44 results
Search Results
2. From enactive phenomenology to biosemiotic enactivism.
- Author
-
De Jesus, Paulo
- Subjects
PHENOMENOLOGY ,BIOSEMIOTICS ,ANTHROPOCENTRISM ,ANTHROPOMORPHISM ,COGNITIVE science - Abstract
Autopoietic enactivism (AE) is a relatively young but increasingly influential approach within embodied cognitive science, which aims to offer a viable alternative framework to mainstream cognitivism. Similarly, in biology, the nascent field of biosemiotics has steadily been developing an increasingly influential alternative framework to mainstream biology. Despite sharing common objectives and clear theoretical overlap, there has to date been little to no exchange between the two fields. This paper takes this under-appreciated overlap as not only a much needed call to begin building bridges between the two areas but also as an opportunity to explore how AE could benefit from biosemiotics. As a first tentative step towards this end, the paper will draw from both fields to develop a novel synthesis – biosemiotic enactivism – which aims to clarify, develop and ultimately strengthen some key AE concepts. The paper has two main goals: (i) to propose a novel conception of cognition that could contribute to the ongoing theoretical developments of AE and (ii) to introduce some concepts and ideas from biosemiotics to the enactive community in order to stimulate further debate across the two fields. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
3. Do sensorimotor dynamics extend the conscious mind?1.
- Author
-
Pepper, Ken
- Subjects
CONSCIOUSNESS ,SENSES ,MOTOR ability research ,COGNITIVE science ,COGNITION research - Abstract
According to the extended conscious mind thesis (ECM), the physical basis of consciousness is not confined exclusively to the brain, but extends beyond it via sensorimotor dynamics. ECM is enjoying growing support among philosophers inspired by developments in enactive and embodied cognitive science. ECM has obvious parallels with the extended mind thesis (EM), according to which the physical basis of cognition is likewise not confined to the brain. However, EM’s originator and most prominent defender, Andy Clark, argues that EM theorists can and should reject ECM, and offers an alternative internalist account, which admits a causal but non-constitutive role for sensorimotor dynamics. In this paper, I examine how well this claim fits with some of the key commitments of EM, and the implications for the EM theorist who wishes to deny ECM. I argue that Clark’s position – ECM-rejecting EM – is untenable, and defend the ECM interpretation of sensorimotor dynamics. [ABSTRACT FROM PUBLISHER]
- Published
- 2014
- Full Text
- View/download PDF
4. Enactive cognitive science: revisionism or revolution?
- Author
-
Villalobos, Mario
- Subjects
COGNITIVE science ,COMMUNIST revisionism ,SENSORY perception ,CONTINUITY ,CYBERNETICS ,SYSTEMS theory - Abstract
The enactive approach is usually associated with a revolutionary project that aims to transform in a radical way our understanding of mind and cognition. Bold theoretical moves such as the rejection of cognitive representations or the assumption of a deep continuity between life and mind, among other enactive ideas, justify this perception. Nonetheless, when we assume a broader historical perspective, including the long cybernetic tradition that preceded the emergence of cognitive sciences, the image of the enactive approach looks different. Put in the context of the paradigmatic shift that took place between first-order and second-order cybernetics, especially in the case of Maturana’s autopoietic theory, the enactive paradigm, so I will try to show in this work, appears rather like a conservative or revisionist project. Better said, it appears as a slightly hybrid paradigm, wherein original and progressive elements coexist with revisionist components. The paper aims to offer an alternative interpretation of the enactive approach and contribute to a better understanding of its identity as a research program, its present and its possible future challenges. [ABSTRACT FROM PUBLISHER]
- Published
- 2013
- Full Text
- View/download PDF
5. The Dynamics of Active Categorical Perception in an Evolved Model Agent.
- Author
-
Beer, Randall D.
- Subjects
COGNITIVE learning ,BEHAVIOR ,COGNITIVE science ,DYNAMICS ,GENETIC algorithms ,ALGORITHMS - Abstract
Notions of embodiment, situatedness, and dynamics are increasingly being debated in cognitive science. However, these debates are often carried out in the absence of concrete examples. In order to build intuition, this paper explores a model agent to illustrate how the perspective and tools of dynamical systems theory can be applied to the analysis of situated, embodied agents capable of minimally cognitive behavior. Specifically, we study a model agent whose ‘nervous system’ was evolved using a genetic algorithm to catch circular objects and to avoid diamond-shaped ones. After characterizing the performance, behavioral strategy and psychophysics of the best-evolved agent, its dynamics are analyzed in some detail at three different levels: (1) the entire coupled brain/body/environment system; (2) the interaction between agent and environment that generates the observed coupled dynamics; (3) the underlying neuronal properties responsible for the agent dynamics. This analysis offers both explanatory insight and testable predictions. The paper concludes with discussions of the overall picture that emerges from this analysis, the challenges this picture poses to traditional notions of representation, and the utility of a research methodology involving the analysis of simpler idealized models of complete brain/body/environment systems. [ABSTRACT FROM AUTHOR]
- Published
- 2003
- Full Text
- View/download PDF
6. Exorcising action oriented representations: ridding cognitive science of its Nazgûl.
- Author
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Hutto, Daniel
- Subjects
COGNITIVE science ,STRATEGIC planning ,COGNITION ,MOTIVATION (Psychology) ,FASHION ,COMPUTER science - Abstract
This paper reviews two main strategies for dealing with the threat posed by radically enactive/embodied cognition to traditional cognitive science. Both strategies invoke action oriented representations (AORs). They differ in emphasizing different features of AORs in their attempt to answer the REC threat – focusing on their contents and vehicles, respectively. The first two sections review the central motivations and rationales driving the ‘content’ and ‘format’ strategies in turn and raise initial concerns about the tenability of each. With respect to the ‘content’ strategy, these worries ought to make us suspicious about the explanatory value of positing AORs. Although the ‘format’ strategy has a way of answering this concern, it raises a more fundamental worry about the motivation for even believing in AORs in the first place. Although these worries cast doubt on the feasibility of invoking AORs as a means of dealing with the REC threat, they do not constitute conclusive reasons for eliminating AORs altogether. There are other, stronger reasons for supposing that we should. The third section provides a sketch of a master argument, developed elsewhere, which makes that case in full dress fashion. The final section – ‘Resurrection?’ – considers and rejects the possibility that AORs might be resurrected, even if it is agreed that the master argument cited in the third section succeeds. [ABSTRACT FROM PUBLISHER]
