This study suggests a new approach to EEG data classification by exploring the idea of using evolutionary computation to both select useful discriminative EEG features and optimise the topology of Artificial Neural Networks. An evolutionary algorithm is applied to select the most informative features from an initial set of 2550 EEG statistical features. Optimisation of a Multilayer Perceptron is performed with an evolutionary approach before classification to estimate the best hyperparameters of the network. Deep learning and tuning with Long Short-Term (...) Memory are also explored, and Adaptive Boosting of the two types of models is tested for each problem. Three experiments are provided for comparison using different classifiers: one for attention state classification, one for emotional sentiment classification, and a third experiment in which the goal is to guess the number a subject is thinking of. The obtained results show that an Adaptive Boosted LSTM can achieve an accuracy of 84.44%, 97.06%, and 9.94% on the attentional, emotional, and number datasets, respectively. An evolutionary-optimised MLP achieves results close to the Adaptive Boosted LSTM for the two first experiments and significantly higher for the number-guessing experiment with an Adaptive Boosted DEvo MLP reaching 31.35%, while being significantly quicker to train and classify. In particular, the accuracy of the nonboosted DEvo MLP was of 79.81%, 96.11%, and 27.07% in the same benchmarks. Two datasets for the experiments were gathered using a Muse EEG headband with four electrodes corresponding to TP9, AF7, AF8, and TP10 locations of the international EEG placement standard. The EEG MindBigData digits dataset was gathered from the TP9, FP1, FP2, and TP10 locations. (shrink)

The present paper analyzes the regularities referred to via the concept 'self.' This is important, for cognitive science traditionally models the self as a cognitive mediator between perceptual inputs and behavioral outputs. This leads to the assertion that the self causes action. Recent findings in social psychology indicate this is not the case and, as a consequence, certain cognitive scientists model the self as being epiphenomenal. In contrast, the present paper proposes an alternative approach (i.e., the event-control approach) that is (...) based on recently discovered regularities between perception and action. Specifically, these regularities indicate that perception and action planning utilize common neural resources. This leads to a coupling of perception, planning, and action in which the first two constitute aspects of a single system (i.e., the distal-event system) that is able to pre-specify and detect distal events. This distal-event system is then coupled with action (i.e., effector-control systems) in a constraining, as opposed to 'causal' manner. This model has implications for how we conceptualize the manner in which one infers the intentions of another, anticipates the intentions of another, and possibly even experiences another. In conclusion, it is argued that it may be possible to map the concept 'self' onto the regularities referred to in the event-control model, not in order to reify 'the self' as a causal mechanism, but to demonstrate its status as a useful concept that refers to regularities that are part of the natural order. (shrink)

This comprehensive anthology offers influential works of philosophy written in the last 125 years in Northern and Central Europe and in the United States'durable contributions that have shaped the contemporary philosophical landscape in English-speaking countries. Substantial yet readable selections represent leading American pragmatists, the early Cambridge analysts, members of the Vienna Circle, the so-called "ordinary language" philosophers, along with recent analytic and post-analytic philosophers.

There is quite a bit of disagreement in cognitive science regarding the role that consciousness and control play in explanations of how people do what they do. The purpose of the present paper is to do the following: (1) examine the theoretical choice points that have lead theorists to conflicting positions, (2) examine the philosophical and empirical problems different theories encounter as they address the issue of conscious agency, and (3) provide an integrative framework (Wild Systems Theory) that addresses these (...) problems and potentially naturalizes conscious agency. It does so by grounding conscious and control in the notion of self-sustaining energy-transformation systems (i.e., living systems), versus computational or self- organizing systems, as is the case in information processing theory and dynamical systems theory, respectively. Given its assertion that content (and consciousness) emerges in self-sustaining systems, Wild Systems Theory may also provide a sound theoretical basis for a science of consciousness in general. (shrink)

Critical engagement -- Lutheran World Federation (LWF) -- World Communion of Reformed Churches (WCRC) -- World Council of Churches (WCC) -- Conclusion, avenues for reform.

