetry (Basel)
PublicationYear 2025
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Lv (ref_30) 2023; 20
Wang (ref_22) 2017; 68
Kumar (ref_25) 2023; 213
ref_36
ref_13
ref_35
ref_34
Tan (ref_20) 2018; 51
Li (ref_23) 2015; 2015
Liu (ref_10) 2018; 505
Davis (ref_3) 2013; 4
Zhu (ref_21) 2020; 370
Zhu (ref_8) 2019; 70
Zhao (ref_15) 2011; 390
Xu (ref_19) 2019; 2019
Xiao (ref_5) 2024; 15
Dong (ref_11) 2018; 492
Zhang (ref_32) 2023; 43
Wang (ref_33) 2004; 111
Zhu (ref_14) 2019; 520
Gunawan (ref_1) 2017; 38
Karami (ref_6) 2022; 2
ref_24
Ramakrishnan (ref_7) 2022; 98
Zhang (ref_9) 2014; 394
Xia (ref_12) 2015; 437
Liu (ref_16) 2018; 439–440
Hu (ref_26) 2019; 31
ref_28
Jiang (ref_31) 2024; 42
Enders (ref_4) 2021; 72
Ranani (ref_2) 2017; 61
Zhang (ref_18) 2022; 109
Liu (ref_29) 2021; 105
Wang (ref_17) 2019; 126
Kumar (ref_27) 2019; 27
References_xml – ident: ref_28
– ident: ref_34
  doi: 10.1007/s12591-019-00486-8
– volume: 4
  start-page: 315
  year: 2013
  ident: ref_3
  article-title: An inconvenient vote: Hillary Clinton’s Iraq war image repair debate strategies and their implications for representative democracy
  publication-title: Public Relat. Rev.
  doi: 10.1016/j.pubrev.2013.07.008
– volume: 126
  start-page: 148
  year: 2019
  ident: ref_17
  article-title: Global dynamics of the multi-lingual SIR rumor spreading model with cross-transmitted mechanism
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2019.05.027
– volume: 2
  start-page: 100097
  year: 2022
  ident: ref_6
  article-title: 2020 U.S. presidential election in swing states: Gender differences in Twitter conversations
  publication-title: Int. J. Inf. Manag. Data Insights
– volume: 38
  start-page: 50
  year: 2017
  ident: ref_1
  article-title: Hillary Clinton’s presidential campaign rhetoric: Making America whole again
  publication-title: Kasetsart J. Soc. Sci.
– volume: 70
  start-page: 512
  year: 2019
  ident: ref_8
  article-title: Nonlinear dynamical analysis and control strategies of a network-based SIS epidemic model with time delay
  publication-title: Appl. Math. Model.
  doi: 10.1016/j.apm.2019.01.037
– volume: 109
  start-page: 1
  year: 2022
  ident: ref_18
  article-title: Application of machine learning, deep learning and optimization algorithms in geoengineering and geoscience: Comprehensive review and future challenge
  publication-title: Gondwana Res.
  doi: 10.1016/j.gr.2022.03.015
– volume: 390
  start-page: 2619
  year: 2011
  ident: ref_15
  article-title: Rumor spreading model with consideration of forgetting mechanism: A case of online blogging LiveJournal
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2011.03.010
– volume: 61
  start-page: 20
  year: 2017
  ident: ref_2
  article-title: The significance of Muslim women in American foreign policy case study: Hillary Clinton’s prophecy for women of science in MENA
  publication-title: Womens Stud. Int. Forum
  doi: 10.1016/j.wsif.2016.12.006
– volume: 439–440
  start-page: 1
  year: 2018
  ident: ref_16
  article-title: Heterogeneous anomaly detection in social diffusion with discriminative feature discovery
  publication-title: Inf. Sci.
– volume: 43
  start-page: 1255
  year: 2023
  ident: ref_32
  article-title: Evolution from microfibers to nanofibers toward next-generation ceramic matrix composites: A review
  publication-title: J. Eur. Ceram. Soc.
  doi: 10.1016/j.jeurceramsoc.2022.11.033
– volume: 98
  start-page: 102708
  year: 2022
  ident: ref_7
  article-title: Provincializing European responses to the refugee through a Hungarian lens
  publication-title: Political Geogr.
  doi: 10.1016/j.polgeo.2022.102708
– volume: 111
  start-page: 525
  year: 2004
  ident: ref_33
  article-title: A simple proof of descartes’s rule of signs
  publication-title: Am. Math. Mon.
  doi: 10.1080/00029890.2004.11920108
– volume: 20
  start-page: 6030
  year: 2023
  ident: ref_30
  article-title: Dynamic behavior analysis of an SVIR epidemic model with two time delays associated with the COVID-19 booster vaccination time
  publication-title: Math. Biosci. Eng.
  doi: 10.3934/mbe.2023261
– volume: 31
  start-page: 121743
  year: 2019
  ident: ref_26
  article-title: Dynamic analysis of dissemination model of innovation ability of enterprise R & D personnel
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2019.121743
– volume: 15
  start-page: 2772
  year: 2024
  ident: ref_5
  article-title: COVID-19 anti-vaccine misinformation discourse on Twitter: Influential roles of polarization and the 2020 US presidential election
  publication-title: Telemat. Inform. Rep.
