As disparities and data science researchers, we write in response to Char and colleagues paper on “Identifying Ethical Considerations for Machine Learning Healthcare Applications.” While the...

This paper explores the ways in which foster children and attention deficit hyperactivity disorder (ADHD) intersect as social and medical categories. Through the method of interpretive biography based on the official case file, this paper shows how the experiences of violence and ADHD become linked in the child's life through the emotion of anger. In this way, it is possible to see how the power dynamics of the medical, educational and welfare systems lock the diagnosis with its embedded meanings into (...) the child's life. It is also possible to see how counter forces like a caring foster family can challenge medical and welfare authorities. (shrink)

HIV/aids can now be considered a pandemic as it affects all parts of the world. As attentive as scholars have been to the biomedical and epidemiological aspects of the disease, they have been slower to try to understand it as a disease of transnational significations or meanings. This article looks to the ways that the conceptual categories of HIV/aids came to India in the biomedical literature, the approaches that the media in the United States and India took in contending with (...) these meanings, and how these categories travel globally in dominant and negotiated realms of discourse. Throughout this analysis, attention is paid to ways that high-risk groupings obscure alternative approaches based on understandings of the dynamics of poverty, history, gender, and culture. Finally, this article argues that critical approaches to science and medicine are essential to help produce a more complex science. (shrink)

Gearbox is one of the vital components in aircraft engines. If any small damage to gearbox, it can cause the breakdown of aircraft engine. Thus it is significant to study fault diagnosis in gearbox system. In this paper, two deep learning models (Long short term memory (LSTM) and Bi-directional long short term memory (BLSTM)) are proposed to classify the condition of gearbox into good or bad. These models are applied on aircraft gearbox vibration data in both time and frequency domain. (...) A publicly available aircraft gearbox vibration dataset is used to evaluate the performance of proposed models. The results proved that accuracy achieved by LSTM and BLSTM are highly reliable and applicable in health monitoring of aircraft gearbox system in time domain as compared to frequency domain. Also, to show the superiority of proposed models for aircraft gearbox fault diagnosis, performance is compared with classical machine learning models. (shrink)

This paper focuses on flows to emerging capital markets (ECMs) and examines the importance of corporate transparency and public governance in attracting portfolio flows to ECMs. This paper's empirical investigation centers on the hypothesis that ceteris paribus, ECMs with better quality accounting standards and good governance attract higher levels of portfolio equity and bond flows. To assess the incremental impact of each of these factors, a pooled time series, cross‐sectional model was econometrically tested for 17 ECMS over the 1998–2002 time (...) period. Our empirical analysis demonstrates a positive association between public governance, corporate transparency, and portfolio flows after controlling for other macroeconomic factors. The results suggest that good public governance and high accounting quality are important determinants of portfolio flows to ECMs. Finally, the paper establishes that while portfolio equity flows are significantly attracted to ECMs with strong democratic institutions, there is no significant association between portfolio bond flows and the presence of democratic institutions. (shrink)

Niranjan Ramakrishnan examines the surprising extent to which Gandhi's writings still provide insight into current global tensions and the assumptions that drive them. This book explores how ideas Gandhi expressed over a century ago can be applied today to issues from terrorism to the environment, globalization to the 'Clash of Civilizations.' In particular it looks at Gandhi's emphasis on the small, the local, and the human – an emphasis that today begins to appear practical, attractive, and even inescapable. Written (...) in an accessible style invoking examples from everyday happenings familiar to all, this concise volume reintroduces Gandhi to today's audiences in relevant terms. (shrink)

The Vedānta philosophy has its roots in scriptural sources, specifically, in three canonical texts, viz. the Brahmasūtra-s by Bādarāyaṇa, which is called nyāya-prasthāna or tarka-prasthāna; the Upaniṣad-s, which are called the śruti-prasthāna; and the Bhagavadgītā, which is regarded as the smṛti-prasthāna. Thus, like the first two constituents of this trio, the third one has a tangible legacy of commentarial tradition; as almost all well-known advocates of the Vedānta schools have commented on these three sourcebooks. In this paper, an attempt has (...) been made to give a brief sketch of such commentarial tradition of the Bhagavadgītā, starting with its commentary by Śaṃkara to the other major commentaries available up to the 15th–16th centuries. While each of these commentaries finds support in the text for their respective philosophical doctrines, an impartial evaluation, with support of modern scholars, shows that none of the commentaries can claim to represent faithfully the true intent of the text, and that the true import of it can only be had if the text is judged from its literary and historical point of view. (shrink)

Study on Naiṣkarmyasiddhi of Sureśvarācārya, compendium of Advaita philosophy.

