For over three decades, the capability approach proposed and developed by Amartya Sen and Martha Nussbaum has had a distinct impact on development theories and approaches because it goes beyond an economic conception of development and engages with the normative aspects of development. This book explores the new frontiers of the capability approach and its links to human development in three main areas. First, it delves into the philosophical foundations of the approach, re-examining its links to concepts of common good, (...) collective agency and epistemic diversity. Secondly, it addresses its 'operational frontier', aiming to give inclusive explanations of some of the most advanced methods available for capability researchers. Thirdly, it offers a wide range of the applications of this approach, as carried out by a mix of renowned capability scholars and researchers from different disciplines. This broad interdisciplinary range includes the areas of human and sustainable development, inequalities, labour markets, education, special needs, cities, urban planning, housing, social capital and happiness studies, among others. (shrink)

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)

© 2017. The American Astronomical Society. All rights reserved.We present new observations of the low-mass companion to HD 984 taken with the Gemini Planet Imager as a part of the GPI Exoplanet Survey campaign. Images of HD 984 B were obtained in the J and H bands. Combined with archival epochs from 2012 and 2014, we fit the first orbit to the companion to find an 18 au orbit with a 68% confidence interval between 14 and 28 au, an eccentricity (...) of 0.18 with a 68% confidence interval between 0.05 and 0.47, and an inclination of 119°with a 68% confidence interval between 114°and 125°. To address the considerable spectral covariance in both spectra, we present a method of splitting the spectra into low and high frequencies to analyze the spectral structure at different spatial frequencies with the proper spectral noise correlation. Using the split spectra, we compare them to known spectral types using field brown dwarf and low-mass star spectra and find a best-fit match of a field gravity M6.5 ±1.5 spectral type with a corresponding temperature of K. Photometry of the companion yields a luminosity of log=2.88 ± 0.07 dex with DUSTY models. Mass estimates, again from DUSTY models, find an age-dependent mass of 34 ±1 to 95 ±4 M Jup. These results are consistent with previous measurements of the object. (shrink)

BackgroundIn the Canadian Alliance for Healthy Hearts and Minds (CAHHM) cohort, participants underwent magnetic resonance imaging (MRI) of the brain, heart, and abdomen, that generated incidental findings (IFs). The approach to managing these unexpected results remain a complex issue. Our objectives were to describe the CAHHM policy for the management of IFs, to understand the impact of disclosing IFs to healthy research participants, and to reflect on the ethical obligations of researchers in future MRI studies.MethodsBetween 2013 and 2019, 8252 participants (...) (mean age 58 ± 9 years, 54% women) were recruited with a follow-up questionnaire administered to 909 participants (40% response rate) at 1-year. The CAHHM policy followed a restricted approach, whereby routine feedback on IFs was not provided. Only IFs of severe structural abnormalities were reported.ResultsSevere structural abnormalities occurred in 8.3% (95% confidence interval 7.7–8.9%) of participants, with the highest proportions found in the brain (4.2%) and abdomen (3.1%). The majority of participants (97%) informed of an IF reported no change in quality of life, with 3% of participants reporting that the knowledge of an IF negatively impacted their quality of life. Furthermore, 50% reported increased stress in learning about an IF, and in 95%, the discovery of an IF did not adversely impact his/her life insurance policy. Most participants (90%) would enrol in the study again and perceived the MRI scan to be beneficial, regardless of whether they were informed of IFs. While the implications of a restricted approach to IF management was perceived to be mostly positive, a degree of diagnostic misconception was present amongst participants, indicating the importance of a more thorough consent process to support participant autonomy.ConclusionThe management of IFs from research MRI scans remain a challenging issue, as participants may experience stress and a reduced quality of life when IFs are disclosed. The restricted approach to IF management in CAHHM demonstrated a fair fulfillment of the overarching ethical principles of respect for autonomy, concern for wellbeing, and justice. The approach outlined in the CAHHM policy may serve as a framework for future research studies.Clinical trial registrationhttps://clinicaltrials.gov/ct2/show/nct02220582. (shrink)