- Published
- 2013
- Full Text
- View/download PDF
7. From adaptive behavior to human cognition: a review of Enaction.
- Author
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Froese, Tom
- Subjects
COGNITIVE science ,COGNITION ,MENTAL representation ,SENSEMAKING theory (Communication) ,ABILITY - Abstract
Critics of the paradigm of enaction have long argued that enactive principles will be unable to account for the traditional domain of orthodox cognitive science, namely “higher-level” cognition and specifically human cognition. Moreover, even many of the paradigm’s “lower-level” insights into embodiment and situatedness appear to be amenable to a functionalist reinterpretation. In this review, I show on the basis of the recently published collection of papers, Enaction, that the paradigm of enaction has (a) a unique foundation in the notion of sense-making that places fundamental limits on the scope of functionalist appropriation; (b) a unique perspective on higher-level cognition that sets important new research directions without the need for the concept of mental representation; (c) a new concept of specifically human cognition in terms of second-order sense-making; and (d) a rich variety of approaches to explain the evolutionary, historical, and developmental origins of this sophisticated human ability. I also indicate how studies of the role of embodiment for abstract human cognition can strengthen their position by reconceiving their notion of embodiment in enactive terms. [ABSTRACT FROM PUBLISHER]
- Published
- 2012
- Full Text
- View/download PDF
8. Arches and Stones in Cognitive Architecture Reply to Comments.
- Author
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Beer, Randall D.
- Subjects
COGNITION ,BEHAVIOR ,COGNITIVE science ,COGNITIVE psychology - Abstract
Presents a clarification to the use of models in understanding minimally cognitive behaviors. Way in which a minimally cognitive agent could be developed; Relationship between decision and action; Complexities in characterizing representations in a dynamical system.
- Published
- 2003
- Full Text
- View/download PDF
9. Decisions and Noise: The Scope of Evolutionary Synthesis and Dynamical Analysis.
- Author
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di Paolo, Ezequiel A. and Harvey, Inman
- Subjects
COGNITION ,BEHAVIOR ,ADAPTABILITY (Personality) ,COGNITIVE science ,COGNITIVE psychology - Abstract
Present a perspective to the idolized models of minimally cognitive behavior presented by Randall Beer. Reliance of the models on the maximum apparent diameter of an object to perform the discrimination; Use of variability between evaluations and noise; Method use in cognitive science and steps that should be taken to better formalize the design process.
- Published
- 2003
- Full Text
- View/download PDF
10. Emotional affordances for human–robot interaction
- Author
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Gabriele Trovato and Jordi Vallverdú
- Subjects
Cognitive science ,Communication ,business.industry ,05 social sciences ,Social environment ,Experimental and Cognitive Psychology ,Cognition ,050105 experimental psychology ,Human–robot interaction ,03 medical and health sciences ,Behavioral Neuroscience ,0302 clinical medicine ,Modal ,Robot ,0501 psychology and cognitive sciences ,Psychology ,business ,Affordance ,Grounded cognition ,030217 neurology & neurosurgery - Abstract
This paper provides a new concept for the improvement of human–robot interaction (HRI) models: ‘emotional affordances’. Emotional affordances are all the mechanisms that have emotional content as a way to transmit and/or collect emotional meaning about any context; it can include bodily expressions, social norms, values-laden objects or extended space, among others. With this rich concept, we open the way to new ways to understand the multimodal and complex nature of emotional mechanisms. Based on the grounded emotional mechanisms of human cognition and behaviour (that is, based and result of the bodily structure and its coupled relationship with the natural and/or social environment), the purpose of this paper is focused on the definition of a framework for the design of a taxonomy of emotional affordances, useful for a modal and improved understanding of the domains of emotional interactions that can emerge between humans and robots. This process will make possible in next research steps to define processing modules as well as to elicit visual display outputs (expressing emotions). Consequently, with this project we provide robotic experts with a unified taxonomy of human emotional affordances, useful for the improvement of HRI projects.
- Published
- 2016
11. The socio-normative nature of representation.
- Author
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Zahnoun, Farid
- Subjects
COGNITIVE ability ,COGNITIVE science ,MENTAL representation - Abstract
This article tries to offer a different perspective on the issue of what it means for some physical structure to be a representation. In the first sections, it will be shown how and why this issue is still far from settled. This will be done by emphasizing the—what I will call—metaphysically promiscuous character of representation. For although representations are typically assumed to be some sort of physical objects or structures, on closer inspection, the notion of representation is used in such a variety of ways that its fundamental metaphysical status is far from obvious. Proceeding from these observations, it will be argued that, even though "representation" pre-theoretically indeed often picks out objects, their representational status is best not understood in terms of their physical properties or their causal-functional profile. It will be argued that, what it means for some physical structure to be—as a matter of fact—a representation, only first becomes intelligible in relation to certain socio-normative practices in which the cognitive capacity to relate to something as something it is not is prescriptively called upon. Moreover, an answer to the oft-heard question of what makes something (i.e., some physical object or structure) a representation is readily available, provided we take into account certain cognitive abilities, as well as a socio-normative context in which these abilities are normatively regulated. It will be concluded that at the fundamental metaphysical level, the phenomenon of representation is best understood as a triadic relation which involves, but does not reduce to, certain physical objects or structures. Finally, this socio-normative account of representation will be compared with two dominant notions of representation within cognitive science: symbolic representation and S-representation. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
12. Mind/Body Problems? Turn to Beer.
- Author
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de Pinedo, Manuel and Noble, Jason
- Subjects
COGNITION ,COGNITIVE science ,MANIPULATIVE behavior ,COGNITIVE psychology - Abstract
Discusses the rejection of representationalism in the article by Randall Beer on the idolized models of minimally cognitive behavior. Dynamical explanations of the coupled brain-body-environment system; Inclusion of the explanatory level than a description of the agent/environment systems in terms of differential equations; Implications of the concept of cognitive science.