This work details the theological sources and moral significance of the life and work of the Scottish moral philosopher Adam Smith (1723-1790). The panel of contributors deepen our understanding of Adam Smith in his religious and theological context and the significance of this understanding for contemporary moral, economic, and political challenges to modern social life. The chapters cover a broad range of disciplinary and historical concerns, from Smith's view of providence and his famous "invisible hand" to the role of self-interest (...) and benevolence in Smith's social and economic thought. A better appreciation for the moral and theological dimensions of Smith's thought provides not only a better understanding of Smith's own context and significance in the Scottish Enlightenment, but also promises to assist in meeting the perennial challenges of properly connecting economic realities to moral responsibility. The book is of interest to advanced students and scholars of the history of economic thought, historical and moral theology, intellectual history, political science and philosophy. (shrink)

Borrett, Kelly, and Kwan follow the lead of Merleau-Ponty and develop a theory of neural-network modeling that emerges out of what they find wrong with current approaches to thought and action. Specifically, they take issue with "cognitivism" and its tendency to model cognitive agents as controlling, representational systems. While attempting to make the point that pre-predicative experience/action/place (i.e. grasping) involves neither representation nor control, the authors imply that control-theoretic concepts and representationalism necessarily go hand-in-hand. The purpose of the present paper (...) is to demonstrate that this is not the case. Rather, it will be argued that such necessity is only assumed because the authors attempt to apply the control theory of servo-mechanisms to the behavior of organisms. By adopting this engineering control-theoretic perspective, the authors are led, as are most of the cognitivists with whom they disagree, to overlook critical aspects of how it is that biological systems do what they do. It is the ignoring of these critical aspects of biological control, due to the acceptance of an engineering approach to control, that makes it appear as though control theory and representationalism necessarily go hand-in-hand. (shrink)

There is quite a bit of disagreement in cognitive science regarding the role that consciousness and control play in explanations of how people do what they do. The purpose of the present paper is to do the following: (1) examine the theoretical choice points that have lead theorists to conflicting positions, (2) examine the philosophical and empirical problems different theories encounter as they address the issue of conscious agency, and (3) provide an integrative framework (Wild Systems Theory) that addresses these (...) problems and potentially naturalizes conscious agency. It does so by grounding conscious and control in the notion of self-sustaining energy-transformation systems (i.e., living systems), versus computational or self- organizing systems, as is the case in information processing theory and dynamical systems theory, respectively. Given its assertion that content (and consciousness) emerges in self-sustaining systems, Wild Systems Theory may also provide a sound theoretical basis for a science of consciousness in general. (shrink)

The present paper offers an approach to anticipation and meaning, based on Wild Systems Theory, which begins by describing organisms as self-sustaining energy transformation systems that constitute embodiments of context. This idea leads to the assertion that anticipation refers to a self-sustaining system’s ability to prespecify and constrain the dynamic possibilities of its nested transformation systems. The paper describes how anticipation, defined as the prospective constraint of context, evolved from the small-scale contexts constrained by a single cell to the full-blown, (...) self-aware prespecification and constraint of contexts exhibited in human anticipation. Specifically, anticipation scaled up because the systems that phylogenetically entailed it were simultaneous energy transformation systems whose status as such rendered them a possible energy source for potentially emergent energy transformation systems and as self-sustaining embodiments of context, such systems are naturally and necessarily “about” the contexts they embody. As a result, they are inherently meaningful, and the phenomenon we refer to as consciousness, or self-awareness, is a phylogenetically scaled-up recursion of the self-sustaining prespecification and constraint of nested, dynamic possibilities we see in single-cell organisms. (shrink)

The purpose of this special issue and the conference that inspired it was to address the issue of conceptual integration in a science of consciousness. We felt this to be important, for while current efforts to scientifically investigate consciousness are taking place in an interdisciplinary context, it often seems as though the very terms being used to sustain a sense of interdisciplinary cooperation are working against it. This is because it is this very array of common concepts that generates a (...) sense of unity among consciousness researchers, despite the fact the concepts mean different things in different disciplines. These Concepts of Consciousness include the following: realism, representation, intentionality, information, control, memory and self. Given this list, we believed we could best approach the issue of potential conceptual integration by addressing each concept from different perspectives and asking the following: how do uses of the concept differ, must these meanings be synthesized in order for there to be a unified science of consciousness, is a unified conceptual scheme necessary to establish an independent science of consciousness, is a unified conceptual scheme possible, if it is not possible, why not, and if it is possible, what might it look like? To this end we invited, for each concept, two scholars who made extensive use of the identified concept in their work. The papers entailed in this special issue constitute the outcome of this effort, and in what follows we offer a brief examination of possible forms of integration the papers seem to collectively suggest. (shrink)

