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)

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)

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)

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)

Study on Naiṣkarmyasiddhi of Sureśvarācārya, compendium of Advaita philosophy.

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)

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...

De Interpretatione is among Aristotle's most influential and widely read writings; C. W. A. Whitaker presents the first systematic study of this work, and offers a radical new view of its aims, its structure, and its place in Aristotle's system. He shows that De Interpretatione is not a disjointed essay on ill-connected subjects, as traditionally thought, but a highly organized and systematic treatise on logic, argument, and dialectic.

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)

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)

Both Carnap and Quine made significant contributions to the philosophy of mathematics despite their diversedviews. Carnap endorsed the dichotomy between analytic and synthetic knowledge and classified certainmathematical questions as internal questions appealing to logic and convention. On the contrary, Quine wasopposed to the analytic-synthetic distinction and promoted a holistic view of scientific inquiry. The purpose of thispaper is to argue that in light of the recent advancement of experimental mathematics such as Monte Carlosimulations, limiting mathematical inquiry to the domain of (...) logic is unjustified. Robustness studies implemented inMonte Carlo Studies demonstrate that mathematics is on par with other experimental-based sciences. (shrink)

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)

The authors present a case study involving truth telling responsibilities in the setting of nonepileptic seizures. Specifically, over the course of several suspected nonepileptic seizures, a patient’s seizures stopped after he received a saline flush meant to precede the administration of anti-seizure medication. The patient and his surrogate believed he had received the medication each time, and the team wondered whether they should disclose the truth. Some worried that disclosure would reinforce the suspected psychogenic behavior, exacerbating the patient’s condition. In (...) this way, the case study presents a twist on the traditional truth telling archetype. While most truth telling cases center on navigating cultural differences or worries about emotional harm, this case presented concerns about medical harm in the form of exacerbating the patient’s condition. The authors describe the complex patient-family-team dynamic that preceded this ethical dilemma, describe the case, analyze the ethical issue, and describe the outcome. (shrink)

Postcolonial science studies entails ostensibly contradictory critical and empirical commitments. Science studies scholars influenced by Bruno Latour and Isabelle Stengers embrace forms of realist, radical empiricism, while postcolonial studies scholars influenced by Jacques Derrida trace the limits of the knowable. This essay takes their common use of the term cosmopolitics as an unexpected point of departure for reconciling Derrida’s program with Stengers’s and Latour’s. I read Derrida’s critique of hospitality and Stengers’s and Latour’s ontological politics as necessary complements for conceiving (...) a care-oriented subalternist cosmopolitics, a process of composing common worlds that remains attentive to the limits of representation. (shrink)

This paper investigates the emotional import of literary devices deployed in fiction. Reflecting on the often-favored approach in the analytic tradition that locates fictional characters, events, and narratives as sources of readers’ emotions, I attempt to broaden the scope of analysis by accounting for how literary devices trigger non-cognitive emotions. I argue that giving more expansive consideration to literary devices by which authors present content facilitates a better understanding of how fiction engages emotion. In doing so, I also explore the (...) somatic dimension of reading fiction. (shrink)

In ancient China, a revered Taoist sage named Zhuangzi told many parables. In Existential Psychology and the Way of the Tao, a selection of these parables will be featured. Following each parable, an eminent existential psychologist will share a personal and scholarly reflection on the meaning and relevance of the parable for psychotherapy and contemporary life. The major tenets of Zhuangzi's philosophy are featured. Taoist concepts of emptiness, stillness, Wu Wei (i.e. intentional non-intentionality), epistemology, dreams and the nature of reality, (...) character building in the midst of pain, meaning and the centrality of relationships, authenticity, self-care, the freedom that can come from one's willingness to confront death, spiritual freedom, and gradations of therapeutic care are topics highlighted in this book. (shrink)

Biologists studying complex causal systems typically identify some factors as causes and treat other factors as background conditions. For example, when geneticists explain biological phenomena, they often foreground genes and relegate the cellular milieu to the background. But factors in the milieu are as causally necessary as genes for the production of phenotypic traits, even traits at the molecular level such as amino acid sequences. Gene-centered biology has been criticized on the grounds that because there is parity among causes, the (...) “privileging” of genes reflects a reductionist bias, not an ontological difference. The idea that there is an ontological parity among causes is related to a philosophical puzzle identified by John Stuart Mill: what, other than our interests or biases, could possibly justify identifying some causes as the actual or operative ones, and other causes as mere background? The aim of this paper is to solve this conceptual puzzle and to explain why there is not an ontological parity among genes and the other factors. It turns out that solving this puzzle helps answer a seemingly unrelated philosophical question: what kind of causal generality matters in biology? (shrink)