- Published
- 2003
- Full Text
- View/download PDF
13. Of what is "minimal cognition" the half-baked version?
- Author
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Lyon, Pamela
- Subjects
COGNITION ,COGNITIVE science ,BLUE whale ,DEFINITIONS - Abstract
"Minimal cognition" is used in certain sectors of the cognitive sciences to make a kind of ontological claim that may be unique in the biological sciences: that a function operating in organisms living today is not a fully fledged version of that function (the nature of which remains unspecified), but, rather, exhibits the minimal requirements for whatever it is, properly conceived. Evidence suggests that elsewhere in the life sciences, deployment of minimizing qualifiers relative to a biological function appears largely restricted to two scenarios: first, attenuated functioning and, second, evolution of the function, real or synthetic. The article argues that "minimal cognition" and "proto-cognitive" were introduced at the turn of this century by cognitive researchers seeking to learn directly from evolved behavior, ecology and physiology. A terminological straitjacket imposed on the central object of cognitive science at its beginning necessitated the move. An alternative terminology is proposed, based on a phyletically neutral definition of cognition as a biological function; a candidate mechanism is explored; and a bacterial example presented. On this story, cognition is like respiration: ubiquitously present, from unicellular life to blue whales and every form of life in between, and for similar reasons: staying alive requires it. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
14. On the nature and origins of cognition as a form of motivated activity.
- Author
-
Barrett, Nathaniel
- Subjects
COGNITION ,ENVIRONMENTAL psychology ,COGNITIVE science - Abstract
A fundamental challenge for enactive theory and other radical varieties of non-representational "E cognition" is to reconceive the end-directed character of cognitive activity in naturally emergent but also experientially adequate terms. In short, it is necessary to show how cognitive activity is motivated. In this article, I present a preliminary analysis of the nature of motivation and the challenge that it presents to cognitive science. I make the case that a theory of motivation is a critical desideratum for dynamical theories of cognition, especially insofar as they understand cognition as a self-organized and "soft assembled" process. Finally, I propose that a branch of ecological psychology that conceives of cognition as a special variety of "dissipative adaptation" offers a promising framework for confronting this challenge. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
15. Ecological approaches to perceptual learning: learning to perceive and perceiving as learning.
- Subjects
PERCEPTUAL learning ,ENVIRONMENTAL psychology ,EVOLUTIONARY developmental biology ,DEVELOPMENTAL biology ,COGNITIVE science ,LEARNING strategies - Abstract
In this theoretical review article, our primary goal is to contribute to the post-cognitivist understanding of learning to perceive and perceiving as learning, by discussing a framework for perception and perceptual learning initiated by James J Gibson, and extended by Eleanor J Gibson and others. This Ecological Psychology has a coherent set of assumptions based on the concept of mutualism between the perceiving organism and its surroundings, and the idea of affordances as action possibilities of the surround that are perceptible by the organism. At the same time, Ecological Psychology, broadly construed, consists of different perspectives that take different routes to address questions related to the core concepts of perceptual learning. In this article, we focus on three theoretical stances within Ecological Psychology on the issue of perceptual learning: that of Eleanor J Gibson, the current theory of direct learning by Jacobs and Michaels, and the "organicist" approach based on ideas of organicist biology and developments in evolutionary biology. We consider perceptual learning as embedded in development and evolution, and we explore perceptual learning in more depth in the context of tool use and language development. We also discuss the relation between Ecological Psychology and Enactivism on the nature of perception. In conclusion, we summarize the benefits of Ecological Psychology, as a robust but still developing post-cognitivist framework, for the study of perceptual learning and cognitive science in general. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
16. The Advantages of Evolving Perceptual Cues
- Author
-
Ezequiel A. Di Paolo and Ian Macinnes
- Subjects
Cognitive science ,Computer science ,business.industry ,media_common.quotation_subject ,05 social sciences ,SIGNAL (programming language) ,Evolutionary robotics ,Experimental and Cognitive Psychology ,050105 experimental psychology ,03 medical and health sciences ,Behavioral Neuroscience ,0302 clinical medicine ,Perception ,Robot ,0501 psychology and cognitive sciences ,Meaning (existential) ,Artificial intelligence ,business ,030217 neurology & neurosurgery ,media_common - Abstract
This paper introduces the evolvable functional circle hypothesis. This hypothesis states that if it is assumed that von Uexküll’s concept of functional circles exists in robots and that the models used in evolutionary robotics are altered accordingly, then practitioners of evolutionary robotics will benefit in two ways. The first way is that by promoting the evolution of functional circles rather than sensorimotor loops, it allows evolved robots to select their own stimuli and therefore find their own meaning from environmental information. The second way is that it makes it easier for evolved robots to derive multiple meanings from the signal produced by a sensor. The paper goes on to demonstrate a method to alter our models in evolutionary robotics to promote the evolution of functional circles
- Published
- 2006
17. The Dynamics of Active Categorical Perception in an Evolved Model Agent
- Author
-
Randall D. Beer
- Subjects
Cognitive science ,Communication ,Categorical perception ,business.industry ,05 social sciences ,Experimental and Cognitive Psychology ,Cognition ,050105 experimental psychology ,03 medical and health sciences ,Behavioral Neuroscience ,0302 clinical medicine ,Dynamics (music) ,0501 psychology and cognitive sciences ,business ,Psychology ,030217 neurology & neurosurgery - Abstract
Notions of embodiment, situatedness, and dynamics are increasingly being debated in cognitive sci ence. However, these debates are often carried out in the absence of concrete examples. In order to build intuition, this paper explores a model agent to illustrate how the perspective and tools of dynam ical systems theory can be applied to the analysis of situated, embodied agents capable of minimally cognitive behavior. Specifically, we study a model agent whose “nervous system” was evolved using a genetic algorithm to catch circular objects and to avoid diamond-shaped ones. After characterizing the performance, behavioral strategy and psychophysics of the best-evolved agent, its dynamics are analyzed in some detail at three different levels: (1) the entire coupled brain/body/environment sys tem; (2) the interaction between agent and environment that generates the observed coupled dynam ics; (3) the underlying neuronal properties responsible for the agent dynamics. This analysis offers both explanatory insight and testable predictions. The paper concludes with discussions of the overall picture that emerges from this analysis, the challenges this picture poses to traditional notions of rep resentation, and the utility of a research methodology involving the analysis of simpler idealized mod els of complete brain/body/environment systems.
