In this article, we illuminate how a consumption practice in an ephemeral religious organization subverts systems of economic inequality that otherwise prevail in, and structure, society. Drawing on a rich ethnographic study in Pakistan, we show how the practice of food consumption in the Tablighi Jamaat —an Islamic organization originating in South Asia that is practiced intermittently by its followers—represents temporal spaces of egalitarianism. Within these temporal spaces, entrenched economic hierarchies that are salient in organizing Pakistani society are challenged. We (...) found that while the fundamental principles of the Tablighi Jamaat advocate for subversion of the economic hierarchies that propagate myriad inequalities by demarcating local Muslims into spheres of different social and economic classes, it is in the practice of food consumption when ethical transgression from these hierarchies are rendered most intelligible. Finally, we consider the implications of this study to the emerging field of Islamic business ethics. (shrink)

Festschrift volume to K. Ramakrishna Rao, Indian psychologist, philosopher and educationist; contributed articles.

To encourage new research on the role of institutions in the entrepreneurial process in less developed countries, the authors propose a conceptual framework to investigate concurrent institutional constraints. The authors define these constraints as geopolitical contexts that encounter simultaneous challenges to well functioning formal and informal institutions. Systems of stronger institutions compensating for weaker institutions are hampered in these settings and such systems weigh heavier on local entrepreneurs and further challenge their ability to mobilize resources and access market opportunities. By (...) investigating the extreme operating conditions of these settings, scholars gain a deeper understanding of how entrepreneurs confront operational dilemmas and express agency through engaging with bricolage and cultural entrepreneurship. To animate these proposals, the authors consider a case illustration of a venture operating under such constraints. (shrink)

Critical study of Asfār al-arbaʻah fī al-ḥikmah, written by Muḥammad ibn Ibrāhīm Ṣadr al-Dīn Shīrāzī on Islamic philosophy.

In 2022, students at North American universities with third-dose COVID-19 vaccine mandates risk disenrolment if unvaccinated. To assess the appropriateness of booster mandates in this age group, we combine empirical risk-benefit assessment and ethical analysis. To prevent one COVID-19 hospitalisation over a 6-month period, we estimate that 31 207–42 836 young adults aged 18–29 years must receive a third mRNA vaccine. Booster mandates in young adults are expected to cause a net harm: per COVID-19 hospitalisation prevented, we anticipate at least (...) 18.5 serious adverse events from mRNA vaccines, including 1.5–4.6 booster-associated myopericarditis cases in males (typically requiring hospitalisation). We also anticipate 1430–4626 cases of grade ≥3 reactogenicity interfering with daily activities (although typically not requiring hospitalisation). University booster mandates are unethical because they: (1) are not based on an updated (Omicron era) stratified risk-benefit assessment for this age group; (2) may result in a net harm to healthy young adults; (3) are not proportionate: expected harms are not outweighed by public health benefits given modest and transient effectiveness of vaccines against transmission; (4) violate the reciprocity principle because serious vaccine-related harms are not reliably compensated due to gaps in vaccine injury schemes; and (5) may result in wider social harms. We consider counterarguments including efforts to increase safety on campus but find these are fraught with limitations and little scientific support. Finally, we discuss the policy relevance of our analysis for primary series COVID-19 vaccine mandates. (shrink)

Vedānta endeavours to base itself essentially on the facts of experience—in the fullest sense of the term. It recognizes the occurrence of everyday experience and the so-called fact of evil, but it refuses to view them as real. The real, it says, like Hegel, does not exist, and that which exists is not real. Evil is only an “existent"—as all this Samsara is—but not the ultimate Real. But it will be at once objected that if evil is an appearance, a (...) Maya, why should this appearance appear at all? If it has no foundation in reality, how and why does it occur at all? Further, how can anything be known as real unless it should appear ? Reality must appear. (shrink)

Chakravarthi Ram-Prasad offers illuminating new perspectives on contemporary phenomenological theories of body and subjectivity, based on studies of diverse classical Indian texts. He argues for a 'phenomenological ecology' of bodily subjectivity in health, gender, contemplation, and lovemaking.

