Recent events have highlighted large-scale systemic racial disparities in U.S. criminal justice based on race and other demographic characteristics. Although criminological datasets are used to study and document the extent of such disparities, they often lack key information, including arrestees’ racial identification. As AI technologies are increasingly used by criminal justice agencies to make predictions about outcomes in bail, policing, and other decision-making, a growing literature suggests that the current implementation of these systems may perpetuate racial inequalities. In this paper, (...) we argue that AI technologies should be investigated to understand how they recognize racial categories and whether they can be harnessed to fill missing race data. By bridging this gap, we can work towards better understanding racial inequalities in a wide range of contexts, most notably criminal justice. Using a multidisciplinary perspective, we rethink the design and methodology used in facial processing technology (FPT) based on supervised deep learning model (DLM) image classification. By modifying standard FPT pipelines to tackle multiple sources of DLM bias, we propose an experimental methodology based on ethical AI principles to generate binary (Black and White) racial categories using mugshots. We go beyond simply reporting DLM accuracies and address fundamental issues such as generalizability and interpretability by using a “self-auditing” approach. First, we evaluate the inference performances of 42 fine-tuned DLMs using unseen test images from the same dataset but subject to varying data augmentations. Next, to interpret and validate our methodological approach, we apply gradient-based saliency maps to assess the consistency of facial region relevance and attribution. Finally, drawing upon insights from three areas (computer science, sociology, and law), we investigate the efficacy of our DLM-based method as a tool for detecting racial inequalities in criminal justice. (shrink)

This paper is intended to explore the Rorty’s notion of truth and its vicinity and divergences with Putnam’s notion of truth. Rorty and Putnam, both the philosophers have developed their notion of truth against the traditional representational notion of truth but their strength lies in its distinctive characterization. For Putnam, truth is the property of a statement which cannot be lost but the justification of it could be. I will also examine the importance of Putnam’s idealized justificatory conditions without which (...) he may succumb to the charge of relativism at the same time how does Putnam overcome the tension between metaphysical and relativistic stances of truth. For Rorty, truth is not representational rather it is social, which means the justification for a true belief is not external but internal to the community of believers. I would further examine how Rorty tries to dispel the charge of relativism which is hard to overcome. Finally, I shall try to defend the concept of truth which is free from metaphysical baggage and relativistic threats; and in this enterprise Rorty walks half the way and Putnam completes the journey. (shrink)

Philosophical discussions of the phenomenon that has come to be known as ‘moral luck’ have either dismissed it as illusory or touted it as the evidence for doubting the probative value of our commitment to certain widely avowed views concerning interpersonal assessments of responsibility. In this discussion, we present a third, distinctive interpretation of the moral luck phenomenon. Drawing upon empirically robust results from psychological studies of judgment bias, we argue that the phenomenon of moral luck is demonstrably not illusory. (...) What we suggest, however, is that the phenomenon ought not to be taken to countenance doubts about the standards generally taken to be regulative of assessments of interpersonal responsibility. Rather, its significance lies in foregrounding certain generally unacknowledged obstacles we face in the process of conclusively applying general valid moral standards in making specific judgments of responsibility and desert.1. (shrink)

Reasons and Recognition brings together fourteen new papers on an array of topics from the many areas to which Scanlon has made path-breaking contributions, ...

This book presents and argues for a suitably articulated version of consensualism as a form of Kantian moral theory with an ability to powerfully illuminate the moral intuitions to which Kantian and utilitarian theories have traditionally appealed.

Many of the policy choices we face that have implications for the lives of future generations involve creating a risk that they will live lives that are significantly compromised. I argue that we can fruitfully make use of the resources of Scanlon’s contractualist account of moral reasoning to make sense of the intuitive idea that, in many cases, the objection to adopting a policy that puts the interest of future generations at risk is that doing so wrongs those who will (...) live in the further future. (shrink)

This is a review essay of Jeff McMahan's recent book The Ethics of Killing : Problems at the Margins of Life. In the first part, I lay out the central features of McMahan's account of the wrongness of killing and its implications for when it is permissible to kill. In the second part of the essay, I argue that we ought not to accept McMahan's rejection of species membership as having any bearing on whether it is permissible to kill a (...) particular individual, as there are ways of understanding its relevance that are more plausible than McMahan allows. (shrink)