In considering the challenges medical educators face in addressing the needs of today's health-care system, it is instructive to review the challenges Abraham Flexner (1910) was called upon to address at the turn of the last century. As Flexner surveyed the state of U.S. medical schools 100 years ago, he found a legacy system of medical education that was failing to prepare 20th-century physicians to meet the evolving needs and expectations of patients. That legacy system was based largely on an (...) outmoded apprenticeship model of education, was failing to incorporate the rapidly developing natural sciences, and to make matters worse, was devoid of external scrutiny and uniform standards by which medical schools .. (shrink)

Upholding public trust in clinical research necessitates that human subjects be protected from avoidable harm and that the design, interpretation and reporting of research results be shielded from avoidable bias. On both counts, managing financial conflicts of interest is critically important, especially in the modern era when the opportunities for investigators to benefit personally from the commercialization of their intellectual property are overtly encouraged and rapidly expanding. Efforts are underway in the United States to provide more useful guidance to universities (...) and medical schools for purposes of strengthening the oversight and management of financial conflicts of interest in clinical research. (shrink)

Although the terms mentor and thesis advisor (or research supervisor) are often used interchangeably, the responsibilities associated with these roles are distinct, even when they overlap. Neither are role models necessarily mentors, though mentors are role models: good examples are necessary but not sufficient. Mentorship is both a personal and a professional relationship. It has the potential for raising a number of ethical concerns, including issues of accuracy and reliability of the information conveyed, access, stereotyping and tracking of advisees, and (...) the abuse of power. Nevertheless, mentors can be critically important for professional success and are one of a number of elements that affect the responsible conduct of research. In addition, the community as a whole has a responsibility to mentor junior members. (shrink)

Attention to economic inequality has increased in the wake of the global financial crisis, and along with this increased attention has come the need for reconsideration of the dynamics of moral reflection on inequality. Inequality is often viewed as a negative in terms of economic and social costs. But there are also moral challenges that arise from inequality. The Christian tradition emphasizes the diversity, and therefore the inequality, of the created order, and as such inequality is not simply a result (...) of sin. After the fall into sin, there are new dynamics which consist of sinful kinds of inequality as well as sinful attitudes towards the gifts and endowments of others. This “grief” at the good of others has been classically understood as the vice of envy. This article argues for the ongoing relevance of envy as a particularly important moral category for evaluation of economic inequality. (shrink)

Trust is a critical component of research: trust in the work of co-workers and colleagues within the scientific community; trust in the work of research scientists by the non-research community. A wide range of factors, including internally and externally generated pressures and practical and personal limitations, affect the research process. The extent to which these factors are understood and appreciated influence the development of trust in scientific research findings.

Humans are powerful and clever, and also more ignorant than they know. As a result, they too often fail to acknowledge or even recognize their limitations, and are more arrogant than humble regarding their capabilities. Education that explicitly recognizes and addresses the context of science and technology, their inherent values and ethical implications and concerns, and their problematic as well as beneficial impacts can potentially rescue the human species from itself.

Humans are powerful and clever, and also more ignorant than they know. As a result, they too often fail to acknowledge or even recognize their limitations, and are more arrogant than humble regarding their capabilities. Education that explicitly recognizes and addresses the context of science and technology, their inherent values and ethical implications and concerns, and their problematic as well as beneficial impacts can potentially rescue the human species from itself.