- Published
- 2003
18. How Learning and Evolution Interact: The Case of a Learning Task which Differs from the Evolutionary Task
- Author
-
Stefano Nolfi
- Subjects
Cognitive science ,business.industry ,Baldwin effect ,05 social sciences ,Experimental and Cognitive Psychology ,050105 experimental psychology ,Task (project management) ,03 medical and health sciences ,Behavioral Neuroscience ,symbols.namesake ,0302 clinical medicine ,symbols ,0501 psychology and cognitive sciences ,Artificial intelligence ,business ,Psychology ,030217 neurology & neurosurgery - Abstract
It has been reported recently that learning has a beneficial effect on evolution even if the learning involved the acquisition of an ability which is different from the ability for which individuals were selected (Nolfi, Elman & Parisi, 1994). This effect was explained as the result of the inter action between learning and evolution. In a successive paper, however, the effect was explained as a form of recovery from weight perturbation caused by mutations (Harvey, 1996, 1997). In this paper, I provide additional data that show how the effect, at least in the case considered in the paper, can only be explained as a result of the interaction between learning and evolution as originally hypothesized.
- Published
- 1999
19. The loneliness of the enactive cell: Towards a bio-enactive framework.
- Author
-
Cummins, Fred and De Jesus, Paulo
- Subjects
COGNITIVE science ,BIOSEMIOTICS ,ADAPTABILITY (Personality) ,HISTORICITY ,CONTINUITY - Abstract
The enactive turn in cognitive science fundamentally changes how questions about experience and behaviour are addressed. We propose that there exists a suite of core concepts within enaction that are suited to the characterisation of many kinds of intentional subjects, including and especially animals, plants, collectivities and artefacts. We summarise some basic concerns of enactive theory and show how the common illustration of the single cell ascending a chemotactic gradient serves as a focus point for discussion of important topics such as identity, perspective, value, agency and life-mind continuity. We also highlight two important deficits of this example: the cell is ahistorical and asocial. Historicity and sociality are defining characteristics of living beings and are addressed within enactive theory by the concepts of structural coupling and participatory sense-making, respectively. This strongly biological framework is to be distinguished from scientific psychology which is, we argue, necessarily anthropomorphic. We propose a constrained bio-enactive framework that remains true to its biological foundations and that would allow us to negotiate consensus-based understanding in contested domains, where incompatible value systems enacted by competing systems are in conflict. A consensual ‘we’ is, we contend, a matter of negotiation, not of fixed essence. A bio-enactive framework may serve as a jumping off point for consensus-based discussion within contested domains. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
20. The cognitive agent: Overcoming informational limits.
- Author
-
Vakarelov, Orlin
- Subjects
INSECTS ,COGNITION ,PSYCHOLOGY ,LEARNING ,BACTERIA ,COGNITIVE science - Abstract
This article provides an answer to the question: What is the function of cognition? By answering this question it becomes possible to investigate what are the simplest cognitive systems. It addresses the question by treating cognition as a solution to a design problem. It defines a nested sequence of design problems: (1) How can a system persist? (2) How can a system affect its environment to improve its persistence? (3) How can a system utilize better information from the environment to select better actions? And, (4) How can a system reduce its inherent informational limitations to achieve more successful behavior? This provides a corresponding nested sequence of system classes: (1) autonomous systems, (2) (re)active autonomous systems, (3) informationally controlled autonomous systems (autonomous agents), and (4) cognitive systems.This article provides the following characterization of cognition: The cognitive system is the set of mechanisms of an autonomous agent that (1) allow increase of the correlation and integration between the environment and the information system of the agent, so that (2) the agent can improve the selection of actions and thereby produce more successful behavior.Finally, it shows that common cognitive capacities satisfy the characterization: learning, memory, representation, decision making, reasoning, attention, and communication. [ABSTRACT FROM PUBLISHER]
- Published
- 2011
- Full Text
- View/download PDF
21. On the Role of Social Interaction in Individual Agency.
- Author
-
de Jaegher, Hanne and Froese, Tom
- Subjects
SOCIAL interaction ,COGNITIVE science ,SOLIPSISM ,AGENT (Philosophy) ,POLITICAL autonomy - Abstract
Is an individual agent constitutive of or constituted by its social interactions? This question is typically not asked in the cognitive sciences, so strong is the consensus that only individual agents have constitutive efficacy. In this article we challenge this methodological solipsism and argue that interindividual relations and social context do not simply arise from the behavior of individual agents, but themselves enable and shape the individual agents on which they depend. For this, we define the notion of autonomy as both a characteristic of individual agents and of social interaction processes. We then propose a number of ways in which interactional autonomy can influence individuals. Then we discuss recent work in modeling on the one hand and psychological investigations on the other that support and illustrate this claim. Finally, we discuss some implications for research on social and individual agency. [ABSTRACT FROM AUTHOR]
- Published
- 2009
- Full Text
- View/download PDF
22. Defining Agency: Individuality, Normativity, Asymmetry, and Spatio-temporality in Action.
- Author
-
Barandiaran, Xabier E., Di Paolo, Ezequiel, and Rohde, Marieke
- Subjects
COGNITIVE science ,ARTIFICIAL intelligence ,AGENT (Philosophy) ,INTENTIONALITY (Philosophy) ,NORMATIVITY (Ethics) - Abstract
The concept of agency is of crucial importance in cognitive science and artificial intelligence, and it is often used as an intuitive and rather uncontroversial term, in contrast to more abstract and theoretically heavily weighted terms such as intentionality, rationality, or mind. However, most of the available definitions of agency are too loose or unspecific to allow for a progressive scientific research program. They implicitly and unproblematically assume the features that characterize agents, thus obscuring the full potential and challenge of modeling agency. We identify three conditions that a system must meet in order to be considered as a genuine agent: (a) a system must define its own individuality, (b) it must be the active source of activity in its environment (interactional asymmetry), and (c) it must regulate this activity in relation to certain norms (normativity). We find that even minimal forms of proto-cellular systems can already provide a paradigmatic example of genuine agency. By abstracting away some specific details of minimal models of living agency we define the kind of organization that is capable of meeting the required conditions for agency (which is not restricted to living organisms). On this basis, we define agency as an autonomous organization that adaptively regulates its coupling with its environment and contributes to sustaining itself as a consequence. We find that spatiality and temporality are the two fundamental domains in which agency spans at different scales. We conclude by giving an outlook for the road that lies ahead in the pursuit of understanding, modeling, and synthesizing agents. [ABSTRACT FROM AUTHOR]
- Published
- 2009
- Full Text
- View/download PDF
23. On the Collective Nature of Human Intelligence.
- Author
-
Pentland, Alex
- Subjects
COGNITIVE science ,INTELLECT ,SOCIAL networks ,ARTIFICIAL intelligence ,HUMAN behavior - Abstract
A fundamental assumption of cognitive science is that the individual is the correct unit of analysis for understanding human intelligence. I present evidence that this assumption may have limited utility, that the social networks containing the individuals are an important additional unit of analysis, and that this "network intelligence" is significantly mediated by non-linguistic processes. Across a broad range of situations these network effects typically predict 40% or more of the variation in human behavior. [ABSTRACT FROM AUTHOR]
- Published
- 2007
- Full Text
- View/download PDF
24. Sequential Retrieval and Inhibition of Parallel (Re)Activated Representations: A Neurocomputational Comparison of Competitive Queuing and Resampling Methods.