Illustrations: Numerous Colour and 15 B/w Illustrations Description: The volumes of the PROJECT OF HISTORY OF SCIENCE, PHILOSOPHY AND CULTURE IN INDIAN CIVILIZATION aim to discover the central aspects of India's heritage and present them in an interrelated manner. In spite of their unitary look, these volumes recognize the difference between the areas of material civilization and those of ideational culture. The Project is not being executed by a single group of thinkers, methodologically uniform or ideologically identical in their commitments. (...) Rather, contributions are made by different scholars of diverse ideological persuasions and methodological approaches. The Project is marked by what may be called 'methodological pluralism'. In spite of its primarily historical character, this project, both in its conceptualization and execution, has been shaped by scholars drawn from different disciplines. It is the first time that an endeavour of such unique and comprehensive character has been undertaken to study critically a major world civilization. History of art, unlike that of science, is not an accumulation of facts. It comprises concurrences and overlappings cutting across the linearity of time. Based on this premise the essays in this volume delve into the discourse as also forms of creativity in the Indian tradition in terms of both the perennial and the ephemeral aspects of aesthetic experience. The essays form four groups dealing with (a) core concepts which permeate the discourse on aesthetic theories, and having ramifications in many other disciplines and domains; (b) The Rasa theory in the framework of classical philosophical traditions of Vedanta, Mimamsa, Samkhya, and Kashmir Saivism, and (c) the comprehension of the foundational concepts of aesthetic theory, namely, Rasa and Dhvani from the perspectives of Indian thought traditions addressing also music, dance and the visual arts. There is no clear-cut demarcation between the four groups of essays though in their own framework they illustrate a transition from the discourse (sastra) to practice (prayoga) i.e., from theorizing on the nature of aesthetic experience to the process of concretizing it into forms of music, dance, architecture, and painting. The contributions highlight the fact that the history of Indian aesthetic tradition comprises various textual and performing traditions that have flourished in the Indian subcontinent. What we have is not a single history but multiple histories based on various philosophical and methodological approaches adopted by art historians. Some of these histories pertain to the technical details of a given art form, and some with the changes that have occurred in the evolution and development these forms. While some historical accounts focus on the relevant biographical details of the artists, some art histories focus on the social, cultural, political, and even the economic conditions of civilization that determine the nature of an art form. Considering the multi-dimensional and multi-level complexities of Indian civilization and culture, the contributions to this volume have investigated into a number of factors which are directly and indirectly relevant for comprehending the complexities of the Indian aesthetic tradition. (shrink)

Let T be a complete O-minimal theory in a language L. We first give an elementary proof of the result (due to Marker and Steinhorn) that all types over Dedekind complete models of T are definable. Let L * be L together with a unary predicate P. Let T * be the L * -theory of all pairs (N, M), where M is a Dedekind complete model of T and N is an |M| + -saturated elementary extension of N (and (...) M is the interpretation of P). Using the definability of types result, we show that T * is complete and we give a simple set of axioms for T * . We also show that for every L * -formula φ(x) there is an L-formula ψ(x) such that $T^\ast \models (\forall \mathbf{x})(P(\mathbf{x}) \rightarrow (\phi(\mathbf{x}) \mapsto \psi (\mathbf{x}))$ . This yields the following result: Let M be a Dedekind complete model of T. Let φ(x, y) be an L-formula where l(y) = k. Let $\mathbf{X} = \{X \subset M^k$ : for some a in an elementary extension N of M, X = φ (a,y N ∩ M k }. Then there is a formula ψ(y, z) of L such that X = {ψ (y, b) M : b in M}. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Considering CertificationAnand Jayprakash Vaidya (bio)Jewel of Reflection on the Truth about Epistemology: A Complete and Annotated Translation of the Tattva-cintā-maṇi. Volume 1, Perception. Volume 2, Inference. Translated by Stephen Phillips. London: Bloomsbury.I. IntroductionStephen Phillips' Jewel of Reflection on the Truth about Epistemology is a masterful translation and commentary on the books originally written by Gaṅgeśa, the fourteenth-century father of the Navya-Nyāya tradition of Indian philosophy. Jewel is one of (...) the most highly regarded works in Indian epistemology, one that rivals the work of Immanuel Kant in terms of its depth and significance. While J. N. Mohanty (1966) and B. K. Matilal (1968) translated portions of Gaṅgeśa's Jewel, only Phillips (2020) offers a complete translation—one that will serve as the foundation for any future study of Gaṅgeśa. In what follows, I will not be focusing on issues of translation or interpretation pertaining to the text. Rather, I will be engaging Phillips' account of Gaṅgeśa (hereafter Phillips) with the aim of bringing Gaṅgeśa's Jewel into contact with a debate in contemporary epistemology. I believe Gaṅgeśa's distinction between perceptual knowledge and certification has a lot to offer contemporary epistemology.The point of departure for my engagement with Phillips is the debate over internalism and externalism about knowledge.1 One account of the debate is that there is a disagreement over whether the KK principle is true. The KK principle states that when x knows that p, x knows that x knows that p. Internalists hold that knowledge is a wholly internal affair, and thus they accept the KK principle. More specifically, awareness internalists hold that x knows that p only when x is also aware of x's knowledge basis for p. By contrast, access internalists hold a weaker claim: x knows that p only when x can become aware, by reflection, of x's knowledge basis for p. Externalists typically deny some version of the KK principle. On one version of externalism, knowledge is justified true belief + some anti luck condition, and to have a justified true belief is for the belief to be formed on the basis of a reliable belief-forming process whether or not the subject knows anything about the workings of the belief-forming process. Externalists hold [End Page 486] that x can know that p, without having any reflective access to the knowledge basis for p.2 However, some analytic philosophers object to the internalismexternalism debate. In a now classic set of essays, Tyler Burge (1993, 2003) moves around the internalism-externalism debate by drawing a distinction between two types of warrant: entitlement and justification—where entitlement plays an externalist role, and justification plays an internalist role.The internalism-externalism distinction does not exist in Indian epistemology. In Indian epistemology, there is a distinction between intrinsic and extrinsic validity. This distinction only superficially resembles the internalism-externalism contrast found in the analytic tradition.3 Just as Indian epistemologists did not draw the distinction between a priori and a posteriori knowledge, they also did not draw the distinction between justification being a wholly internal affair versus justification being a wholly external affair.Can the absence of the internalism-externalism debate in classical Indian epistemology be used to draw an alternative map of epistemic relations, one that competes with Burge's distinction between entitlement and justification? Stephen Phillips' (2012) work on Nyāya epistemology in combination with his translation and commentary on Jewel allows for an opportunity to explore this question. In section II, I present Burge's account of the dual warrants of entitlement and justification. In section III, I present Phillips' account of perceptual knowledge and certified knowledge. In section IV, I use both theories to analyze a case of perceptual knowledge. In section V, I turn to a comparative analysis of Burge's and Phillips' views, to open up the issue for further debate and discussion.II. Tyler Burge on Entitlement and JustificationIn his 1993 and 2003 articles Burge offers an alternative way of seeing the internalism-externalism debate about justification. In his 1993 work he distinguishes between justification... (shrink)

