1,447 research outputs found

    Learning structured representations with hyperbolic embeddings

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    Submission published under a 24 month embargo labeled 'Closed Access', the embargo will last until 2026-05-01The student, Aditya Sinha, accepted the attached license on 2024-04-30 at 16:28.The student, Aditya Sinha, submitted this Thesis for approval on 2024-04-30 at 16:44.This Thesis was approved for publication on 2024-05-01 at 09:57.DSpace SAF Submission Ingestion Package generated from Vireo submission #20726 on 2024-09-16 at 00:51:12Most real-world data consists of a natural hierarchy or an inherent label structure that is either already available or can be constructed/inferred cheaply. However, majority of the existing models for representation learning either completely ignore this hierarchy, treating the labels as permutation invariant, or attempt to utilize this information using less desirable distance metrics with bounded dimensionality. This leads to distortion of the semantic context in the label hierarchy, and also adversely affect it's performance on the in-distribution (ID) classification task. In addition, in the context of real-world machine learning systems, Out-of-distribution (OOD) detection is an even more challenging and critical task to ensure reliability of the deployed models. However, the current distance-based approaches do not consider any structured knowledge and rely on a distance measurement from the ID cluster-centroids, learnt in a label invariant fashion. To approach these challenges, in this thesis, we propose using hyperbolic geometry for incorporating this rich structured hierarchy about the label space into the representation learning. We demonstrate that accurately embedding the label information can lead to more fine-grained learning of structure-informed features, which are discriminative and helpful for a variety of tasks. For this purpose, we propose a novel method HypCPCC: Hyperbolic Cophenetic Correlation Coefficient to embed the label hierarchy into features using a powerful hyperbolic geometry based tree regularization objective. Our proposed objective can easily be combined and optimized with any classification loss for improving representation learning. We also empirically demonstrate that HypCPCC accurately embeds the hierarchical relationships between the labels in web-scale real-world vision datasets and leads to learning semantically rich features that result in simultaneous improvements in the performance of both in-distribution (ID) classification tasks (upto 1%) and AUROC on Out-of-Distribution (OOD) detection tasks (upto 4%). Motivated by the expressiveness of hyperbolic geometry in embedding the tree-based structures, we also propose two principled non-parametric hyperbolic-distance based OOD detection scores: HypKNN+ and HypDist-O. We demonstrate that using these scores can lead to improvements in OOD detection FPR95 upto 2%. Finally, we also empirically show that the learnt features from our proposed methodology are geometrically and semantically more interpretable using hyperbolic visualizations, paving the way for explainable feature learning using hierarchical label information

    Book Review - Reviewing S. Prakash Sinha, What Is Law? (1989)

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    Book Review Extract: The title of S.P. Sinha\u27s book, What Is Law?, is somewhat deceptive, for the author ambitiously tries to do more than merely define the concept of law in well under 300 pages. After the introductory historical and philosophical overview of his initial chapter, Sinha uses the balance of his book to summarize the major theories of law, including how law arises, how it is applied, and why it is important in society. The work is less of an original attempt by its writer to answer the question posed by the title than it is an effort to seek such an answer by means of surveying- albeit briefly in each instance -the views of the major thinkers in this field

    Bollywood cinema: A critical genealogy

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    "Bollywood" has finally made it to the Oxford English Dictionary. The 2005 edition defines it as: "a name for the Indian popular film industry, based in Bombay. Origin 1970s. Blend of Bombay and Hollywood." The incorporation of the word in the OED acknowledges the strength of a film industry which, with the coming of sound in 1931, has produced some 9,000 films. (This must not be confused with the output of Indian cinema generally, which would be four times more). What is less evident from the OED definition is the way in which the word has acquired its current meaning and has displaced its earlier descriptors (Bombay Cinema, Indian Popular Cinema, Hindi Cinema), functioning, perhaps even horrifyingly, as an "empty signifier" (Prasad) that may be variously used for a reading of popular Indian cinema. The triumph of the term (over the others) is nothing less than spectacular and indicates, furthermore, the growing global sweep of this cinema not just as cinema qua cinema but as cinema qua social effects and national cultural coding. Although Indian film producers in particular, and pockets of Indian spectators generally, continue to feel uneasy with it (the vernacular press came around to using "Bollywood" only reluctantly), its ascendancy has been such that Bombay Dreams (the Andrew Lloyd Weber musical) and the homegrown Merchants of Bollywood both become signifiers of a cultural logic which transcends cinema and is a global marker of Indian modernity. As the Melbourne (March 2006) closing ceremony of the Commonwealth Games showed, Bollywood will be the cultural practice through which Indian national culture will be projected when the games are held in Delhi in 2010. International games (the Olympics, World Cup Soccer, Asian Games, Commonwealth Games, and so on) are often expressions of a nation's own emerging modernity. For India that modernity, in the realm of culture, is increasingly being interpellated by Bollywood

    In The City the Body Rests

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    Published in Entanglements Journal.  Suggested citation:       Sinha, D. (2021). ‘In the City the Body Rests’, entanglements,  4(2):50-65  Article considers how the author understands storytelling, urban space through personal experience and investigations of Kolkata through an artistic practice. Online at https://entanglementsjournal.org/in-the-city-the-body-rests/</p