Thus one should define, in a double way, name and form in all phenomena of the three realms. …In this essay, we want to bring together two issues for their mutual illumination: the particular use of that hoary Indian dyad, "nāma-rūpa," literally, "name-and-form," by Buddhaghosa, the influential fifth-century Theravāda writer, to organize the categories of the abhidhamma, the canonical classification of phenomenal factors and their formulaic ordering;1 and an interpretation of phenomenology as a methodology. We argue that Buddhaghosa does not (...) use abhidhamma as a reductive ontological division of the human being into mind and body, but rather as the contemplative structuring of human phenomenology.... (shrink)

This article presents material from my ethnographic study in Śringēri, south India, the site of a powerful 1200yearold Advaitic monastery that has been historically an interpreter of ancient Hindu moral treatises. A vibrant diverse local culture that provides plural sources of moral authority makes Sringeri a rich site for studying moral discourse. Through a study of two conversational narratives, this essay illustrates how the moral self is not an ossified product of written texts and codes, but is dynamic, gen dered, (...) and emergent, endowed with historical and political agency and an aesthetic capacity that mediates many normative sources to articulate "appropriate" conduct. In so doing, the essay shows the value of including oral narrative in ethical inquiry, especially in narrative ethics, which, for most part, has focused on written sources. (shrink)

Drawing on a rich variety of Indian texts across multiple traditions, including Vedanta, Buddhist, Yoga and Jain, this collection explores how emotional experience is framed, evoked and theorized in order to offer compelling insights into human subjectivity. Rather than approaching emotion through the prism of Western theory, a team of leading Indian philosophers showcase the unique literary texture, philosophical reflections and theoretical paradigms that classical Indian sources provide in their own right. From solitude in the Saundarananda and psychosomatic theories of (...) disease in the Yogavasistha to female lament in Greek, Sinhala Buddhist and Sanskrit epic tales, their chapters reveal the range and diversity of the phenomena encompassing the English term 'emotion'. In doing so, they contribute towards a more cosmopolitan, comparative and pluralistic conception of human experience. Adopting a broad phenomenological methodology, this handbook reframes debates on emotion within classical Indian thought and is an invaluable resource for researchers and students seeking to understand the field beyond the Western tradition. (shrink)

Based on original translations of passages from the works of three major thinkers of the classical Indian school of Advaita (Sankara, Vacaspati and Sri Harsa), but addressing issues found in Descartes, Berkeley, Hume, Kant, Wittgenstein and contemporary analytic philosophers, this book argues for a philosophical position it calls 'non-realism'. This is the view that an independent, external world must be assumed if the features of cognition are to be explained, but that it cannot be proved that there is such a (...) world, independently of an appeal to cognition itself. This position is constructed against idealist denials of externality, realist arguments for an independent world and the sceptical denial of the coherence of cognition. (shrink)

In times of crises, public health leaders may claim that trials of public health interventions are unethical. One reason for this claim can be that equipoise—i.e. a situation of uncertainty and/or disagreement among experts about the evidence regarding an intervention—has been disturbed by a change of collective expert views. Some might claim that equipoise is disturbed if the majority of experts believe that emergency public health interventions are likely to be more beneficial than harmful. However, such beliefs are not always (...) justified: where high quality research has not been conducted, there is often considerable residual uncertainty about whether interventions offer net benefits. In this essay we argue that high-quality research, namely by means of well-designed randomized trials, is ethically obligatory before, during, and after implementing policies in public health emergencies (PHEs). We contend that this standard applies to both pharmaceutical and non-pharmaceutical interventions, and we elaborate an account of equipoise that captures key features of debates in the recent pandemic. We build our case by analyzing research strategies employed during the COVID-19 pandemic regarding drugs, vaccines, and non-pharmaceutical interventions; and by providing responses to possible objections. Finally, we propose a public health policy reform: whenever a policy implemented during a PHE is not grounded in high-quality evidence that expected benefits outweigh harms, there should be a planned approach to generate high-quality evidence, with review of emerging data at preset time points. These preset timepoints guarantee that policymakers pause to review emerging evidence and consider ceasing ineffective or even harmful policies, thereby improving transparency and accountability, as well as permitting the redirection of resources to more effective or beneficial interventions. (shrink)