In this paper we establish the following theorems. THEOREM A. Let T be a complete first-order theory which is uncountable. Then: (i) I(|T|, T) ≥ ℵ 0 . (ii) If T is not unidimensional, then for any λ ≥ |T|, I (λ, T) ≥ ℵ 0 . THEOREM B. Let T be superstable, not totally transcendental and nonmultidimensional. Let θ(x) be a formula of least R ∞ rank which does not have Morley rank, and let p be any stationary completion (...) of θ which also fails to have Morley rank. Then p is regular and locally modular. (shrink)

P. B. Downing; VII.—Subjunctive Conditionals, Time Order, and Causation, Proceedings of the Aristotelian Society, Volume 59, Issue 1, 1 June 1959, Pages 125–140.

The reception of Buffon's Histoire Naturelle in the Enlightenment has not received the historical attention it deserves. Drawing primarily on archival sources, this paper examines Aberdeen reactions to the Histoire during the period c. 1750–1800. As pedagogues, the Aberdonians endeavoured to maintain intellectual orthodoxy, and hence they attacked Buffon for his apparent materialism and atheism. Moreover, the Aberdonians rejected Buffon's critique of taxonomy because they based their natural history courses on classifications of the three kingdoms of nature, and because they (...) attempted to use classification systems in nosology and the study of the human mind. Finally, in the 1790s Aberdeen readings of the Histoire were profoundly affected by the fears aroused by the French Revolution. (shrink)

Originally published in 1957, The Uniqueness of the Individual is a collection of 9 essays published from the ten years preceding publication. The essays deal with some of the central problems of biology. These are among the questions put and answered from the standpoint of modern experimental biology. What is ageing and how is it measured? What theories have been held to account for it, and with what success? Did ageing evolve, and if so how? Is Lamarckism and adequate explanation (...) of evolutionary process? Does evolution sometimes go wrong? Do human beings evolve in a way peculiar to themselves? Other essays touch upon the problems of scientific method and of growth and transformation. This book will be of interest to natural historians, evolutionists and anthropologists. (shrink)

The book deals with the notion of Downward Causation from a wide array of perspectives, including physics, biology, psychology, social science, communication studies, text theory, and philosophy. The book includes proponents as well as opponents discussing the validity of the notion.

Originally published in 1969. This book explains what is wrong with the traditional methodology of "inductive" reasoning and shows that the alternative scheme of reasoning associated with Whewell, Pierce and Popper can give the scientist a useful insight into the way he thinks.

We apply an online optimization process based on machine learning to the production of Bose-Einstein condensates. BEC is typically created with an exponential evaporation ramp that is optimal for ergodic dynamics with two-body s-wave interactions and no other loss rates, but likely sub-optimal for real experiments. Through repeated machine-controlled scientific experimentation and observations our ’learner’ discovers an optimal evaporation ramp for BEC production. In contrast to previous work, our learner uses a Gaussian process to develop a statistical model of the (...) relationship between the parameters it controls and the quality of the BEC produced. We demonstrate that the Gaussian process machine learner is able to discover a ramp that produces high quality BECs in 10 times fewer iterations than a previously used online optimization technique. Furthermore, we show the internal model developed can be used to determine which parameters are essential in BEC creation and which are unimportant, providing insight into the optimization process of the system. (shrink)

Greek ontology eventually developed a notion variously described as ‘timeless’, ‘atemporal’, or ‘non-durational’ eternity. In Proclus and Simplicius it is already a school-commonplace, with a stable vocabulary in which aiōn is sharply distinguished from what is merely aïdios. Plotinus had perfected this notion beforehand, believing not only that he found it in Plato, but that Plato had developed it on Parmenidean grounds.