Neuroscience research, like all science, is vulnerable to the influence of extraneous values in the practice of research, whether in research design or the selection, analysis and interpretation of data. This is particularly problematic for research into the biological mechanisms that underlie behavior, and especially the neurobiological underpinnings of moral development and ethical reasoning, decision-making and behavior, and the other elements of what is often called the neuroscience of ethics. The problem arises because neuroscientists, like most everyone, bring to their (...) work assumptions, preconceptions and values and other sources of potentially inappropriate bias of which they may be unaware. It is important that the training of neuroscientists, and research practice itself, include open and in-depth discussion and examination of the assumptions that underlie research. Further, policy makers, journalists, and the general public, that is, the consumers of neuroscience research findings (and by extension, neurotechnologies) should be made aware of the limitations as well as the strengths of the science, the evolving nature of scientific understanding, and the often invisible values inherent in science. (shrink)

The present paper describes a joint action paradigm in which individuals or pairs utilized two computer keys to keep a dot stimulus moving inside a larger rectangle. Members of a pair could neither see nor hear each other. This paradigm allowed us to combine the discrete-trial type dependent variables commonly utilized by representational theorists, with the continuous, temporal dependence variables utilized by dynamical theorists. Analysis revealed that individuals kept the dot in the rectangle longer than dyads and did so by (...) moving it back and forth within the rectangle. Dyads, however, pressed their individual buttons as quickly as possible in order to keep the dot near the middle of the rectangle. These findings indicate that joint action constitutes a multi-scale phenomena that is best investigated via multiple, complementary methodologies versus single-measure, competing theories. (shrink)

Ballard et al. model eye position as a deictic pointer for spatial perception. Evidence from research on gaze control indicates, however, that shifts in actual eye position are neither necessary nor sufficient to produce shifts in spatial perception. Deictic context is instead provided by the interaction between two deictic pointers; one representing actual eye position, and the other, intended eye position.

Humans are powerful and clever, and also more ignorant than they know. As a result, they too often fail to acknowledge or even recognize their limitations, and are more arrogant than humble regarding their capabilities. Education that explicitly recognizes and addresses the context of science and technology, their inherent values and ethical implications and concerns, and their problematic as well as beneficial impacts can potentially rescue the human species from itself.

The online version of the original article can be found under doi:10.1007/s11948-000-0001-7.

The concept of contextual emergence has been introduced as a speci?c kind of emergence in which some, but not all of the conditions for a higher-level phenomenon exist at a lower level. Further conditions exist in contingent contexts that provide stability conditions at the lower level, which in turn accord the emergence of novelty at the higher level. The purpose of the present paper is to propose that consciousness is a contextually emergent property of self-sustaining systems. The core assumption is (...) that living organisms constitute self-sustaining embodiments of the contingent contexts that accord their emergence. We propose that the emergence of such systems constitutes the emergence of content-bearing systems because the lower-level processes of such systems give rise to and sustain the macro-level whole in which they are nested, while the emergent macro-level whole constitutes the context in which the lower- level processes can be for something . Such embodied functionality is necessarily and naturally about the contexts that it has embodied. It is this notion of self- sustaining embodied aboutness that we propose to represent a type of content capable of evolving into consciousness. (shrink)

It is clear that the concept of scientific misconduct continues to evolve. As always it is the goal of Science and Engineering Ethics to move the discussion forward, to encourage and facilitate discussion of the ethical issues and problems that practicing scientists and engineers encounter in the course of pursuing their professions. This collection of articles and commentaries provides a variety of perspectives that we expect will facilitate communication among and within the groups who must participate in this evolution.

Responsible research and good science are concepts with various meanings depending on one’s perspective and assumptions. Fellow researchers, research participants, policy makers and the general public also have differing expectations of the benefits of research ranging from accurate and reliable data that extend the body of knowledge, to solutions to societal concerns. Unless these differing constituencies articulate their differing views they may fail to communicate and undermine the value of research to society.

“Responsible research” and “good science” are concepts with various meanings depending on one’s perspective and assumptions. Fellow researchers, research participants, policy makers and the general public also have differing expectations of the benefits of research ranging from accurate and reliable data that extend the body of knowledge, to solutions to societal concerns. Unless these differing constituencies articulate their differing views they may fail to communicate and undermine the value of research to society.