Philosophical discussions of the phenomenon that has come to be known as ‘moral luck’ have either dismissed it as illusory or touted it as the evidence for doubting the probative value of our commitment to certain widely avowed views concerning interpersonal assessments of responsibility. In this discussion, we present a third, distinctive interpretation of the moral luck phenomenon. Drawing upon empirically robust results from psychological studies of judgment bias, we argue that the phenomenon of moral luck is demonstrably not illusory. (...) What we suggest, however, is that the phenomenon ought not to be taken to countenance doubts about the standards generally taken to be regulative of assessments of interpersonal responsibility. Rather, its significance lies in foregrounding certain generally unacknowledged obstacles we face in the process of conclusively applying general valid moral standards in making specific judgments of responsibility and desert.1. (shrink)

This book presents and argues for a suitably articulated version of consensualism as a form of Kantian moral theory with an ability to powerfully illuminate the moral intuitions to which Kantian and utilitarian theories have traditionally appealed.

Reparations is an idea whose time has come. From civilian victims of war in Iraq and South America to descendents of slaves in the US to citizens of colonized nations in Africa and south Asia to indigenous peoples around the world--these groups and their advocates are increasingly arguing for the importance of addressing historical injustices that have long been either ignored or denied. This volume contributes to these debates by focusing the attention of a group of highly distinguished international experts (...) on the ways that reparations claims figure in contemporary political and social justice movements. Four broad types of reparations claims are examined, those involving indigenous peoples, the legacy of slavery in the United States, victims of war and conflict, and colonialism. In each instance, scholars and activists argue about the character of the injustice for which reparations are owed, why it is important to take these demands seriously, and what form redress should take. The aim is not consensus but to exhibit better the complexity of the issues involved--a goal which the interdisciplinary nature of the volume furthers--as well as the importance of taking seriously both conceptual issues and the actual politics of reparations. (shrink)

For close to forty years now T.M. Scanlon has been one of the most important contributors to moral and political philosophy in the Anglo-American world. Through both his writing and his teaching, he has played a central role in shaping the questions with which research in moral and political philosophy now grapples. Reasons and Recognition brings together fourteen new papers on an array of topics from the many areas to which Scanlon has made path-breaking contributions, each of which develops a (...) distinctive and independent position while critically engaging with central themes from Scanlon's own work in the area. Contributors include well-known senior figures in moral and political philosophy as well as important younger scholars whose work is just beginning to gain wider recognition. Taken together, these papers make evident the scope and lasting interest of Scanlon's contributions to moral and political philosophy while contributing to a deeper understanding of the issues addressed in his work. (shrink)

In 1989, Representative John Conyers introduced Bill HR 40. It calls for the official recognition of the fundamental injustice and inhumanity of slavery and the establishment of a commission charge...

. Software testing is a very important phase in the development of software. Testing includes the generation of test cases which, if done manually, is time consuming. To automate this process and generate optimal test cases, several meta-heuristic techniques have been developed. These approaches include genetic algorithm, cuckoo search, tabu search, intelligent water drop, etc. This paper presents an effective approach for test data generation using the cuckoo search and tabu search algorithms. It combines the cuckoo algorithm's strength of converging (...) to the solution in minimal time along with the tabu mechanism of backtracking from local optima by Lévy flight. The experimental results show that the algorithm is effective in generating test cases optimally and its performance is better than various earlier proposed approaches. (shrink)

Der aktuelle Eurozentrismus führt dazu, dass Europa und hier insbesondere die Europäische Union verschiedene Entwicklungen und Ereignisse in den internationalen Beziehungen falsch auffassen und interpretieren. Der Autor setzt sich thesenhaft mit diesem Phänomen auseinander und zeigt auf, wie es durch eine eurozentristische Sichtweise, die er als Überbewertung europäischer Interessen, Bedürfnisse, Strukturen und Ereignisse versteht, zu einer verzerrten Wahrnehmung der internationalen Politik durch die Europäer kommt.

