A Recommender System (RS) is the most significant technologies that handle the information overload problem of Retrieval Information by suggesting users with correct and related items. Today, abundant recommender systems have been developed for different fields and we put an effort on collaborative filtering (CF) recommender system. There are several problems in the recommender system such as Cold Start, Synonymy, Shilling Attacks, Privacy, Limited Content Analysis and Overspecialization, Grey Sheep, Sparsity, Scalability and Latency Problem. The current research explored the privacy in CF recommender system and defined the perspective privacy attributes (user's identity, password, address, and postcode/location) which are required to be addressed. Using the base models as Homomorphic and Hash Encryption scheme, we have proposed a hybrid model Homomorphic Hash Encryption (H2E) model that addressed the privacy issues according to defined objectives in the current study. Furthermore, in order to evaluate the privacy level, H2E was implementing in medicine recommender system and compared the consequences with existing state-of-the-art privacy protection mechanisms. It was observed that H2E outperform to other models with respect to determined privacy objectives. Leading to user's privacy, H2E can be considered a promising model for CF recommender systems.
This article, evaluating the usefulness and applicability of the ecofeminist tenets upon the environmental fiction of Erdrich and Morrison, creates a new understanding of the preservation of the environment for engendering a more egalitarian relationship between humanity and nature. It presents the critique of the ways Toni Morrison and Louise Erdrich engage with the environmental themes and motifs using the historical connections of their communities with nature as a reference point via eco-performative texts. The overall scheme of the article, therefore, denies the anthropocentric approach upheld by the Euro-American world towards the environment and glorifies the biocentric approach revered and celebrated by the Native American and AfroAmerican lifestyle, emphasizing that in the cosmic scheme of nature, not just humans but non-humans, nature and environment are equal partners. The study concludes that Morrison and Erdrich have stressed in their fiction the ecocritical recognition of the inevitable interdependence of man and nature. Their fiction asserts that considering environmental issues to be human issues can positively affect the human attitude towards nature/environment.
The colonial enterprise of Euro-Americans, since its first contact, flourished on the false notions of Indianness, fixating the image of Native Americans as primitive and savages without any claim to civilization or history. This fixity and lack of presence involuntarily led to an absence marked by a lack of identity and subjectivity for the Indians. The current article explores Sherman Alexie's The Absolutely True Diary of a Part-Time Indian through the theoretical lens of Jana Sequoya, affirming bicultural subjectivity propagated by mixed-blood writers on the nexus of inside-outside as a suitable solution to the paradoxes that constitute Indian identity. Denying the rigid approach of the insularity of cultures, this bicultural work offers the possibility of Indianization of American forms and adaptation and acculturation of those dominant forms that are integral for the advancement of Indians in the modern world. The current research also deduces that such a presence can powerfully combat and confound the discursive dichotomy and representation of Indians as the binarized version of modern and civilized Whites.
This article explores the relationship between Native American lands/environment and the women from ecocritical /ecofeminist perspectives. It has been postulated that while the Euro- American accounts of the history, culture, indigenous women and their relation with nature/land project stereotypical, negative images, Louise Erdrich, through the employment of hybrid narrative techniques combining Eurocentric and Native American modes of narration, has reconfigured the Native American women's environmental identity/subjectivity. This study conducts discourse analysis of the two richly thematic environmental narratives of Louise Erdrich to establish the interconnectivity between women and lands within the realm of ecofeminism. The primary texts explored include Tracks and Love Medicine. The study's contribution is it's highlighting the significance of the Native American Ecofeminist narratives that consider environmental issues to be human issues and thus positively affect the human attitude towards nature.
This paper examines the socio-cultural and political crisis in Between You and Your Love (2012) by the Pakistani Anglophone poet Harris Khalique.Employing Greenblatt's concepts of new historicism as a theoretical framework, this research attempts to establish the embedment of the selected verses in Pakistani society. As the selected poetry collection has not been analyzed through the lens of new historicism, this research will also fill this gap. The study reveals that the people of Karachi have been facing ethnocultural violence, sectarian clashes, and native-migrant conflicts since the inception of Pakistan. The shrinking space for cultural expression and thriving terrorism due to politico-sectarian division on the one hand, and Pakistan's involvement in the War on terror in the context of 9/11 on the other hand, have pushed the country into a perpetual state of crisis. Khalique has given voice to such dire issues related to regional identities and marginalized communities who are either not represented or misrepresented in the official narrative.
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