Simulating processes of concept formation and communication
@article{Honkela2008SimulatingPO, title={Simulating processes of concept formation and communication}, author={Timo Honkela and Ville K{\"o}n{\"o}nen and Tiina Lindh-Knuutila and Mari-Sanna Paukkeri}, journal={Journal of Economic Methodology}, year={2008}, volume={15}, pages={245 - 259} }
We propose a theoretical framework for modeling communication between agents that have different conceptual models of their current context. We describe how the emergence of subjective models of the world can be simulated and what the role of language and communication in that process is. We consider, in particular, the role of unsupervised learning in the formation of agents' conceptual models, the relative subjectivity of these models, and the communication and learning processes that lead…
23 Citations
Conceptual grounding of expertise
- Computer Science
- 2010
The perspective on communities of experts is extended to cover the wider context of socio-cognitive research, and sociocognitive research on the formation and use of expertise in relation to the modeling of concept formation, integration and use in human and artificial agents is discussed.
Modeling communities of experts - Conceptual grounding of expertise
- Computer Science
- 2009
The perspective on communities of experts is extended to cover the wider context of socio-cognitive research, and sociocognitive research on the formation and use of expertise in relation to the modeling of concept formation, integration and use in human and artificial agents is discussed.
Directions for E-science and Science 2.0 in Human and Social Sciences
- Education
- 2010
New developments towards extended use of information and communications technologies in science are discussed, specifically in linguistics and economics and some challenging epistemological issues are handled in detail.
VISUALIZING PRACTICE THEORY THROUG A SIMULATION MODEL
- Business
- 2007
Theories on human action are often either constructed in suc h a way that the emphasis is on the social or on the individual level. Especiall y within economics and consumer research, practice theory…
Bargaining over a common categorisation
- EconomicsSynthese
- 2015
This work model the process as a simple non-cooperative game and shows that this last equilibrium outcome is Pareto dominated by a cooperative solution that avoids retraction; that is, the unique equilibrium agreement may be inefficient.
Concept Learning for Safe Autonomous AI
- Biology, PsychologyAAAI Workshop: AI and Ethics
- 2015
Evidence suggesting that the human brain generates its concepts using a relatively limited set of rules and mechanisms suggests that it might be feasible to build AI systems that use similar criteria for generating their own concepts, and could thus learn similar concepts as humans do.
A cognitive and pragmatic account of innovation: domesticating the probiotic Gefilus in Finland
- Business
- 2011
Aalto University, P.O. Box 11000, FI-00076 Aalto www.aalto.fi Author Nina Janasik Name of the doctoral dissertation A cognitive and pragmatic account of innovation: domesticating the probiotic…
Subjects on objects in contexts: Using GICA method to quantify epistemological subjectivity
- Computer ScienceThe 2012 International Joint Conference on Neural Networks (IJCNN)
- 2012
The GICA method can be used, for instance, to support education of heterogeneous audiences, public planning processes and participatory design, conflict resolution, environmental problem solving, interprofessional and interdisciplinary communication, product development processes, mergers of organizations, and building enhanced knowledge representations in semantic web.
Knowledge Practices, Epistemic Technologies, and Pragmatic Web
- Computer ScienceI-SEMANTICS
- 2009
It is argued that, beyond knowledge acquisition and social participation, technology-mediated learning environments based on a semantic and pragmatic web have the potential for facilitating creation and advancement of knowledge.
Semioottisesti kyvykkäät koneet sovelluksineen
- Computer Science
- 2012
The main conclusion is that there are many possibilities for positive outcomes and deliberating consequences, opposite to the dark views often presented in association with intelligent technologies.
References
SHOWING 1-10 OF 85 REFERENCES
Framework for Modeling Partial Conceptual Autonomy of Adaptive and Communicating Agents
- Psychology
- 2003
We develop a framework for discussing the degree of conceptual autonomy of natural and artificial agents. We claim that aspects related to learning and communication necessitate adaptive agents that…
Simulating Meaning Negotiation Using Observational Language Games
- Computer ScienceEELC
- 2006
The emergence of associations between words and concepts using the self-organizing map is studied to explore the meaning negotiations among communicating agents and a shared lexicon emerges.
A new approach to class formation in multi-agent simulations of language evolution
- Computer ScienceProceedings International Conference on Multi Agent Systems (Cat. No.98EX160)
- 1998
An approach in which the creation of categories is part of the language formation process itself, and when an agent does not have a word for a particular object it is allowed to use the existing name of another object close to the original one as defined by an analogy function.
Cooperation, Conceptual Spaces and the Evolution of Semantics
- PsychologyEELC
- 2006
It is argued that the evolution of anticipatory cognition and theory of mind in the hominids opened up for cooperation about future goals that requires symbolic communication and an evolutionary scenario for the emergence of semantics is provided.
Establishing Communication Systems without Explicit Meaning Transmission
- BusinessECAL
- 2001
This paper investigates the development of experience-based meaning creation and explores the problem of establishing successful communication systems in a population of agents without reliance on phenomena not found in actual human language learning, such as the explicit transmission of meaning or the provision of reliable error feedback.
Neural Nets that Discuss: A General Model of Communication Based on Self-Organizing Maps
- Computer Science
- 1993
The advantages of unsupervised learning models, particularly Kohonen’s self-organizing maps, as a basis for intelligent communication between multiple agents are presented.
CONVEX MEANINGS AND EVOLUTIONARY STABILITY
- Biology
- 2006
The paper shows that this convexity criterion is a consequence of the evolutionary dynamics of language use, and argues the semantic domains that natural language deals with have a geometrical structure.
Reaching coherent color categories through communication
- Art
- 2001
The paper examines the formation of color categories and color terms in a population of autonomous individuals, i.e. simulated agents, and adds to the view that certain aspects of language behave as complex dynamic systems, benefiting from self-organization and cultural interactions.
Investigating social interaction strategies for bootstrapping lexicon development
- SociologyJ. Artif. Soc. Soc. Simul.
- 2003
Comparing three language game models that differ in the type of social interactions they use shows that the language games, which use either joint attention or corrective feedback as a source of contextual input are better capable of bootstrapping a lexicon than the game without such directed interactions.
Computational and evolutionary aspects of language
- Biology, Computer ScienceNature
- 2002
Understanding how darwinian evolution gives rise to human language requires the integration of formal language theory, learning theory and evolutionary dynamics.