Skip to main content
Erschienen in: Neural Computing and Applications 1/2019

22.09.2018 | S.I. : Machine Learning Applications for Self-Organized Wireless Networks

A neural computing approach to the construction of information credibility assessments for online social networks

verfasst von: Dong Wang, Yujing Chen

Erschienen in: Neural Computing and Applications | Sonderheft 1/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Information credibility assessment has traditionally been understood in the online information processing context. This study extends this literature by exploring information credibility assessment mechanisms in the online social network context. In doing so, it responds to the emerging call for an understanding of the online social network context under the operational mechanism of information credibility assessment. Specifically, this study proposes a neural computing approach based on the stimulate–organism–response framework to determine the process, strategy and clue of online social network information assessment. Drawing on the theory of the Technology Acceptance Model and the theory of reasoned action, and based on a survey of 399 returned online questionnaires, we find that the involvement of online social network information, information sources and information transfer channels has a significant positive correlation with information usefulness and credibility, while information scenarios have no significant impact on usefulness and credibility, and the credibility of information is significant to the user’s information adoption behavior. Different from the predictions made in the literature, the information scenario does not affect information credibility and information usefulness. Conclusions and academic and practical implications are discussed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Guille A et al (2013) Information diffusion in online social networks: a survey. ACM SIGMOD Rec 42(1):17–28CrossRef Guille A et al (2013) Information diffusion in online social networks: a survey. ACM SIGMOD Rec 42(1):17–28CrossRef
2.
Zurück zum Zitat Shi J, Lai KK, Hu P, Chen G (2017) Understanding and predicting individual retweeting behavior: receiver perspectives. Appl Soft Comput 60:844–857CrossRef Shi J, Lai KK, Hu P, Chen G (2017) Understanding and predicting individual retweeting behavior: receiver perspectives. Appl Soft Comput 60:844–857CrossRef
4.
Zurück zum Zitat Wang L, Qian D, Zhu L (2018) The effect of system granted cues on microblog rewarding repost behavior—a source credibility respective. J Electron Commer Res 19(1):104–118 Wang L, Qian D, Zhu L (2018) The effect of system granted cues on microblog rewarding repost behavior—a source credibility respective. J Electron Commer Res 19(1):104–118
7.
Zurück zum Zitat Horning MA (2017) Interacting with news: exploring the effects of modality and perceived responsiveness and control on news source credibility and enjoyment among second screen viewers. Comput Hum Behav 73:273–283CrossRef Horning MA (2017) Interacting with news: exploring the effects of modality and perceived responsiveness and control on news source credibility and enjoyment among second screen viewers. Comput Hum Behav 73:273–283CrossRef
8.
Zurück zum Zitat Metzger MJ, Flanagin AJ, Eyal K, Lemus DR, McCann RM (2003) Credibility for the 21st century: integrating perspectives on source, message, and media credibility in the contemporary media environment. Commun Yearb 27:293–336CrossRef Metzger MJ, Flanagin AJ, Eyal K, Lemus DR, McCann RM (2003) Credibility for the 21st century: integrating perspectives on source, message, and media credibility in the contemporary media environment. Commun Yearb 27:293–336CrossRef
9.
Zurück zum Zitat Cox D, Cox JG, Cox AD (2017) To Err is human? How typographical and orthographical errors affect perceptions of online reviewers. Comput Hum Behav 75:245–253CrossRef Cox D, Cox JG, Cox AD (2017) To Err is human? How typographical and orthographical errors affect perceptions of online reviewers. Comput Hum Behav 75:245–253CrossRef
10.
Zurück zum Zitat Durcikova A, Lee AS, Brown SA (2018) Making rigorous research relevant: innovating statistical action research. MIS Q 42(1):241–263CrossRef Durcikova A, Lee AS, Brown SA (2018) Making rigorous research relevant: innovating statistical action research. MIS Q 42(1):241–263CrossRef
11.
Zurück zum Zitat Khan IU, Yu Y, Hameed Z, Khan SU, Waheed A (2018) Assessing the physicians’ acceptance of E-prescribing in a developing country: an extension of the UTAUT model with moderating effect of perceived organizational support. J Glob Inf Manag (JGIM) 26(3):121–142CrossRef Khan IU, Yu Y, Hameed Z, Khan SU, Waheed A (2018) Assessing the physicians’ acceptance of E-prescribing in a developing country: an extension of the UTAUT model with moderating effect of perceived organizational support. J Glob Inf Manag (JGIM) 26(3):121–142CrossRef
