Contrastive Consistency and Attentive Complementarity for Deep Multi-View Subspace Clustering

Deep multi-view subspace clustering (DMVSC) based on self-expression has attracted increasing attention dueto its outstanding performance and nonlinear application. However, most existing methods neglect that viewprivatemeaningless information or noise may interfere with the learning of self-expression, which may lead to thedegeneration of clustering performance. In this paper, we propose a novel framework of Contrastive Consistencyand Attentive Complementarity (CCAC) for DMVsSC. CCAC aligns all the self-expressions of multiple viewsand fuses them based on their discrimination, so that it can effectively explore consistent and complementaryinformation for achieving precise clustering. Specifically, the view-specific self-expression is learned by a selfexpressionlayer embedded into the auto-encoder network for each view. To guarantee consistency across views andreduce the effect of view-private information or noise, we align all the view-specific self-expressions by contrastivelearning. The aligned self-expressions are assigned adaptive weights by channel attention mechanism according totheir discrimination. Then they are fused by convolution kernel to obtain consensus self-expression withmaximumcomplementarity ofmultiple views. Extensive experimental results on four benchmark datasets and one large-scaledataset of the CCAC method outperformother state-of-the-artmethods, demonstrating its clustering effectiveness.

The Social Surveillance and Generational Compliance in New Mediation

This article explores the social transformation on account of surveillance conception preoccupied through the technology diffusion thanks to the Web 2.0 novel features.The new mediation abstracts the social provisions into radical customs of surveillance.It primes the supposition of socialization hitherto to transpire the scrutiny of the mutual rehearses of vertical and horizontal surveillance.Hence,the ultimate conversion keeps on through self-exposition notion in views of social interaction which so far posit the question of the privacy and public boundary owing to the hypothetical undue freedom of self-expression through Web 2.0.Thus,this paper examines the Surveillance Society in a comprehensive scope of the social structure vis-à-vis the ideas of generational submission towards social transformation.Using the dichotomy of digital revolutions,the Digital“Natives”are classified as typically addicted digital consumptions bearing the community outlooks,while Digital“Immigrants”persist in semi obedience along with the traditional adherence.Ultimately,the Panopticon conceptualizes the certainty of social surveillance by dint of proliferation of information flows keen on social conducts automated in both online and offline paths through technological appliances.

Janie's Awakening in Afro-American Folklore in Hurston's Their Eyes Were Watching God

Zora Neale Hurstonis acclaimed as the rediscovered foremother of African American writing.Their Eyes tells the story of Janie Crawford,an independent black woman,searching for her true self through three marriages.

Voice More and Be Happier: How Employee Voice Influences Psychological Well-Being in the Workplace

The recently recognized core construct of employee voice has been demonstrated to be related to various out-comes.However,to date,the impact of employee voice over time and on important employee well-being has been rarely tested.In the present research,we studied in particular how employee voice behavior is related to psycho-logical well-being.Employing the theory of self-determination,we developed three hypotheses pertinent to this relationship,including the mediating role of authentic self-expression and the moderating role of collectivist orientation.We tested our hypotheses using data from 217 employees in China' Mainland over two time periods.As we hypothesized,we found positive relationships between the employee voice and psychological well-being.Our results also verified that these relationships are fully mediated by authentic self-expression and partially moderated by collectivist orientation.

A Psychoanalytical Reading of the Relationship between the Father Figure and the Commons in the Three Parts of Henry VI

The paper aims to give a psychoanalytical study of the relationship between the ruling class and civilians.First it will analyse the‘miracle of St Albans';second it will investigate into the Cade's scenes.Finally it will conclude by arguing that the common's need for self-expression is fully revealed in the trilogy.

Writing Poetry that Focuses on the Autobiographical

Poetry has other possibilities than the autobiographical. This essay presents an argument against an over-reliance on a Western bourgeois capitalist concept of the self and self-expression in contemporary American poetry. An alternative balance is presented through Zen Buddhist and Daoist perspectives on the self, particularly as seen in the writing of Dogen, ancient Chinese poetry, and, more recently, David Hinton.