This reconsideration of Hume’s classic essay “Of Miracles” via the lens of American pragmatist ways of thinking about history and power shifts our attention from Hume’s epistemic concerns about the legitimacy of witnesses and testimony to his distaste for sacred history, his critical stance regarding the social force of revelation, and his disdain for religious authority. To view Hume’s essay both as an articulation of a critical philosophy of history and as an exercise in moral dynamism (social power or, authority, (...) is a result of epistemic transactions), is to intervene in both Hume studies and Contemporary Pragmatism. (shrink)

We all experience loneliness at some time in our lives and it often motivates people, consciously or otherwise, to enter treatment. Yet it is rarely explicitly addressed in psychoanalytic literature. Loneliness and Longing rectifies this oversight by thoroughly exploring this painful psychological state. In this book contributors address the inner sense of loneliness âe" that is feeling alone even in the company of others âe" by drawing on different aspects of loneliness and longing. Topics covered include: loneliness in the consulting (...) room the relationship between loneliness and love the effects of social networking and the internet how loneliness changes throughout the life-cycle healing the analystâe(tm)s loneliness. Loneliness and Longing draws on both theory and practice to discuss ways to help people to understand and cope with this important emotional state, encouraging them to make loneliness and longing less pervasive in their lives. This will be ideal reading for analysts, psychotherapists, and related practitioners facing the challenges of loneliness in their consulting rooms. (shrink)

Bazzocchi disposes the text of the Tractatus in a user-friendly manner, exactly as Wittgenstein's decimals advise. This discloses the logical form of the book by distinct reading units, linked into a fashioned hierarchical tree. The text becomes much clearer and every reader can enjoy, finally, its formal and literary qualities.

In this paper I want to do the following things. First I want to show that in the part of the Theaetetus where the relationship between knowledge and perception is examined, the concept of knowledge that is in question is very clearly characterized. We are left in no doubt as to what is to count as knowing. Secondly I want to unravel in some detail the case that Socrates puts on Protagoras’ behalf where he draws on what Protagoras actually wrote (...) (151 E-152C); as opposed to what he may have taught secretly to his pupils (152C-160D). Thirdly I wish to argue that if we let the dialogue speak for itself, it is manifest that this case put up on Protagoras’ behalf at 151 E-152C is not overthrown; it is not even shaken. (shrink)

This paper investigates what molecular biology has done for our understanding of the gene. I base a new account of the gene concept of classical genetics on the classical dogma that gene differences cause phenotypic differences. Although contemporary biologists often think of genes in terms of this concept, molecular biology provides a second way to understand genes. I clarify this second way by articulating a molecular gene concept. This concept unifies our understanding of the molecular basis of a wide variety (...) of phenomena, including the phenomena that classical genetics explains in terms of gene differences causing phenotypic differences. (shrink)

This book presents translations of three dialogues Xenophon devoted to the life and thought of his teacher, Socrates. Each is accompanied by notes and an interpretative essay that will introduce new readers to Xenophon and foster further reflection in those familiar with his writing. "Apology of Socrates to the Jury" shows how Socrates conducted himself when he was tried on the capital charge of not believing in the city's gods and corrupting the young. Although Socrates did not secure his own (...) acquittal, he profoundly impressed some listeners who then helped to shape the public perception of philosophy as a noble, if highly idiosyncratic, way of life. In "Oeconomicus," Xenophon relates the conversation Socrates had on the day he turned from the study of natural philosophy to that of moral and political matters. "Oeconomicus" is concerned most directly with the character and purpose of Socrates' political philosophy. Xenophon provides entertaining portraits of Socrates' circle of friends in the "Symposium." In the process, he conveys the source of every individual's pride in himself, thus defining for each a conception of human excellence or virtue. The dialogue concludes with Socrates' beautiful speech on love (eros) and its proper place in the good or happy life. (shrink)

An examination of David Hume's philosophy of religion that situates his conception "true religion" within the context of his overall science of human nature, his rejection of popular religion, and his Ciceronian influence"--Provided by publisher.

Under what circumstances if ever ought we to grant that Artificial Intelligences (AI) are persons? The question of whether AI could have the high degree of moral status that is attributed to human persons has received little attention. What little work there is employs western conceptions of personhood, while non-western approaches are neglected. In this article, I discuss African conceptions of personhood and their implications for the possibility of AI persons. I focus on an African account of personhood that is (...) prima facie inimical to the idea that AI could ever be ‘persons’ in the sense typically attributed to humans. I argue that despite its apparent anthropocentrism, this African account could admit AI as persons. (shrink)