Introduction of deep neural networks to the machine translation research ameliorated conventional machine translation systems in multiple ways, specifically in terms of translation quality. The ability of deep neural networks to learn a sensible representation of words is one of the major reasons for this improvement. Despite machine translation using deep neural architecture is showing state-of-the-art results in translating European languages, we cannot directly apply these algorithms in Indian languages mainly because of two reasons: unavailability of the good corpus and (...) Indian languages are morphologically rich. In this paper, we propose a neural machine translation (NMT) system for four language pairs: English–Malayalam, English–Hindi, English–Tamil, and English–Punjabi. We also collected sentences from different sources and cleaned them to make four parallel corpora for each of the language pairs, and then used them to model the translation system. The encoder network in the NMT architecture was designed with long short-term memory (LSTM) networks and bi-directional recurrent neural networks (Bi-RNN). Evaluation of the obtained models was performed both automatically and manually. For automatic evaluation, the bilingual evaluation understudy (BLEU) score was used, and for manual evaluation, three metrics such as adequacy, fluency, and overall ranking were used. Analysis of the results showed the presence of lengthy sentences in English–Malayalam, and the English–Hindi corpus affected the translation. Attention mechanism was employed with a view to addressing the problem of translating lengthy sentences (sentences contain more than 50 words), and the system was able to perceive long-term contexts in the sentences. (shrink)

There are two opposing views on the nature of corporations in contemporary debates on corporate social responsibility. Opponents of corporate personhood hold that a corporation is nothing but a group of individuals coming together to achieve certain goals. On the other hand, the advocates of corporate personhood believe that corporations are persons in their own right existing over and above the individuals who comprise them. They talk of corporate decision-making structures that help translate individual decisions and actions into corporate decisions (...) and actions. Importantly both the advocates and the opponents of corporate personhood rely on a contractual model of corporate–social interaction to explain corporate social responsibilty. However, this contractual model misses crucial aspects of the relationship between corporations and societies. Economic history reveals that the relationship between corporations and societies is essentially dynamic and heterogeneous and so extremely difficult to characterise in terms of a contract. The economic and the political aspects of this relationship are so finely intertwined with each other and it is impossible to extricate the one from the other. We need to be more conscious of the actual nature of corporate–social interaction in order to deal more comprehensively with issues of corporate social responsibility. (shrink)

Community development, or the socio-economic transformation of local communities, has been a significant focus of organizational ethics. Such community development programmes—whether led by state, civil society, or businesses—are animated by modernization and have involved, I argue, the production of a new moral order. As part of which, communities were imagined in particular ways, historically. Drawing on a periodization of history of philanthropy of the Tata Group (India’s leading multinational conglomerate) from the 1860s onwards, I outline the four stages involved in (...) the production of this new moral order—each with a distinct formulation of community—as part of India’s development. The shifts in imaginaries of community, I conclude, were justified and legitimized by the elites as part of the wider nation-building efforts. (shrink)

Healthcare data warehousing test automation is becoming a success through the help of AI-based technology that results in accuracy, efficiency, and data integrity on the automated test. The one central to personalized patient data that forms the core of traditional data warehousing solutions frequently faces problems of complexity and dissatisfaction. Deep learning with test automation solutions makes data ingestion, processing, and testing conversant through machine learning algorithms [1]. These systems encompass separate acts such as testing for data integration, testing the (...) quality of data as well as performance testing removing the factors of time and human error. In healthcare organizations, this approach delivers the message of enhancing quality, compliance and organizational efficiency in value-based care and precision medicine initiatives. As such, artificial intelligence tools can be used to address the essential issues regarding data warehousing, and this can in turn enhance decision-making, and thus, enhance the health of patient and the overall population. (shrink)

Contributed research papers on Semantics in Indian philosophy and Sanskrit grammar.

Various interpretation of the concept of Apramā refers to "non-valid knowledge" in Hindu Nyaya philosophy.