We thank Leo Lam and Taylor Nichols for their response1 to our paper ‘COVID-19 vaccine boosters for young adults: a risk–benefit assessment and ethical analysis of mandate policies at universities’.2 In our paper, we demonstrate that the risk–benefit calculus to mandate boosters for young adults aged 18–29 is a net risk intervention. The authors assert that we have made three inappropriate comparisons of benefits versus risks of the mRNA vaccine booster dose in this age group. We provide our response to (...) each below. We erred on the side of overestimating benefits of the booster dose against severe COVID-19 in this age group and still found net harms to outweigh net benefits. The conclusion of our paper holds, and university booster mandates for young people were—and remain—unethical. For the first comparison, we weighed predicted hospitalisations prevented by one booster dose of BNT162b2 with vaccine-associated SAEs from the manufacturer’s randomised trial (3/5055).3 We found that the rate of expected SAEs would outweigh the benefits of the booster against hospitalisation by at least 18-fold. Lam and Nichols suggest that this was an inappropriate comparison, as not all SAEs result in hospitalisation. However, the definition of SAE as used in the trial included death, hospitalisation, disability, permanent damage, life-threatening event or condition, which required medical or surgical intervention to prevent a serious outcome.4 While all comparisons include some degree of incommensurability, comparing these SAEs with hospitalisations prevented by the booster is more reasonable than Lam and Nichols’ suggestion of comparing SAEs to infections prevented. The COVID-19 infection hospitalisation risk in this age group was <0.5% (or <1/200)5 even prior to widespread immunity, thus comparing SAEs to infection risk is entirely inappropriate. Furthermore, a booster dose will only offer transient (if any) protection against infection6 and cumulative infection rates …. (shrink)

Classical Indian schools of philosophy seek to attain a supreme end to existence--liberation from the cycle of lives. This book looks at four conceptions of liberation and the roles of analytic inquiry and philosophical knowledge in its attainment. The central motivation of Indian philosophy--the quest for the Highest Good--is situated in the analytic philosophical activity of key thinkers.

Reading a passage in the Sanskrit Mahābhārata—the attempted disrobing of Princess Draupadī after her senior husband has gambled her away (after losing all his wealth, his brothers and himself)—I suggest that we see in her attitude and angry words an expression of contempt. I explore how contempt is a concept that is not thematized within Sanskrit aesthetics of emotions, but nonetheless is clearly articulated in the literature. Focusing on the significance of her gendered expression of anger and contempt, and the (...) positive acceptance of it in the text, I suggest that contempt can be understood as a transformative attitude in a woman (even a high-born one) towards iniquities in a patriarchal culture. (shrink)

Over the last decade, scholars across the wide spectrum of the discipline of sociology have started to reengage with questions on morality and moral phenomena. The continued wave of research in this field, which has come to be known as the new sociology of morality, is a lively research program that has several common grounds with scholarship in the field of business ethics. The aim of this thematic symposium is to open constructive dialogues between these two areas of study. In (...) this introductory essay, we briefly present the project of the new sociology of morality and discuss its relevance for business ethics. We also review the contributions to this thematic symposium and identify four specific domains where future research can contribute to fruitful dialogues between the two fields. (shrink)

DBS Think Tank IX was held on August 25–27, 2021 in Orlando FL with US based participants largely in person and overseas participants joining by video conferencing technology. The DBS Think Tank was founded in 2012 and provides an open platform where clinicians, engineers and researchers can freely discuss current and emerging deep brain stimulation technologies as well as the logistical and ethical issues facing the field. The consensus among the DBS Think Tank IX speakers was that DBS expanded in (...) its scope and has been applied to multiple brain disorders in an effort to modulate neural circuitry. After collectively sharing our experiences, it was estimated that globally more than 230,000 DBS devices have been implanted for neurological and neuropsychiatric disorders. As such, this year’s meeting was focused on advances in the following areas: neuromodulation in Europe, Asia and Australia; cutting-edge technologies, neuroethics, interventional psychiatry, adaptive DBS, neuromodulation for pain, network neuromodulation for epilepsy and neuromodulation for traumatic brain injury. (shrink)