– ident: ref_24
  doi: 10.1007/978-81-322-3640-5_4
– volume: 2019
  start-page: 7241021
  year: 2019
  ident: ref_19
  article-title: Modeling and analysis of rumor spreading with social reinforcement mechanism
  publication-title: Adv. Math. Phys
  doi: 10.1155/2019/7241021
– volume: 27
  start-page: 299
  year: 2019
  ident: ref_27
  article-title: Dynamical Model of Epidemic Along with Time Delay; Holling Type II Incidence Rate and Monod–Haldane Type Treatment Rate
  publication-title: Differ. Equ. Dyn. Syst.
  doi: 10.1007/s12591-018-0424-8
– volume: 492
  start-page: 10
  year: 2018
  ident: ref_11
  article-title: Studies on the population dynamics of a rumor-spreading model in online social networks
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2017.09.077
– volume: 68
  start-page: 803
  year: 2017
  ident: ref_22
  article-title: Rumor Spreading Model with Immunization Strategy and Delay Time on Homogeneous Networks
  publication-title: Commun. Theor. Phys.
  doi: 10.1088/0253-6102/68/6/803
– ident: ref_35
  doi: 10.1201/9781420011418
– volume: 505
  start-page: 848
  year: 2018
  ident: ref_10
  article-title: A novel dynamic model for web malware spreading over scale-free networks
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2018.04.015
– volume: 394
  start-page: 24
  year: 2014
  ident: ref_9
  article-title: Stability analysis of an SIS epidemic model with feedback mechanism on networks
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2013.09.058
– volume: 42
  start-page: 369
  year: 2024
  ident: ref_31
  article-title: Biomaterials containing extracellular matrix molecules as biomimetic next-generation vascular grafts
  publication-title: Trends Biotechnol.
  doi: 10.1016/j.tibtech.2023.09.009
– volume: 370
  start-page: 124925
  year: 2020
  ident: ref_21
  article-title: Delay differential equations modeling of rumor propagation in both homogeneous and heterogeneous networks with a forced silence function
  publication-title: Appl. Math. Comput.
– volume: 2015
  start-page: 269561
  year: 2015
  ident: ref_23
  article-title: Dynamics analysis of a delayed rumor propagation model in an emergency-affected environment
  publication-title: Discret. Dyn. Nat. Soc.
  doi: 10.1155/2015/269561
– ident: ref_36
– volume: 72
  start-page: 61
  year: 2021
  ident: ref_4
  article-title: The 2020 presidential election and beliefs about fraud: Continuity or change
  publication-title: Elect. Stud.
  doi: 10.1016/j.electstud.2021.102366
– ident: ref_13
  doi: 10.3390/e25050805
– volume: 213
  start-page: 78
  year: 2023
  ident: ref_25
  article-title: Stability and bifurcation analysis of an infectious disease model with different optimal control strategies
  publication-title: Math. Comput. Simul.
  doi: 10.1016/j.matcom.2023.05.024
– volume: 105
  start-page: 1805
  year: 2021
  ident: ref_29
  article-title: Bifurcation analysis in delayed nicholson blowflies equation with delayed harvest
  publication-title: Nonlinear Dyn.
  doi: 10.1007/s11071-021-06651-5
– volume: 520
  start-page: 118
  year: 2019
  ident: ref_14
  article-title: The dynamics analysis of a rumor propagation model in online social networks
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2019.01.013
– volume: 437
  start-page: 295
  year: 2015
  ident: ref_12
  article-title: Rumor spreading model considering hesitating mechanism in complex social networks
  publication-title: Phys. A Stat. Mech. Its Appl.
  doi: 10.1016/j.physa.2015.05.113
– volume: 51
  start-page: 355101
  year: 2018
  ident: ref_20
  article-title: Cross-issue solidarity and truth convergence in opinion dynamics
  publication-title: J. Phys. A Math. Theor
  doi: 10.1088/1751-8121/aad030
RelatedPersons Clinton, Hillary Rodham
RelatedPersons_xml – fullname: Clinton, Hillary Rodham
SSID ssj0000505460
Score 2.3297331
Snippet The dissemination of rumors can lead to significant economic damage and pose a grave threat to social harmony and the stability of people’s livelihoods....