12.
Zurück zum Zitat Carillo K, Scornavacca E, Za S (2017) The role of media dependency in predicting continuance intention to use ubiquitous media systems. Inf Manag 54(3):317–335CrossRef Carillo K, Scornavacca E, Za S (2017) The role of media dependency in predicting continuance intention to use ubiquitous media systems. Inf Manag 54(3):317–335CrossRef
13.
Zurück zum Zitat Burkley E, Anderson D, Curtis J (2011) You wore me down: self-control strength and social influence. Soc Personal Psychol Compass 5(7):487–499CrossRef Burkley E, Anderson D, Curtis J (2011) You wore me down: self-control strength and social influence. Soc Personal Psychol Compass 5(7):487–499CrossRef
14.
Zurück zum Zitat Wang D, Chen Y, Xu J (2017) Knowledge management of web financial reporting in human–computer interactive perspective. EURASIA J Math Sci Technol Edu 13:1–25 Wang D, Chen Y, Xu J (2017) Knowledge management of web financial reporting in human–computer interactive perspective. EURASIA J Math Sci Technol Edu 13:1–25
15.
Zurück zum Zitat Buhrmester M, Kwang T, Gosling SD (2011) Amazon’s Mechanical Turk: a new source of inexpensive, yet high-quality, data? Perspect Psychol Sci 6(1):3–5CrossRef Buhrmester M, Kwang T, Gosling SD (2011) Amazon’s Mechanical Turk: a new source of inexpensive, yet high-quality, data? Perspect Psychol Sci 6(1):3–5CrossRef
16.
Zurück zum Zitat Yamamoto M, Nah S (2018) A multilevel examination of local newspaper credibility. Journal Mass Commun Q 1(95):76–95CrossRef Yamamoto M, Nah S (2018) A multilevel examination of local newspaper credibility. Journal Mass Commun Q 1(95):76–95CrossRef
17.
Zurück zum Zitat Greer J, Pan PL (2015) The role of website format, blog use, and information-gathering acquaintance in online message assessment. Telemat Inform 32(4):594–602CrossRef Greer J, Pan PL (2015) The role of website format, blog use, and information-gathering acquaintance in online message assessment. Telemat Inform 32(4):594–602CrossRef
18.
Zurück zum Zitat McLeod DM, Wise D, Perryman M (2017) Thinking about the media: a review of theory and research on media perceptions, media effects perceptions, and their consequences. Rev Commun Res 5:35–83 McLeod DM, Wise D, Perryman M (2017) Thinking about the media: a review of theory and research on media perceptions, media effects perceptions, and their consequences. Rev Commun Res 5:35–83
19.
Zurück zum Zitat Balouchi M, Aziz YA, Hasangholipour T, Khanlari A, Abd Rahman A, Raja-Yusof RN (2017) Explaining and predicting online tourists’ behavioural intention in accepting consumer generated contents. J Hosp Tour Technol 8(2):168–189 Balouchi M, Aziz YA, Hasangholipour T, Khanlari A, Abd Rahman A, Raja-Yusof RN (2017) Explaining and predicting online tourists’ behavioural intention in accepting consumer generated contents. J Hosp Tour Technol 8(2):168–189
20.
Zurück zum Zitat VanderMolen A, Cacciatore MA, Meng J, Reber BH (2015) Media-Source preferences and trust building: how they influence relationship management. Int J Strateg Commun 9(1):1–22CrossRef VanderMolen A, Cacciatore MA, Meng J, Reber BH (2015) Media-Source preferences and trust building: how they influence relationship management. Int J Strateg Commun 9(1):1–22CrossRef
21.
Zurück zum Zitat Edwards C, Edwards A, Spence PR, Shelton AK (2014) Is that a bot running the social media feed? Testing the differences in perceptions of communication quality for a human agent and a bot agent on Twitter. Comput Hum Behav 33:372–376CrossRef Edwards C, Edwards A, Spence PR, Shelton AK (2014) Is that a bot running the social media feed? Testing the differences in perceptions of communication quality for a human agent and a bot agent on Twitter. Comput Hum Behav 33:372–376CrossRef
22.
Zurück zum Zitat von Sikorski C, Knoll J (2018) All at once or bit by bit? How the serialization of news affects recipients’ attitudes toward politicians involved in scandals. Int J Commun 12:19 von Sikorski C, Knoll J (2018) All at once or bit by bit? How the serialization of news affects recipients’ attitudes toward politicians involved in scandals. Int J Commun 12:19
24.
Zurück zum Zitat Zaichkowsky JL (1986) Conceptualizing involvement. J Advert 15(2):4–34CrossRef Zaichkowsky JL (1986) Conceptualizing involvement. J Advert 15(2):4–34CrossRef
25.
