Modeling User Interests with Online Social Network Influence by Memory Augmented Sequence Learning

Author(s):  
Yu Wang ◽  
Chengzhe Piao ◽  
Chi Harold Liu ◽  
Chijin Zhou ◽  
Jian Tang
2015 ◽  
Vol 24 (4) ◽  
pp. 333-348 ◽  
Author(s):  
Lorna Ruane ◽  
Elaine Wallace

Purpose – This study aims to examine the relationship between social influence and consumers’ self-expression through brands. It considers susceptibility to interpersonal influence and social network influence on self-expressive brands and brand tribalism. The study examines whether self-expressive brands and brand tribalism influence brand loyalty and word of mouth (WOM). Design/methodology/approach – A cross-sectional online survey was carried out with members of Generation Y in Ireland. Data from 675 complete responses were analysed using SPSS 20 and AMOS 20. A structural model tested nine hypothesised relationships. Findings – Findings indicate that both online social network influence and susceptibility to interpersonal influence are antecedents of tribalism and self-expressive brands. Consumers of self-expressive brands are loyal and offer positive WOM. By contrast, those who seek tribal membership have less brand loyalty and offer less WOM than other consumers. Findings suggest that consumers may be loyal to tribes, rather than to brands. This informs our understanding of the role of tribes for consumers and brand outcomes. Research limitations/implications – This study is limited to Generation Y consumers within Ireland. Originality/value – This is the first study to explore the effect of consumers’ perceptions about online social network influence on brand tribalism. In addition, their views about the influence of the social network on self-expressive brand consumption, and brand outcomes, are identified. This paper highlights consumers’ susceptibility to interpersonal influence on their brand choices and brand tribalism. In addition, it is shown that brand loyalty and WOM are not always a consequence of tribal membership. By contrast, self-expressive brand consumption enhances brand WOM and brand loyalty.


2019 ◽  
Vol 49 (1) ◽  
pp. 203-217 ◽  
Author(s):  
Young-joo Lee

The younger generation’s widespread use of online social network sites has raised concerns and debates about social network sites’ influence on this generation’s civic engagement, whether these sites undermine or promote prosocial behaviors. This study empirically examines how millennials’ social network site usage relates to volunteering, using the 2013 data of the Minnesota Adolescent Community Cohort Study. The findings reveal a positive association between a moderate level of Facebook use and volunteering, although heavy users are not more likely to volunteer than nonusers. This bell-shaped relationship between Facebook use and volunteering contrasts with the direct correlation between participation in off-line associational activities and volunteering. Overall, the findings suggest that it is natural to get mixed messages about social network sites’ impacts on civic engagement, and these platforms can be useful tools for getting the word out and recruiting episodic volunteers.


2021 ◽  
Vol 45 (3) ◽  
pp. 275-288
Author(s):  
Dawn DeLay ◽  
Brett Laursen ◽  
Noona Kiuru ◽  
Adam Rogers ◽  
Thomas Kindermann ◽  
...  

The present study compares two methods for assessing peer influence: the longitudinal actor–partner interdependence model (L-APIM) and the longitudinal social network analysis (L-SNA) Model. The data were drawn from 1,995 (49% girls and 51% boys) third grade students ( M age = 9.68 years). From this sample, L-APIM ( n = 206 indistinguishable dyads and n = 187 distinguishable dyads) and L-SNA ( n = 1,024 total network members) subsamples were created. Students completed peer nominations and objective assessments of mathematical reasoning in the spring of the third and fourth grades. Patterns of statistical significance differed across analyses. Stable distinguishable and indistinguishable L-APIM dyadic analyses identified reciprocated friend influence such that friends with similar levels of mathematical reasoning influenced one another and friends with higher math reasoning influenced friends with lower math reasoning. L-SNA models with an influence parameter (i.e., average reciprocated alter) comparable to that assessed in L-APIM analyses failed to detect influence effects. Influence effects did emerge, however, with the addition of another, different social network influence parameter (i.e., average alter influence effect). The diverging results may be attributed to differences in the sensitivity of the analyses, their ability to account for structural confounds with selection and influence, the samples included in the analyses, and the relative strength of influence in reciprocated best as opposed to other friendships.


2021 ◽  
Vol 9 (1) ◽  
Author(s):  
Sunyoung Park ◽  
Lasse Gerrits

AbstractAlthough migration has long been an imperative topic in social sciences, there are still needs of study on migrants’ unique and dynamic transnational identity, which heavily influences the social integration in the host society. In Online Social Network (OSN), where the contemporary migrants actively communicate and share their stories the most, different challenges against migrants’ belonging and identity and how they cope or reconcile may evidently exist. This paper aims to scrutinise how migrants are manifesting their belonging and identity via different technological types of online social networks, to understand the relations between online social networks and migrants’ multi-faceted transnational identity. The research introduces a comparative case study on an online social movement led by Koreans in Germany via their online communities, triggered by a German TV advertisement considered as stereotyping East Asians given by white supremacy’s point of view. Starting with virtual ethnography on three OSNs representing each of internet generations (Web 1.0 ~ Web 3.0), two-step Qualitative Data Analysis is carried out to examine how Korean migrants manifest their belonging and identity via their views on “who we are” and “who are others”. The analysis reveals how Korean migrants’ transnational identities differ by their expectation on the audience and the members in each online social network, which indicates that the distinctive features of the online platform may encourage or discourage them in shaping transnational identity as a group identity. The paper concludes with the two main emphases: first, current OSNs comprising different generational technologies play a significant role in understanding the migrants’ dynamic social values, and particularly, transnational identities. Second, the dynamics of migrants’ transnational identity engages diverse social and situational contexts. (keywords: transnational identity, migrants’ online social networks, stereotyping migrants, technological evolution of online social network).


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