- Author
-
Davelaar, Eddy J.
- Subjects
COGNITIVE psychology ,COGNITIVE science ,ALZHEIMER'S disease ,HUNTINGTON disease ,ARTIFICIAL intelligence - Abstract
Sequential behavior is observed in various domains of cognitive psychology, including free recall paradigms. In this article, within a neurocomputational framework, resampling (RS) mechanisms are compared with competitive queuing (CQ) mechanisms. While both types of implementations select the most active representation, the subsequent inhibition is at the level of selection for RS models and at the level of (re)activation for CQ models. It is shown that despite the overwhelming success of CQ models in serial recall (with regard to types of sequencing error) RS models outperform CQ models with regard to inter-response times in a free recall task. Additional analyses show that decay of response suppression reduces the difference between the models. The RS model is sensitive to the size of the search set and accounts for memory selection performance in patients with Alzheimer's dementia or Huntington's disease. Finally, a non-mnemonic clustering behavior is observed, which is related to the dynamical process of the selection mechanism. [ABSTRACT FROM AUTHOR]
- Published
- 2007
- Full Text
- View/download PDF
25. Principles of Minimal Cognition: Casting Cognition as Sensorimotor Coordination.
- Author
-
van Duijn, Marc, Keijzer, Fred, and Franken, Daan
- Subjects
COGNITIVE science ,COGNITION ,PSYCHOLOGY ,PHYLOGENY ,PROKARYOTES ,ESCHERICHIA coli ,NERVOUS system ,SENSORIMOTOR integration - Abstract
Within the cognitive sciences, cognition tends to be interpreted from an anthropocentric perspective, involving a stringent set of human capabilities. Instead, we suggest that cognition is better explicated as a much more general biological phenomenon, allowing the lower bound of cognition to extend much further down the phylogenetic scale. We argue that elementary forms of cognition can already be witnessed in prokaryotes possessing a functional sensorimotor analogue of the nervous system. Building on a case-study of the Escherichia coli bacterium and its sensorimotor system, the TCST- system, we home in on the characteristics of minimal cognition, and distinguish it from more basic forms of ontogenetic adaptation. In our view, minimal cognition requires an embodiment consisting of a sensorimotor coupling mechanism that subsumes an autopoietic organization; this forms the basis of the growing consensus that the core of cognition revolves around sensorimotor coupling. We discuss the relevance of our interpretation of minimal cognition for the study of cognition in general. [ABSTRACT FROM AUTHOR]
- Published
- 2006
- Full Text
- View/download PDF
26. On What Makes Certain Dynamical Systems Cognitive: A Minimally Cognitive Organization Program.
- Author
-
Barandiaran, Xabier and Moreno, Alvaro
- Subjects
COGNITIVE science ,COGNITION ,SENSORIMOTOR integration ,AUTONOMY (Psychology) ,DEVELOPMENTAL psychology ,ADAPTABILITY (Personality) - Abstract
Dynamicism has provided cognitive science with important tools to understand some aspects of ‘how cognitive agents work’ but the issue of ‘what makes something cognitive’ has not been sufficiently addressed yet and, we argue, the former will never be complete without the latter. Behavioristic characterizations of cognitive properties are criticized in favor of an organizational approach focused on the internal dynamic relationships that constitute cognitive systems. A definition of cognition as adaptive-autonomy in the embodied and situated neurodynamic domain is provided: the compensatory regulation of a web of stability dependencies between sensorimotor structures is created and preserved during a historical/developmental process. We highlight the functional role of emotional embodiment: internal bioregulatory processes coupled to the formation and adaptive regulation of neurodynamic autonomy. Finally, we discuss a ‘minimally cognitive behavior program’ in evolutionary simulation modeling suggesting that much is to be learned from a complementary ‘minimally cognitive organization program’. [ABSTRACT FROM AUTHOR]
- Published
- 2006
- Full Text
- View/download PDF
27. Incremental Development of Adaptive Behaviors using Trees of Self-Contained Solutions.
- Author
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Dahl, Torbjørn Semb and Giraud-Carrier, Christophe
- Subjects
ARTIFICIAL intelligence ,ROBOT control systems ,ROBOT dynamics ,CONTROL theory (Engineering) ,COGNITIVE science ,SELF-organizing systems - Abstract
We present a methodology for incremental development of complex adaptive behaviors in robots. The methodology decomposes a given root strategy into a tree of self-contained supporting strategies that can be fully implemented and tested before the next strategy is added. The methodology also uses comparative performance tests for each new strategy relative to its predecessor. The methodology assumes the use of skill modules that can be shared by multiple behavioral layers and produces learning mechanisms that are highly specialized and context dependent. Two example applications of the methodology are presented using simulated robots in the domains of foraging/mapping and conflict resolution. The examples are implemented by hand using a decomposed model of behavior that allows skill modules to be shared while retaining a unique representation of each strategy for excitation and inhibition. Finally, we discuss how the solutions produced using this methodology differ from existing behavior-based solutions. [ABSTRACT FROM AUTHOR]
- Published
- 2005
- Full Text
- View/download PDF
28. How Hierarchical Control Self-organizes in Artificial Adaptive Systems.
- Author
-
Paine, Rainer W. and Tani, Jun
- Subjects
SELF-organizing systems ,ARTIFICIAL intelligence ,ARTIFICIAL neural networks ,COGNITIVE science ,MACHINE theory - Abstract
Diverse, complex, and adaptive animal behaviors are achieved by organizing hierarchically structured controllers in motor systems. The levels of control progress from simple spinal reflexes and central pattern generators through to executive cognitive control in the frontal cortex. Various types of hierarchical control structures have been introduced and shown to be effective in past artificial agent models, but few studies have shown how such structures can self-organize. This study describes how such hierarchical control may evolve in a simple recurrent neural network model implemented in a mobile robot. Topological constraints on information flow are found to improve system performance by decreasing interference between different parts of the network. One part becomes responsible for generating lower behavior primitives while another part evolves top-down sequencing of the primitives for achieving global goals. Fast and slow neural response dynamics are automatically generated in specific neurons of the lower and the higher levels, respectively. A hierarchical neural network is shown to outperform a comparable single-level network in controlling a mobile robot. [ABSTRACT FROM AUTHOR]
- Published
- 2005
- Full Text
- View/download PDF
29. Power Tools Needed for the Dynamical Toolbox.
- Author
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Koehnle, Thomas J. and Schank, Jeffrey C.