Detecting Intrusions and anomalies is becoming much more challenging with new attacks popping out over a period of time. Achieving better accuracies by applying benchmark classifier algorithms used for identifying intrusions and anomalies have several hidden data mining challenges. Although neglected by many research findings, one of the most important and biggest challenges is the similarity or membership computation. Another challenge that cannot be simply neglected is the number of features that attributes to dimensionality. This research aims to come up (...) with a new membership function to carry similarity computation that can be helpful for addressing feature dimensionality issues. In principle, this work is aimed at introducing a novel membership function that can help to achieve better classification accuracies and eventually lead to better intrusion and anomaly detection. Experiments are performed on KDD dataset with 41 attributes and also KDD dataset with 19 attributes. Recent approaches CANN and CLAPP have showed new approaches for intrusion detection. The proposed classifier is named as UTTAMA. UTTAMA performed better to both CANN and CLAPP approaches w.r.t overall classifier accuracy. Another promising outcome achieved using UTTAMA is the U2R and R2L attack accuracies. The importance of proposed approach is that the accuracy achieved using proposed approach outperforms CLAPP, CANN, SVM, KNN and other existing classifiers. (shrink)

Treatise on Yoga philosophy; includes translation and commentaries.

Angelaki, Volume 17, Issue 2, Page 145-168, June 2012.

The hallucinogenic art of Michaux and other surrealists should never be regarded as advocating unbridled sensuous experimentation. The affects they generate may index absurdity, incongruity and comedy – they may ‘ridiculise’ our systematic thinking – but these affects thereby serve a more serious production of concepts. Through an abstemious aesthetics of existence Michaux becomes an ontologist of the prephilosophical sort. Carefully but ambiguously he explores the truths of matter, movement, body and modernity. As Deleuze saw clearly, the resulting ontology has (...) strong affinities with that of Leibniz, though we have to insist on Simondon's transindividual dimension to obtain the full ontological purchase of hallucinogenic surrealisation. (shrink)