A number of theorists have argued that Scanlon's contractualist theory both "gets around" and "solves" the non-identity problem. They argue that it gets around the problem because hypothetical deliberation on general moral principles excludes the considerations that lead to the problem. They argue that it solves the problem because violating a contractualist moral principle in one's treatment of another wrongs that particular other, grounding a person-affecting moral claim. In this paper, I agree with the first claim but note that all (...) it shows is that the act is impersonally wrong. I then dispute the second claim. On Scanlon's contractualist view, one wrongs a particular other if one treats the other in a way that is unjustifiable to that other on reasons she could not reasonably reject. We should think of person-affecting wronging in terms of the reasons had by the actual agent and the actual person affected by the agent's action. In non-identity cases, interpersonal justifiability is therefore shaped both by the reason to reject the treatment provided by the bad suffered and the reason to affirm the treatment provided by the goods had as a result of existing. I argue it would be reasonable for the actual person to find the treatment justifiable, and so I conclude that Scanlon's contractualist metaethics does not provide a narrow person-affecting solution to the non-identity problem on its own terms. I conclude that the two claims represent a tension within Scanlon's contractualist theory itself. (shrink)

We present a unified empirical and philosophical account of moral consistency reasoning, a distinctive form of moral reasoning that exposes inconsistencies among moral judgments about concrete cases. Judgments opposed in belief or in emotion and motivation are inconsistent when the cases are similar in morally relevant respects. Moral consistency reasoning, we argue, regularly shapes moral thought and feeling by coordinating two systems described in dual process models of moral cognition. Our empirical explanation of moral change fills a gap in the (...) empirical literature, making psychologically plausible a defensible new model of justified moral change and a hybrid theory of moral judgment. (shrink)

Given the rapid growth and emerging trend of e-commerce have changed consumer preferences to buy online, this study analyzes the current Indian legal framework that protects online consumers’ interests. A thorough analysis of the two newly enacted laws, i.e., the Consumer Protection Act, 2019 and Consumer Protection Rules, 2020 and literature review support analysis of 290 online consumers answering the research questions and achieving research objectives. The significant findings are that a secure and reliable system is essential for e-business firms (...) to work successfully; cash on delivery is the priority option for online shopping; website information and effective customer care services build a customer's trust. The new regulations are arguably strong enough to protect and safeguard online consumers' rights and boost India’s e-commerce growth. Besides factors such as security, privacy, warranty, customer service, and website information, laws governing consumer rights protection in e-commerce influence customers’ trust. Growing e-commerce looks promising with a robust legal framework and consumer protection measures. The findings contribute to the body of knowledge on e-commerce and consumer rights protection by elucidating the key factors that affect customer trust and loyalty and offering an informative perspective on e-consumer protection in the Indian context with broader implications. (shrink)

Although ancient Greek and Indian philosophers held remarkably similar philosophical positions, the possibility of these two traditions having developed independently cannot be discounted. However, in the fifth century BCE substantial parts of Greece and India were under the Persian rule and belonged to the same political entity. It is very likely that Greeks and Indians sat together in the Persian court where translation services were provided to mitigate the language barrier. In the fourth century BCE there were Greek kingdoms for (...) more than a century in and around northwest frontiers of India paving the way for substantial political and commercial contact. Greeks like Megasthenes, Diogenes Laertius, Suidas, Porphyry, etc. testify that eminent Greek thinkers like Democritus, Pyrrho, etc. visited India and/or that Plato, Plotinus, etc. knew about or admired Indian wisdom. Some of this evidence is relatively late but cannot be dismissed in the absence of specific rebuttal; thus, Indo-Greek scholarly exchange is likely. (shrink)

The purpose of this study was to explore if and how social media might come to bear on people’s understanding of ethics. Participants were asked to complete online surveys regarding social media interaction and respond to 14 scenarios depicting ethical dilemmas. Our results suggest that social media and people’s perceptions of ethics do share a relationship. Specifically, we found that people who reported being exposed to ethical violations on social media were more likely to find our unethical scenarios to be (...) personally unacceptable, to be of lower ethicality, and to react negatively to the content. These findings suggest that mere exposure to ethical violations is enough to produce awareness in people regarding ethical issues, which carries significant implications for ethics education. (shrink)