- Subjects
BEHAVIOR ,COGNITION ,HEURISTIC ,COGNITIVE science ,COGNITIVE psychology - Abstract
Examines the use of the dynamical systems theory in the study of cognition. Interactions between the numerous components of biological systems; Features of the Heuristic rules; Indication for the evolution of behavior and cognition.
- Published
- 2003
- Full Text
- View/download PDF
30. Emergence of Adaptive Searching Rules from the Dynamics of a Simple Nonlinear System.
- Author
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Nepomnyashchikh, Valentin A. and Podgornyj, Konstantin A.
- Subjects
ADAPTABILITY (Personality) ,BEHAVIOR ,DYNAMICS ,COGNITION ,COGNITIVE science ,NONLINEAR systems - Abstract
Various organisms share certain basic rules for a searching behavior. We hypothesize that these rules may emerge from basic properties of nonlinear systems as a whole, rather then being evolved from a scratch gradually. In order to support this hypothesis, we have developed a virtual agent that consists of three simple nonlinear oscillators. These oscillators are driven by an internal noise, which results in phase transitions in their activity. External stimuli modify the activity via sensors and food consumption. The interaction among the activity of oscillators and external influences give rise to an emergence of searching rules that are similar to those shared by various organisms, thus favoring this hypothesis. The hypothesis can be verified further by investigating various types of nonlinear systems in different environments. [ABSTRACT FROM AUTHOR]
- Published
- 2003
- Full Text
- View/download PDF
31. Making Decisions does not Suffice for Minimal Cognition.
- Author
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Keijzer, FredA
- Subjects
COGNITIVE science ,COGNITIVE psychology ,COGNITION ,BEHAVIOR - Abstract
Presents a commentary to the article written by Randall Beer which studies the idolized models of minimally cognitive behavior. Major players in developing a radical embodied, situated and dynamical perspective on cognition; Criteria for deciding on cognition; Inclusion of the basic issues of conceptual development.
- Published
- 2003
- Full Text
- View/download PDF
32. Towards a Cognitive Robotics.
- Author
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Clark, Andy
- Subjects
COGNITIVE science ,PROPRIOCEPTION ,ROBOTICS - Abstract
Details the internal representations and transition processes of cognitive science and its application to robotic systems. Demonstration of a proprioceptive feedback process using the arm/hand system; Proprioceptive tracts; De-bugging minimal robust representationalism; Complications; Views on cognitivism and representationalism.
- Published
- 1999
- Full Text
- View/download PDF
33. Radical enactivism, Wittgenstein and the cognitive gap
- Author
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Victor Loughlin
- Subjects
Computer. Automation ,Enactivism ,Cognitive science ,Behavioral Neuroscience ,Sociology ,Embodied cognition ,Psychology ,Experimental and Cognitive Psychology ,Cognition ,Content (Freudian dream analysis) - Abstract
REC or radical enactive (or embodied) cognition involves the claim that certain forms of mentality do not involve informational content and are instead to be equated with temporally and spatially extended physical interactions between an agent and the environment. REC also claims however that other forms of mentality do involve informational content and are scaffolded by socially and linguistically enabled practices. This seems to raise what can be called a cognitive gap question, namely, how do non-contentful behaviours give rise to contentful behaviours? In this paper, I show how REC can tackle a certain understanding of this question. I argue that if REC were to endorse claims made by the later Wittgenstein, then REC could deny that there is any (synchronous) gap in our intelligent behaviour.
- Published
- 2014
34. Learning by appraising: an emotion-based approach to intrinsic reward design
- Author
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Francisco S. Melo, Ana Paiva, and Pedro Sequeira
- Subjects
Cognitive science ,business.industry ,Process (engineering) ,media_common.quotation_subject ,Autonomous agent ,Experimental and Cognitive Psychology ,Behavioral Neuroscience ,Perception ,Feature (machine learning) ,Reinforcement learning ,Intrinsic motivation ,Artificial intelligence ,business ,Psychology ,Set (psychology) ,Construct (philosophy) ,media_common - Abstract
In this paper, we investigate the use of emotional information in the learning process of autonomous agents. Inspired by four dimensions that are commonly postulated by appraisal theories of emotions, we construct a set of reward features to guide the learning process and behaviour of a reinforcement learning (RL) agent that inhabits an environment of which it has only limited perception. Much like what occurs in biological agents, each reward feature evaluates a particular aspect of the (history of) interaction of the agent history with the environment, thereby, in a sense, replicating some aspects of appraisal processes observed in humans and other animals. Our experiments in several foraging scenarios demonstrate that by optimising the relative contributions of each reward feature, the resulting “emotional” RL agents perform better than standard goal-oriented agents, particularly in consideration of their inherent perceptual limitations. Our results support the claim that biological evolutionary adaptive mechanisms such as emotions can provide crucial clues in creating robust, general-purpose reward mechanisms for autonomous artificial agents, thereby allowing them to overcome some of the challenges imposed by their inherent limitations.
- Published
- 2014
35. But Will it Scale Up? Not Without Representations.
- Author
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Edelman, Shimon
- Subjects
COGNITION ,COMPREHENSION ,COGNITIVE science ,COGNITIVE psychology - Abstract
Presents a perspective regarding the explanatory benefits of representation in understanding cognition. Distinct levels of understanding; Basic requirement from representations; Components of the theoretical platform.
- Published
- 2003
- Full Text
- View/download PDF
36. Are There Tools to Build a Complex Dynamical Agent? Reply to Comments.
- Author
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Nepomnyashchikh, Valentin A. and Podgornyj, Konstantin A.