Complaints about the state of medical care are increasing in today s India; whether it s unnecessary investigations, botched operations or expensive, sometimes even harmful, medication. But while the unease is widespread, few outside the profession understand the extent to which the medical system is being distorted. Dr Arun Gadre and Dr Abhay Shukla have gathered evidence from seventy-eight practising doctors, in both the private and public medical sectors, to expose the ways in which vulnerable patients are exploited by (...) a system that promotes unscrupulous medical practices. At a time when the medical sector is growing rapidly, especially in urban areas, with the proliferation of multi-specialty hospitals and the adoption of ever-more sophisticated technologies, rational and ethical medical care is becoming increasingly rare. Honest doctors feel under siege, professional bodies meant to regulate the medical sector fail to do so, and the influence of the powerful pharmaceutical industry becomes even more pervasive. Drawing on the frank and courageous statements of these seventy-eight doctors dismayed at the state of their profession, Dissenting Diagnosis lays bare the corruption afflicting the medical sector in India and sets out solutions for a healthier future. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Notes and Discussions METHODOLOGY IN THE HISTORY OF IDEAS: THE CASE OF PIERRE CHARRON Affanities, influences, borrowings, innovations, traditions, consistency--these are some of the key concepts of the time-honored and probably still dominant approach to the history of ideas. Scholars who seek to understand and interpret the philosophy and literature of the past in these terms tend to pay little attention to the social and institutional factors which constituted (...) the working conditions under which the ideas were conceived, articulated and disseminated; and it is precisely on those grounds that the traditional school has been increasingly challenged, over the past several decades, by historians (myself among others) who are convinced that, apart from their social context, the ideas themselves are virtually incomprehensible. A recent article on Pierre Charron by Maryanne Cline Horowitz may serve to illustrate some of the questions raised by these differences in method. At the close of her article, Horowitz explains the assumptions upon which she has conducted her investigation. Citing Peter Gay's interpretation of Ernst Cassirer, she affirms that "the critic begins the process of understanding a philosopher's work by searching for a dynamic center of thought. He must regard doctrines not as a series of discrete positions but as facets of a single point of view. The critic's equipment must therefore include the gift of empathy: he must sympathetically enter--indeed, relive---the thinker's world of ideas.''1 Following her own insight into the spirit of De la sagesse, and supporting it, of course, with a display of textual evidence, Horowitz argues that Richard Popkin was wrong to lay exclusive stress upon Charron's rejection of Aristotelian epistemology from the perspective of Pyrrhonian scepticism. "I think," she says, "that Charron's De la sagesse is based primarily on Stoic, rather than Sceptic principles." Although I agree in general with the main thrust of Popkin's thesis, I too have been critical of his failure to give sufficient weight to the neo-Stoic dements of Charron's thought. Hence it is not this conclusion to which I take exception.2 Charron has, from the very beginning, been found to have said a great many things and been subjected to a wide variety of interpretations. Horowitz emphasizes "the seeds of virtue and knowledge [as] the dynamic center of De la sagesse"--a view which may appear perfectly plausible to some readers. But it can never compel widespread conviction, for the simple reason that it is impossible for a twentieth-century critic to enter--unaided--into a world of ideas now part of a remote past. A book written nearly four centuries ago is not immediately perspicuous. Before trying on our neo-idealist wings and taking flight into the empyrean of late Renaissance moral treatises, we would do well to explore as many as possible of the following questions: Just who was our author? For whom did he write? Who x p. Gay, Introduction to E. Cassirer, The Question of Jean-Jacques Rousseau (Bloomington, 1963), p. 22, cited by M. C. Horowitz, "Pierre Charron's View of the Source of Wisdom," Journal o! the History of Philosophy, IX, 4 (October, 1971), 457. 2 A. Soman, "Pierre Charron: A Revaluation," BibliothOque d'Humanisme et Renaissance, XXXII (January, 1970), 57 n. 3. [495] 496 HISTORY OF PHILOSOPHY in fact did read him? and how did his readers react? And what did our author think of their reactions.'?s Horowitz does not, apparently, give high priority to such questions. For rhetorical purposes, she readily agrees with Eugene Rice that "Pierre Charron's De la sagesse is the most important Renaissance treatise on wisdom." (Important to whom? and from what point of view? The criteria are not at all clear.) She assumes that Charron's epistemology was consistent, and that the second edition of 1604 represents a clarification of, or advance over, the first edition of 1601. (There is no historical evidence for making either assumption.) And she does not seem to entertain the possibility that Popkin could still be right about the impact of Charron's Pyrrhonian scepticism on the libertins Jrudits, although Charron may never in fact have been a Pyrrhonian sceptic.4 These are... (shrink)

Under multistakeholderism, private philanthropic foundations have played an increasingly influential role in global development. As part of which, foundations have promoted what we call “privatization creep” (i.e., mainstreaming market-centric solutions to development). Sidelining redistributive approaches altogether, “privatization creep” favours profit-making over everything else, doing little to “save the world.”.

Hank Greely’s target article, “Human Brain Surrogates Research: The Onrushing Ethical Dilemma” reviews the manifold scientific and ethical questions surrounding models of human brains used i...

Are mathematical objects affected by their historicity? Do they simply lose their identity and their validity in the course of history? If not, how can they always be accessible in their ideality regardless of their transmission in the course of time? Husserl and Foucault have raised this question and offered accounts, both of which, albeit different in their originality, are equally provocative. Both acknowledge that a scientific object like a geometrical theorem or a chemical equation has a history because it (...) is only constituted in and transmitted through history. But they see that history as a part of its ideality, so that, although historical, a scientific object retains its identity as one and the same object. (shrink)