Indian logic is mainly devoted to the study of nyaya the logical structure of which is analogous to that of a categorical syllogism. In a nyaya it is inferred that since the probans (similar to the middle term) is pervaded by or never exists without the probandum (similar to the major term) and since the probans belongs to the inferential subject (similar to the minor term), the probandum belongs to the inferential subject. Many modern scholars hold that in early Indian (...) logic a nyaya was an analogical argument from particular to particular. We disagree. Early Nyaya works say explicitly that what deviates is a pseudo-probans; this implies that a probans is non-deviant or pervaded by the probandum and thus that a universal premise stating the pervasion of the probans by the probandum is needed. Such a universal premise is also found in articulated arguments. Further, a counterargument based on mere analogy to a nyaya based on a universal connection is viewed as a pseudo-refutation. (shrink)

This book introduces the theory of graded consequence and its mathematical formulation. It also compares the notion of graded consequence with other notions of consequence in fuzzy logics, and discusses possible applications of the theory in approximate reasoning and decision-support systems. One of the main points where this book emphasizes on is that GCT maintains the distinction between the three different levels of languages of a logic, namely object language, metalanguage and metametalanguage, and thus avoids the problem of violation of (...) the principle of use and mention; it also shows, gathering evidences from existing fuzzy logics, that the problem of category mistake may arise as a result of not maintaining distinction between levels. (shrink)

For eradication of acute poverty, it is vital to factor in the human experience of it. Building social capital and networks that nurture, empower, and consistently reinforce a new shared economic identity can provide rich socioeconomic dividends. For states tackling extreme poverty at scale, building and strengthening social capital are essential public goods investments.

Indian logic is mainly devoted to the study of nyaya the logical structure of which is analogous to that of a categorical syllogism. In a nyaya it is inferred that since the probans (similar to the middle term) is pervaded by or never exists without the probandum (similar to the major term) and since the probans belongs to the inferential subject (similar to the minor term), the probandum belongs to the inferential subject. Many modern scholars hold that in early Indian (...) logic a nyaya was an analogical argument from particular to particular. We disagree. Early Nyaya works say explicitly that what deviates is a pseudo-probans; this implies that a probans is non-deviant or pervaded by the probandum and thus that a universal premise stating the pervasion of the probans by the probandum is needed. Such a universal premise is also found in articulated arguments. Further, a counterargument based on mere analogy to a nyaya based on a universal connection is viewed as a pseudo-refutation. (shrink)