- Subjects
COGNITION ,BEHAVIOR ,COGNITIVE science ,COGNITIVE psychology - Abstract
Presents a perspective for developing a theoretical basis for the design of complex agents for cognition. Limitations of simple dynamics and simple agents; Complex dynamics and tractability of parametrically coupled maps; Inclusion of the events that shown consequences of external perturbation of these networks.
- Published
- 2003
- Full Text
- View/download PDF
37. Forces, Fields, and the Role of Knowledge in Action.
- Author
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Clark, Andy
- Subjects
COGNITIVE science ,COGNITIVE psychology ,COGNITION ,BEHAVIOR - Abstract
Presents a perspective to the article of Randall Beer which studies the idolized models of minimally cognitive behavior published in the 2003 issue of the "Adaptive Behavior" journal. Role of situated action in cognition; Factors and forces in the production of intelligent behavior; Implications of the gap between behavior and judgment.
- Published
- 2003
- Full Text
- View/download PDF
38. Do sensorimotor dynamics extend the conscious mind?
- Author
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Ken Pepper
- Subjects
Cognitive science ,Interpretation (philosophy) ,media_common.quotation_subject ,Experimental and Cognitive Psychology ,The Extended Mind ,Internalism and externalism ,Cognition ,Enactivism ,Behavioral Neuroscience ,Embodied cognitive science ,Consciousness ,Psychology ,Parallels ,media_common - Abstract
According to the extended conscious mind thesis (ECM), the physical basis of consciousness is not confined exclusively to the brain, but extends beyond it via sensorimotor dynamics. ECM is enjoying growing support among philosophers inspired by developments in enactive and embodied cognitive science. ECM has obvious parallels with the extended mind thesis (EM), according to which the physical basis of cognition is likewise not confined to the brain. However, EM’s originator and most prominent defender, Andy Clark, argues that EM theorists can and should reject ECM, and offers an alternative internalist account, which admits a causal but non-constitutive role for sensorimotor dynamics. In this paper, I examine how well this claim fits with some of the key commitments of EM, and the implications for the EM theorist who wishes to deny ECM. I argue that Clark’s position – ECM-rejecting EM – is untenable, and defend the ECM interpretation of sensorimotor dynamics.
- Published
- 2013
39. Exorcising action oriented representations: ridding cognitive science of its Nazgûl
- Author
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Daniel D. Hutto
- Subjects
Value (ethics) ,Cognitive science ,media_common.quotation_subject ,05 social sciences ,Experimental and Cognitive Psychology ,Cognition ,050105 experimental psychology ,Sketch ,03 medical and health sciences ,Behavioral Neuroscience ,0302 clinical medicine ,Action (philosophy) ,Embodied cognition ,0501 psychology and cognitive sciences ,Worry ,Content (Freudian dream analysis) ,Psychology ,030217 neurology & neurosurgery ,Master argument ,media_common - Abstract
This paper reviews two main strategies for dealing with the threat posed by radically enactive/embodied cognition to traditional cognitive science. Both strategies invoke action oriented representations (AORs). They differ in emphasizing different features of AORs in their attempt to answer the REC threat – focusing on their contents and vehicles, respectively. The first two sections review the central motivations and rationales driving the ‘content’ and ‘format’ strategies in turn and raise initial concerns about the tenability of each. With respect to the ‘content’ strategy, these worries ought to make us suspicious about the explanatory value of positing AORs. Although the ‘format’ strategy has a way of answering this concern, it raises a more fundamental worry about the motivation for even believing in AORs in the first place. Although these worries cast doubt on the feasibility of invoking AORs as a means of dealing with the REC threat, they do not constitute conclusive reasons for eliminating AORs altogether. There are other, stronger reasons for supposing that we should. The third section provides a sketch of a master argument, developed elsewhere, which makes that case in full dress fashion. The final section – ‘Resurrection?’ – considers and rejects the possibility that AORs might be resurrected, even if it is agreed that the master argument cited in the third section succeeds.
- Published
- 2013
40. Enactive cognitive science: revisionism or revolution?
- Author
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Mario Villalobos
- Subjects
Cognitive science ,Autopoiesis ,media_common.quotation_subject ,Interpretation (philosophy) ,Perspective (graphical) ,Identity (social science) ,Experimental and Cognitive Psychology ,Context (language use) ,Behavioral Neuroscience ,Perception ,Cybernetics ,Psychology ,Second-order cybernetics ,media_common - Abstract
The enactive approach is usually associated with a revolutionary project that aims to transform in a radical way our understanding of mind and cognition. Bold theoretical moves such as the rejection of cognitive representations or the assumption of a deep continuity between life and mind, among other enactive ideas, justify this perception. Nonetheless, when we assume a broader historical perspective, including the long cybernetic tradition that preceded the emergence of cognitive sciences, the image of the enactive approach looks different. Put in the context of the paradigmatic shift that took place between first-order and second-order cybernetics, especially in the case of Maturana’s autopoietic theory, the enactive paradigm, so I will try to show in this work, appears rather like a conservative or revisionist project. Better said, it appears as a slightly hybrid paradigm, wherein original and progressive elements coexist with revisionist components. The paper aims to offer an alternative interpretation of the enactive approach and contribute to a better understanding of its identity as a research program, its present and its possible future challenges.
- Published
- 2013
41. From adaptive behavior to human cognition: a review of Enaction
- Author
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Tom Froese
- Subjects
Cognitive science ,Reinterpretation ,Behavioral Neuroscience ,Appropriation ,Motor cognition ,Functionalism (philosophy of mind) ,Mental representation ,Experimental and Cognitive Psychology ,Cognition ,Psychology - Abstract
Critics of the paradigm of enaction have long argued that enactive principles will be unable to account for the traditional domain of orthodox cognitive science, namely “higher-level” cognition and specifically human cognition. Moreover, even many of the paradigm’s “lower-level” insights into embodiment and situatedness appear to be amenable to a functionalist reinterpretation. In this review, I show on the basis of the recently published collection of papers, Enaction, that the paradigm of enaction has (a) a unique foundation in the notion of sense-making that places fundamental limits on the scope of functionalist appropriation; (b) a unique perspective on higher-level cognition that sets important new research directions without the need for the concept of mental representation; (c) a new concept of specifically human cognition in terms of second-order sense-making; and (d) a rich variety of approaches to explain the evolutionary, historical, and developmental origins of this sophisticated human ability. I also indicate how studies of the role of embodiment for abstract human cognition can strengthen their position by reconceiving their notion of embodiment in enactive terms.