Perceptions of psychological empowerment play a vital role in the way an individual perceives things at the workplace. In spite of this, there is scant research on the antecedents and consequences of psychological empowerment. This study is an attempt to fill this gap by analyzing the mediating role of psychological empowerment on the relationship between its antecedents (leader–member exchange) and its consequences (work engagement and psychological withdrawal behavior). Data were collected from 454 employees working in the Research and Development (R&D) (...) departments of the information technology (IT) and pharmaceutical sectors operating in India. Results suggest that employees who have a high-quality relationship with their leader have high psychological empowerment, they are highly engaged at work, and their psychological withdrawal behavior is also low. In addition to this, high levels of psychological empowerment have a positive impact on their engagement toward work, which further leads to a low psychological withdrawal behavior. The theoretical and practical implications of these results are discussed. (shrink)

Although arguments are a good way of exploring the limitations and complexities of a concept or a theory we may find ourselves faced with a real phenomenon that challenges the existing formulations of a concept or a theory so strongly and reveals its limitations to us so starkly that we are forced to break away from the current discussion and start anew. Such is the challenge posed by the phenomenon of farmer suicides on our existing theories of corporate social responsibility. (...) Contemporary discussions in corporate ethics are replete with many theories of corporate social responsibility which in one way or the other rely on the concept of the social contract. For the most part these theories have gone unchallenged and no fundamental limitations have been revealed. However, the phenomenon of farmer suicides in central India poses a serious challenge to them. This article attempts to show how the phenomenon of farmer suicides in central India starkly exposes some of the fundamental limitations of the contractarian formulations of corporate social responsibility. (shrink)

In this study Arun Bala examines the implications that Niels Bohr's principle of complementarity holds for fields beyond physics. Bohr, one of the founding figures of modern quantum physics, argued that the principle of complementarity he proposed for understanding atomic processes has parallels in psychology, biology, and social science, as well as in Buddhist and Taoist thought. But Bohr failed to offer any explanation for why complementarity might extend beyond physics, and his claims have been widely rejected by scientists (...) as empty speculation. Scientific scepticism has only been reinforced by the naïve enthusiasm of postmodern relativists and New Age intuitionists, who seize upon Bohr's ideas to justify anti-realist and mystical positions. Arun Bala offers a detailed defence of Bohr's claim that complementarity has far-reaching implications for the biological and social sciences, as well as for comparative philosophies of science, by explaining Bohr's parallels as responses to the omnipresence of grown properties in nature. (shrink)

Discourses on various aspects of religious life in Hinduism and Hindu philosophy.

Central to Kuhn's notion of incommensurability are the ideas of meaning variance and lexicon, and the impossibility of translation of terms across different theories. Such a notion of incommensurability is based on a particular understanding of what a scientific language is. In this paper we first attempt to understand this notion of scientific language in the context of incommensurability. We consider the consequences of the essential multisemiotic character of scientific theories and show how this leads to even a single theory (...) being potentially 'internally incommensurable'. We then discuss Kuhn's lexicon-based approach to incommensurability and the problems associated with it. Finally we argue that this approach by Kuhn has interesting overlaps with the problem of meaning associated with multisemiosis, particularly the challenge of understanding the process of symbolization in scientific theories. (shrink)

_ Source: _Volume 48, Issue 1, pp 77 - 91 This paper aims to explicate what Heidegger means by _das Ungeschehene_, revealing the significance of this concept in providing us with a novel way of understanding and relating to the historical past. Taking recourse to GA 38, it will show that this concept has to be understood in connection with Heidegger’s very specific way of understanding what was not as that which has simply elapsed and passed away but as that (...) which continues to abide and bear upon the present. It will clarify that the un-happened is neither the same as that which did happen nor the same as that which did not happen. Through a concrete discussion of a specific period in India’s colonial history, it will establish how the un-happened occupies a unique place between what happened and what did not happen, making it very different from a counterfactual. (shrink)