    Madalena e Sinha Vitória: contrastes entre duas personagens de Graciliano Ramos

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    RESUMO: este artigo apresenta um breve panorama da vida de Graciliano Ramos, como também, algumas características de sua escrita. De suas obras focamos aspectos gerais dos romances São Bernardo e Vidas Secas. O objetivo principal é analisar as personagens Madalena, do romance São Bernardo, e sinha Vitória, da obra Vidas Secas, e evidenciar os contrastes entre as personagens de Graciliano Ramos. Madalena e sinha Vitória são constituídas de um humanismo e generosidade. A primeira é apresentada como mulher culta, inteligente, humanista, que reflete sobre diversos problemas. Já a segunda possui um sonho que a impulsiona seguir em frente, em busca de uma realidade melhor. Sinha Vitória também é o ser mais pensante daquele grupo de retirantes. Para isso, a pesquisa interpretativa teve como base os dados apresentados pelos estudos de Calheiros (2006), Magalhães (2001), Santos (2009), entre os autores que discorrem sobre o referido autor e suas obras. Temos a pretensão de enfatizar a situação e o papel da mulher nordestina, e revelar seu valor no contexto social de cada obra. Este trabalho irá expor a importância da mulher nordestina, sua força, coragem e determinação ao enfrentar as dificuldades presentes no sertão nordestino. Constatou-se que são mulheres distintas e que ambas as personagens são fortes. Madalena é silenciada para não perder sua autenticidade, enquanto, sinha Vitória cala-se em respeito à sociedade patriarcal que não admite que as mulheres tenham voz ativa.PALAVRAS CHAVE: Madalena. Sinha Vitória. Graciliano Ramos.  ABSTRACT: This article presents a brief overview above Graciliano Ramos’ life, as well as some of his writing characteristics. From his works we focused on the São Bernardo and Vidas Secas novels’ general aspects. The main objective is to analyze how characters Madalena, from the São Bernardo novel, and sinha Vitória, from work Vidas Secas, and highlight the contrasts between the characters by Graciliano Ramos. Madalena and sinha Vitória are made up of humanism and generosity. The first one is presented as a cultured, intelligent, humanist woman, she reflects about various problems. Already the second has a dream that drives her to move forward in search of a better reality. Sinha Vitoria is also the most thoughtful of the retired group. For that, interpretive research was based on data submitted by Calheiros (2006), Magellan (2001), Santos (2009) studies, among the authors who white about the author and his works. We intend to emphasize the situation and the role of northeastern women, and reveal their value in the social context of each work. This work will expose the importance of northeastern women, their strength, courage and determination in facing the difficulties present in the northeastern backlands. It has been found that they are distinct women and that both characters are strong. Madalena is silenced so as not to lose her authenticity, while, sinha Vitoria is silent in respect to the patriarchal society that does not admit that women have an active voice.KEYWORDS: Madalena. Sinha Vitória. Graciliano Ramos.

    Plastic Strain in Materials Under the Influence of Impulsive Load

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    Title: Plastic Strain in Materials Under the Influence of Impulsive Load, Author: Shailendra K. Sinha, Location: ThodeEquipment was designed for testing dynamic behaviors of materials subjected to impulsive load. Detail design of the equipment and experimental techniques have been described. Armco Ingot Iron with 99.8% purity was tested. Before testing, the material was fully annealled. "n" and "G(ε,t) (as occurring in the characteristic equation σm^n to K(n) = G (ε,t), for this material were evaluated. The material was found to ber very sensitive to strain rates.ThesisMaster of Engineering (ME

    Essays on theories of value in the classical tradition

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    “This volume revisits the foundations of classical political economy and outlines on that basis a new research paradigm. Ajit Sinha presents an extremely ambitious and challenging work that opens new and invaluable vistas on classical economic theory and economics at large.” Roberto Scazzieri, Professor of Economic Analysis, University of Bologna and National Lincei Academy, Italy. “For a quarter of a century Ajit Sinha has worked on the classical theory of value, reinterpreting Adam Smith, David Ricardo and Karl Marx in terms of his own original, and often contested, interpretation of Piero Sraffa. This fascinating volume brings together several of Sinha's most perceptive and most contentious papers. Always scholarly, stimulating and provocative, it is essential reading for anyone with an interest in classical value theory.” John King, Emeritus Professor, La Trobe University, Australia. This collection of essays invites the reader to trace the intellectual journey of the author from his early incisive exploration and critique of key categories in Marxian economics, through his insights into classical economic theory, culminating in his pioneering and definitive reading of the economics of Sraffa. Where the author’s position has significantly changed he provides notations and explanations, and the addition of two new chapters written especially for this volume complete the scholarly journey. Following three decades worth of study, this book brings together a set of important contributions that not only give historical perspective but makes them convenient and accessible for students and researchers today

    A versatile and green mechanochemical route for aldehyde-oxime conversions

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    A robust, facile and solvent-free mechanochemical path for aldehyde–oxime transformations using hydroxylamine and NaOH is explored; the method is suitable for aromatic and aliphatic aldehydes decorated with a range of substituents

    Postcolonialisme, femmes et migration dans l’oeuvre de Shumona Sinha

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    Shumona Sinha, born in Calcutta in 1973 and living in France since 2001, has created a body of work that sets her apart in contemporary French-language literature. Her dual cultural heritage, poetic style, narrative strategies and thematic choices, inspired in equal measure by her own biography and her preoccupation with current social and political events, give rise to a global and dislocated view of the contemporary world, which the author scrutinises and questions with the same thirst for humanity and the same sense of revolt in the face of injustice, whatever the country or the cultural, political or religious context that makes the latter possible. At the same time, his texts underline the need to place literary reception in a post-national perspective, which is better able to capture the transformations of the literary in a post-migrant society. This book is devoted to the entirety of Sinha's literary output to date, and sets out to establish a first collective critical milestone in the reception of what we will describe as his ‘world work’
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