We estimate that 208,000 deep brain stimulation (DBS) devices have been implanted to address neurological and neuropsychiatric disorders worldwide. DBS Think Tank presenters pooled data and determined that DBS expanded in its scope and has been applied to multiple brain disorders in an effort to modulate neural circuitry. The DBS Think Tank was founded in 2012 providing a space where clinicians, engineers, researchers from industry and academia discuss current and emerging DBS technologies and logistical and ethical issues facing the field. (...) The emphasis is on cutting edge research and collaboration aimed to advance the DBS field. The Eighth Annual DBS Think Tank was held virtually on September 1 and 2, 2020 (Zoom Video Communications) due to restrictions related to the COVID-19 pandemic. The meeting focused on advances in: (1) optogenetics as a tool for comprehending neurobiology of diseases and on optogenetically-inspired DBS, (2) cutting edge of emerging DBS technologies, (3) ethical issues affecting DBS research and access to care, (4) neuromodulatory approaches for depression, (5) advancing novel hardware, software and imaging methodologies, (6) use of neurophysiological signals in adaptive neurostimulation, and (7) use of more advanced technologies to improve DBS clinical outcomes. There were 178 attendees who participated in a DBS Think Tank survey, which revealed the expansion of DBS into several indications such as obesity, post-traumatic stress disorder, addiction and Alzheimer’s disease. This proceedings summarizes the advances discussed at the Eighth Annual DBS Think Tank. (shrink)

In this study, 191 subjects, 93 male and 98 female undergraduate business students, were asked to respond to a 51 item questionnaire to examine their perception of what constituted a "just society". The subjects agreed on 16 characteristics which a just society would have. Out of 51 there were only 10 statements whereon average responses showed significant differences based on gender.

The U.S. Food and Drug Administration's drug advisory committees provide expert assessments of the safety and efficacy of new therapies considered for approval. A committee hears from a variety of speakers, from six groups, including voting members of the committee, FDA staff members, employees of the pharmaceutical company seeking approval of a therapy, patient and consumer representatives, expert speakers invited by the company, and public participants. The committees convene at the request of the FDA when the risks and harms of (...) novel products are not immediately clear, and their final decisions carry significant weight, as most therapies that receive advisory committee approval are subsequently approved by the FDA. In recent years, across a series of diverse publications, the financial conflicts of interest of each category of participants in the meetings have been investigated. Here, we summarize these findings and their ethical implications, focusing on the FDA Oncologic Drugs Advisory Committee, and we suggest ways to move toward more transparent and impartial advisory committee meetings. (shrink)

The Caraka Saṃhitā (ca. first century BCE–third century CE), the first classical Indian medical compendium, covers a wide variety of pharmacological and therapeutic treatment, while also sketching out a philosophical anthropology of the human subject who is the patient of the physicians for whom this text was composed. In this article, I outline some of the relevant aspects of this anthropology – in particular, its understanding of ‘mind’ and other elements that constitute the subject – before exploring two ways in (...) which it approaches ‘psychiatric’ disorder: one as ‘mental illness’ ( mānasa-roga), the other as ‘madness’ ( unmāda). I focus on two aspects of this approach. One concerns the moral relationship between the virtuous and the well life, or the moral and the medical dimensions of a patient’s subjectivity. The other is about the phenomenological relationship between the patient and the ecology within which the patient’s disturbance occurs. The aetiology of and responses to such disturbances helps us think more carefully about the very contours of subjectivity, about who we are and how we should understand ourselves. I locate this interpretation within a larger programme on the interpretation of the whole human being, which I have elsewhere called ‘ecological phenomenology’. (shrink)

A case study in the kinds of problems to expect from this increasingly popular marketing tactic.

Gender mainstreaming has been prioritised within the national agricultural policies of many countries, including Nepal. Yet gender mainstreaming at the national policy level does not always work to effect change when policies are implemented at the local scale. In less-developed nations such as Nepal, it is rare to find a critical analysis of the mainstreaming process and its successes or failures. This paper employs a critical gender analysis approach to examine the gender mainstreaming efforts in Nepal as they move from (...) agricultural policies to practices. The research involved a structured review of 10 key national agricultural policy documents, 14 key informant interviews, and two focus group discussions with female and male smallholder farmers. Results suggest that gender mainstreaming in national agricultural policy and practice has largely failed. The creation of the Gender Equity and Social Inclusion (GESI) section within the Ministry of Agriculture and Livestock Development is paradoxical to gender-responsive agricultural innovation because it has received limited human and financial resources with an expectation for women to manage this policy development in informal and largely unrecognized ways. At the regional and local levels, implementation of fundamental gender equity and social inclusion procedures—such as gender-responsive planning and budgeting—has become staff responsibility without requisite formal training, gender sensitization, and follow-up. In Nepal, women as smallholder farmers or agricultural labourers are recognized as a vulnerable group in need of social protection, but the welfare approach to gender mainstreaming has achieved little in terms of gender equity, social inclusion, and agricultural sustainability. This paper concludes that what is generally missing is a systemic transformation of gender roles and relations in agriculture, with policies that would support rural women's empowerment through the provision of economic and political rights and entitlement to productive resources. (shrink)

(2003). Non-violence and the other A composite theory of multiplism, heterology and heteronomy drawn from jainism and gandhi. Angelaki: Vol. 8, No. 3, pp. 3-22.