Indian logic is mainly devoted to the study of nyaya the logical structure of which is analogous to that of a categorical syllogism. In a nyaya it is inferred that since the probans (similar to the middle term) is pervaded by or never exists without the probandum (similar to the major term) and since the probans belongs to the inferential subject (similar to the minor term), the probandum belongs to the inferential subject. Many modern scholars hold that in early Indian (...) logic a nyaya was an analogical argument from particular to particular. We disagree. Early Nyaya works say explicitly that what deviates is a pseudo-probans; this implies that a probans is non-deviant or pervaded by the probandum and thus that a universal premise stating the pervasion of the probans by the probandum is needed. Such a universal premise is also found in articulated arguments. Further, a counterargument based on mere analogy to a nyaya based on a universal connection is viewed as a pseudo-refutation. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Pains And Gains Of Rural Health Practice:Lessons Books Never TaughtSridevi Seetharam, Bindu Balasubramaniam, G. S. Kumar, and M. R. SeetharamHow The Journey BeganIn the early 1980s, as fresh graduates from Mysore Medical College in southern India, we were brimming with a zeal to "cure the sick" and "change the world." We had an ideal of evidence-based, rational, ethical and equitable health care and set out to serve rural (...) and under-served communities which included displaced forest-based tribes. In the initial years, with the naivety of the inexperienced, we believed that by correcting the dehydration of the doe-eyed six-year-old Mare and giving her a free course of antibiotics, we had made health care accessible to her. Much to our dismay, within a month, Mare was back in the outpatient clinic, with diarrhea all over again and looking thinner than ever. We realized that it was a losing battle to keep her healthy as long as she continued to drink water from the same contaminated stream, live in unhygienic surroundings, and eat only the paltry meals that her family could barely afford. We gradually began to connect these living examples to what our preventive medicine text books had stressed all along—there are many social determinants of health which, if left unaddressed, do not permit realization of the vision of health for all.Such instances continually pulled us out of the hospital building and into the villages and tribal hamlets. We discovered that our textbook of Preventive and Social Medicine (Park, 1986) (P&SM as we used to call it), was our most valuable possession. [End Page 106] We devoured the descriptions of national health programs, sanitation procedures, water treatment protocols, and maintenance of cold chain for vaccines with a completely new perspective. We discovered the Manual of Basic Techniques for a Health Laboratory, (World Health Organization, 1980) detailing how to set up a laboratory with low cost, reliable and simple methods. We learned to drive a jeep to haul supplies and patients. To step up the level of clinical care, some of us pursued post-graduate programs and equipped ourselves to provide more specialized care too. It has been over two decades since we embarked on this journey. We have encountered a variety of perplexing dilemmas with no clear solutions. We have sometimes been compelled to adopt health practices that were not really evidence-based, seemingly irrational, inequitable and even downright unethical. This narration describes only a few of our thousands of cases, and hopefully conveys our periods of self-doubt, despair and hope, as well as, the challenges we face to reconcile with the difficult choices we are forced to make every day.Unforeseen Challenges in Saving Mothers and ChildrenHigh maternal and child mortality rates have been one of the most disturbing aspects of the health care scenario in rural India. To ensure immunization of all children, health workers with vaccine carriers go from village to village and hamlet to hamlet to reach those infants that would have missed visits to the immunization clinics. Our grass-root workers facilitate these visits by identifying households with such children. Occasionally, they encounter families who spirit away the infant into the adjoining woods as soon as the health worker is seen approaching, and blandly proclaim that the child is not at home. Despite reassurance and counseling about the safety and necessity of the vaccine, their apprehensions and misconceptions are insurmountable. What is the extent of the responsibility of the health worker? Is it ethical to hunt down the child and force the administration of the vaccine in view of the public health gains, besides the child's welfare?A few months ago, a pre-term neonate was admitted to our hospital, but worsened and needed referral to a higher centre in the city. The family refused to go despite repeated persuasion and detailed explanation about the technical limitations of care at our centre. From the family's perspective, the variety of social, cultural, and monetary challenges they would face in the city were themselves limitations for care. We were compelled to retain the baby and continue giving the best care we could.Two... (shrink)

Description: Knowledge, Truth and Realism is a collection of essays written by Pranab Kumar Sen over a period of ten years (from 1989 to 1998). The essays deal mainly with issues in Philosophy of Language and Theory of Knowledge from the standpoint of analytical philosophy. They bring forth Sen's realist philosophical position and his attempt to weave together specific questions concerning meaning, reference, truth, knowledge and objectivity in this realistic framework. By responding to and by making use of the (...) ideas of Philosophers like, Gottlob Frege, Ludwig Wittgenstein, W.V. Quine, Donald Davidson, Peter Strawson, H.P. Grice, Michael Dummett, John McDowell, Sen develops his distinctive theory of meaning and understanding along with his theory of knowledge/knowing. In doing so he also addresses the larger issue regarding the nature of philosophical analysis. The essays are a testimony to the painstaking and lifelong engagement of the Philosopher with some of the central and contemporary debates in analytical philosophy. (shrink)

A Nyaya definition the major purpose of which is efficient use of words and avoiding ambiguities and errors, is the statement of a unique feature that belongs to each definiendum and nothing else so that there is none of the three faults of overcoverage, undercoverage and failure to belong to any definiendum. There should be no circularity that is of three kinds, self-dependence (where the definiendum appears in the definiens); mutual dependence (where the definiendum and the definiens are used in (...) the definition of each other) and defining in a circle. A definition should also be economical: there are mainly three kinds of economy; economy in constitution (that avoids including anything superfluous or unnecessary to distinguish the definiendum from everything else), economy in relation (the directly related is preferable to the indirectly related) and economy in cognition (something cognitively prior is preferable to something posterior). While more than one definition is possible that need not state the essence, the test of economy is in place to avoid redundancy and provide criteria of preference among defining features that are unique and non-circular. (shrink)