Research on values is extensive. Values and value systems are concepts that have interested researchers across domains such as psychology, sociology, and anthropology. However, antecedents of values have not received sufficient attention. In this study, we develop and assess a personal value system from the ancient texts of India. The texts describe a system of existential beliefs and values or prescriptive beliefs. Existential beliefs are concerned with the nature of reality. Prescriptive beliefs or values follow from these existential beliefs, and (...) behavior is influenced by values. The content of existential beliefs and the implied values or prescriptive beliefs are extracted from the texts and a conceptual model of the belief system is developed. Scales are constructed and administered to a sample of subjects. Responses from the survey are analyzed using a structural equation modeling framework. Confirmatory factor analysis is used to assess the scales and establish their adequacy. The nomological net of existential beliefs and values is empirically assessed, and construct validity is examined. Results support the belief system described in the texts. (shrink)

The aim of this short article is to introduce a topical text called the Daśaślokī of Ᾱdi Śaṃkara, widely known as Śaṃkara and its only available commentary the Siddhāntabindu by Madhusūdana Sarasvatī. While these two classics delineate in a nutshell the basic tenets of Advaita Vedānta philosophy and are placed with great significance in the tradition, very little work on them, particularly those based on textual study, has been done in modern scholarship. Thus, the article, without going into much detail (...) of the content of these two works and the commentaries available, gives, in brief, their introduction, in order to revisit them. (shrink)

Ocherk 1. Voprosy ontologii -- Ocherk 2. Voprosy ėtiki i ėstetiki -- Ocherk 3. Voprosy gnoseologii i aksiologii.

Prologue, invitation to thinking about God In the Hebrew Bible? -- Part I, questions about God? -- Why does God in the Bible have a body? -- What do God's body parts in the Bible mean? -- Why is God angry in the Bible? -- Does God in the Bible have gender or sexuality? -- Part II, questions about God in the world? -- What can creation tell us about God? -- Who-or what-is the Satan? -- Why do people suffer (...) according to the Hebrew Bible? -- Epilogue, God in the Bible and beyond. (shrink)

Many books explain what is known about the universe. This book investigates what cannot be known. Rather than exploring the amazing facts that science, mathematics, and reason have revealed to us, this work studies what science, mathematics, and reason tell us cannot be revealed. In The Outer Limits of Reason, Noson Yanofsky considers what cannot be predicted, described, or known, and what will never be understood. He discusses the limitations of computers, physics, logic, and our own thought processes. Yanofsky describes (...) simple tasks that would take computers trillions of centuries to complete and other problems that computers can never solve; perfectly formed English sentences that make no sense; different levels of infinity; the bizarre world of the quantum; the relevance of relativity theory; the causes of chaos theory; math problems that cannot be solved by normal means; and statements that are true but cannot be proven. He explains the limitations of our intuitions about the world -- our ideas about space, time, and motion, and the complex relationship between the knower and the known. Moving from the concrete to the abstract, from problems of everyday language to straightforward philosophical questions to the formalities of physics and mathematics, Yanofsky demonstrates a myriad of unsolvable problems and paradoxes. Exploring the various limitations of our knowledge, he shows that many of these limitations have a similar pattern and that by investigating these patterns, we can better understand the structure and limitations of reason itself. Yanofsky even attempts to look beyond the borders of reason to see what, if anything, is out there. (shrink)

This chapter develops a perceptual solution to the epistemological problem of other minds, relying on central ideas from Maurice Merleau-Ponty's phenomenology. The Merleau-Pontian account is contrasted with another attempted perceptual solution to the other minds problem, and it is argued that only the former meets the phenomenologists' desideratum of providing an alternative to inferential solutions. The chapter also provides responses to various objections to the perceptual solution, including a pair of objections recently put forward by Alec Hyslop.

Richard Janko's acclaimed translation of Aristotle's _Poetics_ is accompanied by the most comprehensive commentary available in English that does not presume knowledge of the original Greek. Two other unique features are Janko's translations with notes of both the _Tractatus Coislinianus_, which is argued to be a summary of the lost second book of the Poetics, and fragments of Aristotle’s dialogue On Poets, including recently discovered texts about catharsis, which appear in English for the first time.

"Williams's masterful translation satisfies (at last!) a long-standing need. There are lots of good translations of Augustine's great work, but until now we have been forced to choose between those that strive to replicate in English something of the majesty and beauty of Augustine's Latin style and those that opt instead to convey the careful precision of his philosophical terminology and argumentation. Finally, Williams has succeeded in capturing both sides of Augustine's mind in a richly evocative, impeccably reliable, elegantly readable (...) presentation of one of the most impressive achievements in Western thought--Augustine's Confessions." --Scott MacDonald, Professor of Philosophy and Norma K. Regan Professor in Christian Studies, Cornell University. (shrink)

Study of Hans-Georg Gadamer's and Julius Stenzel's interpretations of Plato.

This volume gathers together for the first time are all the key texts in a crucial debate in modern philosophy, centered on Leibniz's famous 1695 essay, the "New System of the Nature of Substances and their Communication," in which he introduced his strikingly original theory of metaphysics. His "system" became increasingly famous and drew him into discussion and development of these ideas, both in public and in private, with a variety of thinkers, most notably the great French philosopher Pierre Bayle. (...) Woolhouse's and Francks's new English edition gives the only full representation of this debate, and will therefore be essential reading for anyone who wishes to gain a proper understanding of Leibniz's philosophy and its intelletual context. All the texts are newly translated and extensively annotated; many appear in English for the first time. (shrink)