The first collection to theorise race and racism through the philosophy of Gilles DeleuzeIn this volume, an international and multidisciplinary team of scholars inaugurates the Deleuzian study of race through a wide-ranging and evocative array of case studies.Deleuze and Guattari provided new concepts of how humans are differentiated, through processes of state formation, capitalism, madness and desire. While sexual difference has received much attention in Deleuze studies, racial difference is a thornier problematic. As this collection of essays shows, Deleuze and (...) Guattari had extremely original things to say about race, and the politics of phenotype and origin is never far from any engaged consideration of how the world works. (shrink)

Angelaki, Volume 17, Issue 2, Page 1-29, June 2012.

Scholars of business and management studies have recently turned their attention to inequality, a key issue for business ethics given the role of private firms in transmitting—and potentially challenging—inequalities. However, this research is yet to examine inequality from a subaltern perspective. In this paper, we discuss the alleviation of inequalities in organizational and institutional contexts by drawing on the ideas of Dr. B. R. Ambedkar, a jurist, political leader and economist, and one of the unsung social theorists of the twentieth (...) century. Specifically, we focus on Ambedkar’s critique of the Indian caste system, his outline of comprehensive reform, and prescription of representational politics to achieve equality. We contend that an Ambedkarite ethical manifesto of persuasion—focussed on state-led institutional reforms driven by the subaltern—can help management researchers reimagine issues of inequality and extend business ethics beyond organizational boundaries. (shrink)

A structural theorem for Kleene algebras is proved, showing that an element of a Kleene algebra can be looked upon as an ordered pair of sets, and that negation with the Kleene property is describable by the set-theoretic complement. The propositional logic \ of Kleene algebras is shown to be sound and complete with respect to a 3-valued and a rough set semantics. It is also established that Kleene negation can be considered as a modal operator, due to a perp (...) semantics of \. Moreover, another representation of Kleene algebras is obtained in the class of complex algebras of compatibility frames. One concludes with the observation that \ can be imparted semantics from different perspectives. (shrink)

This research attempts to construct a second order observation model in understanding the significance of Artificial intelligence (AI) in changing the global power structure. Because of the inevitable ubiquity of AI in the world societies’ near future, it impacts all the sections of society triggering socio-technical iterative developments. Its horizontal impact and states’ race to become leader in the AI world asks for a vivid understanding of its impact on the international system. To understand the latter, Triple Helix (TH) model (...) along with Shannon’s information entropy has been used to operationalize system’s theory. This model uses Shannon’s information theory to calculate the uncertainty generated from the interactions between the sub-systems considered. Data for the latter has been taken from Sanford Artificial Intelligence Laboratory 2019 report. It is found that European countries are the most effected in the AI era, with probability of losing their global influence and thus creating power void. Emerging powers such as India, Canada, South Africa and Brazil have better chances to fill the void and emerge as global influences. (shrink)

Philosophical issues such as reality and appearance, God and world, self and not-self, rebirth and immortality, free will and determination, mysticism, etc., have been examined by eastern and western philosophers as far back as the sages of Upanishads (700 BCE) in the East, and Plato (400 BCE) in the West. However, there was no significant communication among the philosophers of the East and West perhaps until the eighteenth century. Arthur Schopenhauer (1788-1860) was one of the first among the great western (...) philosophers to recognize the value of Indian philosophies. Despite the lack of communication there are striking similarities of concepts and issues addressed by Indian and western philosophies. Also interesting is how similar are the mystical versions of different religions of the East and West. The author, Dr. Arun Chatterjee, has attempted to bring out the similarities and differences in various chapters of this book dealing with different topics. Among Indian philosophies the focus is on Vedanta philosophy and the views of Sri Aurobindo (1872-1950). The views of Swami Vivekananda (1863-1902) also are presented. Other Indian philosophies such as Sankhya and Buddhism are discussed briefly. Among western religions Judaism, Christianity, and Islam are discussed. (shrink)