- Published
- 2012
42. The Inferential Transmission of Language
- Author
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Smith, Andrew D M
- Subjects
Language identification ,Language change ,Computer science ,Inference ,Experimental and Cognitive Psychology ,Meaning inference ,computer.software_genre ,Language evolution ,01 natural sciences ,010305 fluids & plasmas ,030507 speech-language pathology & audiology ,03 medical and health sciences ,Behavioral Neuroscience ,0103 physical sciences ,Cognitive science ,business.industry ,Object language ,Comprehension approach ,Bootstrapping (linguistics) ,Language acquisition ,Artificial intelligence ,0305 other medical science ,business ,Cultural transmission ,Cross-situational learning ,computer ,Natural language processing ,Meaning (linguistics) - Abstract
Language is a symbolic, culturally transmitted system of communication, which is learnt through the inference of meaning. In this paper, I describe the importance of meaning inference, not only in language acquisition, but also in developing a unified explanation for language change and evolution. Using an agent-based computational model of meaning creation and communication, I show how the meanings of words can be inferred through disambiguation across multiple contexts, using cross-situational statistical learning. I demonstrate that the uncertainty inherent in the process of meaning inference, moreover, leads to stable variation in both conceptual and lexical structure, providing evidence which helps to explain how language changes rapidly without losing communicability. Finally, I describe how an inferential model of communication may provide important theoretical insights into plausible explanations of the bootstrapping of, and the subsequent progressive complexification of, cultural communication systems.
- Published
- 2005
43. The evolution and function of play
- Author
-
Jeffrey C. Schank
- Subjects
Cognitive science ,Resource dependence theory ,Natural selection ,Process (engineering) ,media_common.quotation_subject ,Experimental and Cognitive Psychology ,Behavioral Neuroscience ,Instinct ,Unexpected events ,Conceptual framework ,Psychology ,Empirical evidence ,Function (engineering) ,media_common - Abstract
The question of why some animals play has received serious scientific attention since Herbert Spencer (1872) published the first theory of the origin of play in his The Principles of Psychology. Spencer thought that play occurs when an animal builds up excess energy in its brain, which is then discharged as frivolous play behavior that imitates the animal’s functional behaviors. Groos (1898), in the first book dedicated to animal play, argued that Spencer’s imitative theory could not explain why young animals play because they lack adult functional behaviors to imitate. Spencer then argued that a more plausible version of the excess energy theory would assert that frivolous play behaviors are instead instinctive behaviors discharged when excess energy is sufficiently high. Groos, however, did not believe that any excess energy theory of frivolous play was empirically or theoretically adequate. Empirical observations suggested that young animals play even when fatigued and therefore do so while lacking excess energy. Theoretically, Groos could not accept the idea that play is merely frivolous; play must be favored by natural selection in order to evolve. Groos instead proposed an adaptive theory of play, which postulated that animals inherit partial or incomplete instincts. Play by young animals allows them to practice incomplete instinctive behaviors, which over developmental time become adult functional behaviors. Thus, in Groos’ adaptive theory of play, the function of play is practice and its adaptive benefit is the development of adult functional behaviors. Today, although the details of both theories are not seriously entertained, the broad perspectives of frivolous versus adaptive play still frame the debate. In 2010, Gordon Burghardt and Sergio Pellis proposed a series of workshops on the evolution of play, which were sponsored by the National Institute of Mathematical and Biological Synthesis (NIMBioS) and held from 2011 to 2013. The aim of these NIMBioS workshops was to develop computational and mathematical models of the evolution and mechanisms of play with the aim developing a clearer and integrative understanding of the conditions under which play could evolve. The papers in this issue represent the first systematic use of computational and mathematical models to investigate the theoretical and empirical origins of play. Pellis, Palagi, Burghard, and Mangle, in this issue, present a conceptual framework for understanding the evolution and mechanisms of play. A problem for purely adaptive approaches to the evolution of play is that play is sparsely distributed across animal phyla. Play has been identified in only five of 30 different phyla and most species that play are mammals (Burghardt, 2005). If play as practice is essential for completing or fine-tuning adult functional behaviors during development, then play should be more common across phyla. In part to address this problem, they distinguish three types of play processes: primary, secondary, and tertiary. Primary process play is the most basic and expressed during an animal’s development, it just satisfies criteria for play, and may not be adaptive. Once primary process play has evolved, it may be evolutionarily co-opted to serve adaptive functions in secondary and tertiary process play. The distinction between these different processes or levels of play integrates essential elements of the two nineteenth century views on the origin of play previously discussed. When there is resource abundance (i.e., surplus resource theory; SRT; Burghardt, 1984, 2005), primary process play may initially evolve without adaptive benefit. Once established, selection can co-opt primary process play to transform it into adaptive secondary and tertiary process play, which have adaptive benefits. This suggests that play is phylogenetically rare because initially it is typically not adaptive and requires resource abundance to evolve. Alternatively, primary process play could be adaptive as argued by Spinka, Newberry, and Bekoff (2001). They theorized that primary process play functions to build a repertoire of behavioral responses to unexpected events. Interestingly, Cully, Clune, Tarapore
- Published
- 2015
44. Minds and Cultures: Particle Swarm Implications For Beings in Sociocognitive Space
- Author
-
James Kennedy
- Subjects
Cognitive science ,Social psychology (sociology) ,Social intelligence ,Human intelligence ,05 social sciences ,050109 social psychology ,Experimental and Cognitive Psychology ,Social learning ,050105 experimental psychology ,Social relation ,Behavioral Neuroscience ,Law of effect ,Reinforcement learning ,0501 psychology and cognitive sciences ,Psychology ,Social psychology ,Social influence - Abstract
Particle swarm theory suggests that both minds and cultures are effects of local social interaction. This paper proposes a social-psychological view of intelligence as immerging from culture, which emerges from social interaction. A framework for the depiction of mental states is presented, and the optimizing effect of social interaction is demonstrated. Simulated beings called eleMentals are shown to be able to find optimal regions in their NK-landscape minds through an algorithm com prising two terms: a "Law of Effect" term that represents reinforcement learning, or learning from experience, and a social influence term. The model is consistent with social-psychological data and theory, and the results support a hypothesis that human sociality may be in part responsible for human intelligence.
- Published
- 1999
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