Zurück zum Zitat Olien CN, Tichenor PJ, Donohue GA (2018) A guard dog perspective on the role of media. J Commun 4(2):115–132 Olien CN, Tichenor PJ, Donohue GA (2018) A guard dog perspective on the role of media. J Commun 4(2):115–132
29.
Zurück zum Zitat Johnson TJ, Kaye BK (2014) Credibility of social network sites for political information among politically interested internet users. J Comput Mediat Commun 19(4):957–974CrossRef Johnson TJ, Kaye BK (2014) Credibility of social network sites for political information among politically interested internet users. J Comput Mediat Commun 19(4):957–974CrossRef
31.
Zurück zum Zitat Jensen ML, Yetgin E (2017) Prominence and interpretation of online conflict of interest disclosures. MIS Q 41(2):629–643CrossRef Jensen ML, Yetgin E (2017) Prominence and interpretation of online conflict of interest disclosures. MIS Q 41(2):629–643CrossRef
35.
Zurück zum Zitat Zhang H, Zhang X, Zhou S (2017) To trust or not to trust: characteristic-based and process-based trust. China Media Res 13(1):29–41MathSciNet Zhang H, Zhang X, Zhou S (2017) To trust or not to trust: characteristic-based and process-based trust. China Media Res 13(1):29–41MathSciNet
38.
Zurück zum Zitat Lin X, Spence PR, Lachlan KA (2016) Social media and credibility indicators: the effect of influence cues. Comput Hum Behav 63:264–271CrossRef Lin X, Spence PR, Lachlan KA (2016) Social media and credibility indicators: the effect of influence cues. Comput Hum Behav 63:264–271CrossRef
39.
Zurück zum Zitat Jin Z, Cao J, Zhang Y, Zhou J, Tian Q (2017) Novel visual and statistical image features for microblogs news verification. IEEE Trans Multimed 19(3):598–608CrossRef Jin Z, Cao J, Zhang Y, Zhou J, Tian Q (2017) Novel visual and statistical image features for microblogs news verification. IEEE Trans Multimed 19(3):598–608CrossRef
40.
Zurück zum Zitat Gao Q, Tian Y, Tu M (2015) Exploring factors influencing Chinese user’s perceived credibility of health and safety information on Weibo. Comput Hum Behav 45:21–31CrossRef Gao Q, Tian Y, Tu M (2015) Exploring factors influencing Chinese user’s perceived credibility of health and safety information on Weibo. Comput Hum Behav 45:21–31CrossRef
41.
Zurück zum Zitat Sundar SS (2008) The MAIN model: a heuristic approach to understanding technology effects on credibility. In: Metzger MJ, Flanagin AJ (eds) Digital media and learning. The MIT Press, Cambridge, pp. 73–100 Sundar SS (2008) The MAIN model: a heuristic approach to understanding technology effects on credibility. In: Metzger MJ, Flanagin AJ (eds) Digital media and learning. The MIT Press, Cambridge, pp. 73–100
42.
Zurück zum Zitat Viviani M, Pasi G (2017) Quantifier guided aggregation for the veracity assessment of online reviews. Int J Intell Syst 32(5):481–501CrossRef Viviani M, Pasi G (2017) Quantifier guided aggregation for the veracity assessment of online reviews. Int J Intell Syst 32(5):481–501CrossRef
43.
Zurück zum Zitat Liu YL, Keeling KA, Papamichail KN (2016) Maximising the credibility of realistic job preview messages: the effect of jobseekers’ decision-making style on recruitment information credibility. Int J Hum Resour Manag 29(7):1–35 Liu YL, Keeling KA, Papamichail KN (2016) Maximising the credibility of realistic job preview messages: the effect of jobseekers’ decision-making style on recruitment information credibility. Int J Hum Resour Manag 29(7):1–35
44.
Zurück zum Zitat Roper Organization (1979) Public perception of television and other mass media: Public attitudes 1959-1978. New York: Television Information Office Roper Organization (1979) Public perception of television and other mass media: Public attitudes 1959-1978. New York: Television Information Office
Metadaten
Titel
A neural computing approach to the construction of information credibility assessments for online social networks
verfasst von
Dong Wang
Yujing Chen
Publikationsdatum
22.09.2018
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe Sonderheft 1/2019
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-018-3734-4

Weitere Artikel der Sonderheft 1/2019

Neural Computing and Applications 1/2019 Zur Ausgabe

S.I. : Machine Learning Applications for Self-Organized Wireless Networks

Hotness-aware page partition management method

S.I. : Machine Learning Applications for Self-Organized Wireless Networks

An efficient top-k ranking method for service selection based on ε-ADMOPSO algorithm

S.I. : Machine Learning Applications for Self-Organized Wireless Networks

DECSA: hybrid dolphin echolocation and crow search optimization for cluster-based energy-aware routing in WSN

Machine Learning Applications for Self-Organized Wireless Networks

An improved image mixed noise removal algorithm based on super-resolution algorithm and CNN