SourceID proquest
gale
crossref
SourceType Aggregation Database
Index Database
StartPage 788
SubjectTerms Analysis
Asymmetry
Clinton, Hillary Rodham
Communication
Cost function
Eigenvalues
Eigenvectors
Election results
Equilibrium
False information
Gossip
Homogeneity
Hopf bifurcation
Information literacy
Optimal control
Optimization
Politics
Presidential elections
Propagation
Public opinion
Resource allocation
Scandals
Simulation
Social networks
Stability analysis
Symmetry
Time lag
Title Symmetry and Time-Delay-Driven Dynamics of Rumor Dissemination
URI https://www.proquest.com/docview/3212135114
Volume 17
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1JS8NAFB7UXryIK9alzKGgHoamk0lmclHUbgiKqIXewmw52bQm6SH_3nnt1AXEYxjIwHu8dd77PoTazLisPFl27iNGWCYCoqJQE5YYIzIeJDqB3eHHp3g0Zg-TaOIbbqUfq1z7xKWjNjMNPfJOSAF8zKUH7Gb-QYA1Cl5XPYXGJmq4Y-GKr8Zd_-n55avLAjxtLA5Wi3mhq-87ZT0FBBkXGcWvUPS3Q15GmcEu2vHpIb5d6XMPbdh8H-15AyzxpUeJvjpA16_1dGqrosYyNxg2OUjPvsua9ApwYLi3opov8SzDL4vprMA9eHqHyRfQxSEaD_pv9yPiyRCIpgmviBKJSy3jWEfcqExJpkKtmBURFVZmJnGx1ujAlSdUGS0CarlUkY0s46orQ9sNj9BWPsvtMcJU21C5MKS6irKMUamC2ESau59arkLaRO21XNL5CvMidbUCiC_9Ib4mugCZpWAJVSG19AP97hLAlEpvBaMcxj55E52txZp6EynTb4We_H98irYpkO4CZGpyhraqYmHPXSZQqRbaFINhyyvdfQ0n3U_6xrWK
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6V9gAX1BYQCwV8KKIcrGZtJ7YPgCrS7ZY-DtBKvQW_curuliRVlT_Fb8SzSQpIVW89W7Klb54ee74B2BY-ZuV6WblPBRWlSqhNuaNCe69KmWinsXf45DSbnotvF-nFCvweemHwW-XgE5eO2i8c1sh3OUPysZgeiC9XvyhOjcLX1WGERqcWR6G9iVe2-tNhHuX7nrHJ_tnXKe2nClDHtGyoVTrmaFnmUultaY2w3FkRVMpUMKXXMWh5l8Q8n1nvVMKCNDYNaRDSjg0PYx73fQRrgnONFqUmB7c1HZwKJ7KkawOM68lu3c6QrybGYfVf4Lvb_S9j2mQdnvbJKNnrtGcDVsJ8EzZ6c6_JTs9J_fEZfP7RzmahqVpi5p5g3wjNw6VpaV6huyR5N9i-JouSfL-eLSqS40M__rNByT-H8wcB6QWszhfz8BIIc4HbGPTs2DJRCmZskvnUybhpkJazEWwPuBRXHcNGEW8mCF_xD3wj-ICYFWh3TWWc6dsH4iHIYFXsKcEkfjKVI9gaYC16g6yLv-rz6v7ld_B4enZyXBwfnh69hicMx_0iWavegtWmug5vYg7S2LdLwRP4-dCa9gdYNPDT
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3NT9RAFH_BJTFejKDGVZA5YNTDZLsz007ngAYsGxDYEJSEW5mvntxdbEtM_zX_OudtW5CEcOPcZJq8-b3Pee_3ALaFC1G5WlbuY0FFkUbUxNxSoZxLCxkpq3B2-GSaHJyL7xfxxQr87WdhsK2yt4lLQ-0WFmvkI86QfCyEB2JUdG0Rp9nk69Vvihuk8KW1X6fRQuTIN39C-lbtHGbhrj8wNtn_-e2AdhsGqGVK1tSkKsRrSWJj6UxhtDDcGuHTmKVeF04FB-ZsFGJ-ZpxNI-alNrGPvZBmrLkf83DuE1iVISuKBrC6tz89Pbup8OCOOJFE7VAg5yoaVc0M2WuCV07vuMH7ncHSw01ewPMuNCW7LZbWYMXP12GtU_6KfOoYqj-_hC8_mtnM12VD9NwRnCKhmf-lG5qVaDxJ1q65r8iiIGfXs0VJMnz2x64bxMErOH8UMb2GwXwx92-AMOu5CS7QjA0ThWDaRImLrQyHemk4G8J2L5f8quXbyEOeguLL_xPfED6izHLUwrrUVnfDBOEnyGeV76aCSWw5lUPY6MWad-pZ5bdgevvw5y14GlCWHx9Oj97BM4a7f5G5VW3AoC6v_WYISGrzvrt5ApePDbZ_Nhb2ZQ
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=article&rft.atitle=Symmetry+and+Time-Delay-Driven+Dynamics+of+Rumor+Dissemination&rft.jtitle=Symmetry+%28Basel%29&rft.au=Li+Cunlin&rft.au=Ma+Zhuanting&rft.au=Yang+Lufeng&rft.au=Masron+Tajul+Ariffin&rft.date=2025-05-19&rft.pub=MDPI+AG&rft.eissn=2073-8994&rft.volume=17&rft.issue=5&rft.spage=788&rft_id=info:doi/10.3390%2Fsym17050788&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2073-8994&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2073-8994&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2073-8994&client=summon