Liberalism and pluralism are seen as being in tension in liberal Western nation-states, while multiculturalism, as a policy of resource allocation to minority groups, has been the standard response to pluralization. This limits the pluralist potential of a constitutional liberalism. The fusion of a liberal theory of autonomous individuality with a pluralist theory of multiple belonging has to look beyond multicultural policy in order to enhance liberal commitments to citizens through pluralist provisions. An analysis of the Indian Constitution's Fundamental Rights, (...) as a normative document, shows that the citizen can be understood as an autonomous individual given identity through belonging to a plurality of groups. Consequently, rights are taken to accrue to all citizens equally as autonomous individuals, but also by virtue of their belonging to groups, with special provisions made available for vulnerable ones. Rights for a plurality of vulnerable groups should not be seen as illiberal additions but integral to the conception of liberalism. If such a view of citizenship were to be integrated into the liberal constitutions of irreversibly pluralizing Western democracies, then a pluralistic constitutional patriotism could be fostered amongst members of vulnerable groups, while demonstrating that standard liberal rights guarantee equal citizenship for all. (shrink)

We perform conceptual acts throughout our daily lives; we are always judging others, guessing their intentions, agreeing or opposing their views and so on. These conceptual acts have phenomenological as well as formal richness. This paper attempts to correct the imbalance between the phenomenal and formal approaches to conceptualization by claiming that we need to shift from the usual dichotomies of cognitive science and epistemology such as the formal/empirical and the rationalist/empiricist divides—to a view of conceptualization grounded in the Indian (...) philosophical notion of “valid cognition”. Methodologically, our paper is an attempt at cross-cultural philosophy and cognitive science; ontologically, it is an attempt at marrying the phenomenal and the formal. (shrink)

In this paper, perhaps the first of its kind, an attempt is made to elucidate and examine the Vedantic theory of soul constructed on the basis of the experience of dreamless sleep which, being radically and qualitatively different from waking and dreaming states, is considered by the Vedantins as a state of temporarily purified individual soul (atman), a state of pure substantial consciousness. They take the experience of dreamless sleep as a model experience of the soul's final liberation from the (...) body and its internal as well as external faculties. The ultimate liberation, according to the Vedantins, is a state of total identification of the individual soul with the Universal Soul (Brahman), the summum bonum of every Vedantin. The paper also includes a critique of the Vedantic soul theory by the Buddhists who vehemently deny any autonomous and substantial soul whose essence is unchangingly permanent, pure consciousness and self-illuminating knowledge. The soul is instead interpreted by the Buddhists as a product of the functioning of a person's psycho-physical organism and a mere subject of knowing, thinking, desiring, etc. The analysis further shows that the Vedanta, especially the Advaita Vedanta, metaphysics of soul is inadequate in many respects and mainly based on a priori and scriptural arguments and emotive appeals, whereas the Buddhists deny any kind of autonomous and permanent agent of knowing, thinking and desiring by successfully reducing substantial consciousness to mere acts of knowing. (shrink)

This book presents a collection of essays, setting out both the special concern of classical Indian thought and some of its potential contributions to global philosophy. It presents some key arguments made by different schools about this special concern: the way in which attainment of knowledge of reality transforms human nature in a fundamentally liberating way. It then goes on to look in detail at two areas in contemporary global philosophy - the ethics of difference, and the metaphysics of consciousness (...) - where this classical Indian commitment to the spiritually transformative power of knowledge can lead to critical insights, even for those who do not share its presuppositions. Close reading of technical Indian texts is combined with wide-ranging and often comparative analysis of philosophical issues, to derive original arguments from the Indian material through an analytic method that is seldom mastered by philosophers of non-western traditions. (shrink)

The Gita is a central text in Hindu traditions, and commentaries on it express a range of philosophical-theological positions. Two of the most significant commentaries are by Sankara, the founder of the Advaita or Non-Dualist system of Vedic thought and by Ramanuja, the founder of the Visistadvaita or Qualified Non-Dualist system. Their commentaries offer rich resources for the conceptualization and understanding of divine reality, the human self, being, the relationship between God and human, and the moral psychology of action and (...) devotion. This book approaches their commentaries through a study of the interaction between the abstract atman (self) and the richer conception of the human person. While closely reading the Sanskrit commentaries, Ram-Prasad develops reconstructions of each philosophical-theological system, drawing relevant and illuminating comparisons with contemporary Christian theology and Western philosophy. (shrink)

Hindu Theology and Biology: The Bhāgavata Purāṇa and Contemporary Theory is a conceptually ambitious book, because it seeks to articulate a program and a position so novel that there is scarcely any extant literature to draw on. The reader with a background in the study of Hinduism and Indian philosophy is likely to be puzzled by the juxtaposition of topics indicated by the title of the book. But what Jonathan Edelmann is setting out to do is to create an area (...) of work in the study of Hindu thought that is almost entirely missing in comparison to the work that has been done on Christianity : how should a person or community committed to a particular sacred... (shrink)

Arindam Chakrabarti is something of a connoisseur's philosopher, best appreciated by those who know him. Books by him have not piled up over the years of his lengthy career, books which might have made their way into the obtuse consciousness of departments of Western philosophy, which might have made Indian thought somehow sensible to those comfortable with the norms of the dominant Anglo-American analytic tradition. Yet there is hardly anyone working today who was so thoroughly trained in that Anglo-American tradition, (...) who also has at his command a wonderful range of Sanskrit philosophical materials, and is so well-positioned to write such... (shrink)

Recent success of Indian engineers, businessmen, as well as other technically qualified professionals has created an obsession with knowledge and creativity. Documents like India as a Knowledge Superpower have proliferated and we continually hear the mantra of investing in and harnessing of human capital. There are, however, several strands of human capital in India and not all of them harness knowledge and creativity. People on whom drugs are being tested represent one such human capital, which, even though it is being (...) energetically mobilized to provide India with a strategic advantage in the world market, also highlights the contradictions within India’s shifting imaginary, economy and politics. Drug trials in India, in the context of neoliberal globalization, not only challenge and complicate, but also operate within a constellation of divisions — labor/capital, west/non-west, colonial/sovereign, national/global and so on. In this article I analyze how the people on whom drug testing is being done in India are being ‘harnessed’ as human capital, which leads to politicization of ‘bare life’ through ‘inclusive-exclusion’. (shrink)

ABSTRACTDecisions that influence health and access to health care are necessarily a matter of ethics. This paper attempts to examine current budgetary allocations and policy shifts in India from the perspective of global ethical values. It also describes how global economic processes may increase health inequity nationally and argues that they should, therefore, be subject to global health ethics. Public health in India is in a state of crisis from a disinvestment in public health care services and persistent neglect, simultaneous (...) to the global push to enhance privatization. National health policies have remained oblivious to the unacceptably high inequity in access to health care on the one hand, and the cautionary analysis of the experience with currently chosen solutions through public-private- partnership and insurance models, which further marginalize the poorest. Global institutions such as the World Trade Organisation also influence national policies to benefit global business interests but often with detrimental effect upon equitable access to health and health care. The paper argues that the application of ethics must become more visible in the determination of national policies that are led by the dominant global paradigms of economic development to ensure that equitable access to health is prioritized. (shrink)

Most of the existing classification techniques concentrate on learning the datasets as a single similar unit, in spite of so many differentiating attributes and complexities involved. However, traditional classification techniques are required to analyze the datasets prior to learning, and if not doing so, they loss their performance in terms of accuracy and AUC. To this end, many of the machine learning problems can be very easily solved just by carefully observing human learning and training nature and then mimicking the (...) same in the machine learning. In response to these issues, we present a comprehensive suite of experiments carefully designed to provide conclusive, reliable, and significant results to the problem of efficient learning. This paper proposes a novel, simple, and effective machine learning paradigm that explicitly exploits this important similar-to-different (S2D) human learning strategy and implements it based on two algorithms (C4.5 and CART) efficiently. The framework not only analyzes the data sets prior to implementation, but also carefully allows classifier to have a systematic study so as to mimic the human training technique designed for efficient learning. Experimental results show that the method outperforms the state-of-the-art methods in terms of learning capability and breaks through the gap between human and machine learning. In fact, the proposed similar-to-different (S2D) strategy may also be useful in efficient learning of real-world complex and high-dimensional data sets, especially which are very typical to learn with traditional classifiers. (shrink)