Conceptual Space
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A conceptual space is a geometric structure that represents a number of
quality Quality may refer to: Concepts *Quality (business), the ''non-inferiority'' or ''superiority'' of something *Quality (philosophy), an attribute or a property *Quality (physics), in response theory *Energy quality, used in various science discipli ...
dimension In physics and mathematics, the dimension of a Space (mathematics), mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any Point (geometry), point within it. Thus, a Line (geometry), lin ...
s, which denote basic features by which concepts and objects can be compared, such as
weight In science and engineering, the weight of an object is the force acting on the object due to gravity. Some standard textbooks define weight as a Euclidean vector, vector quantity, the gravitational force acting on the object. Others define weigh ...
,
color Color (American English) or colour (British English) is the visual perceptual property deriving from the spectrum of light interacting with the photoreceptor cells of the eyes. Color categories and physical specifications of color are associ ...
,
taste The gustatory system or sense of taste is the sensory system that is partially responsible for the perception of taste (flavor). Taste is the perception produced or stimulated when a substance in the mouth reacts chemically with taste receptor ...
,
temperature Temperature is a physical quantity that expresses quantitatively the perceptions of hotness and coldness. Temperature is measured with a thermometer. Thermometers are calibrated in various temperature scales that historically have relied o ...
, pitch, and the three ordinary spatial dimensions.Kriegeskorte, N., & Kievit, R. A. (2013). Representational geometry: Integrating cognition, computation, and the brain. ''Trends in Cognitive Sciences, 17''(8), 401–412. http://doi.org/10.1016/j.tics.2013.06.007 In a conceptual space, ''points'' denote objects, and ''regions'' denote concepts. The theory of conceptual spaces is a theory about
concept learning Concept learning, also known as category learning, concept attainment, and concept formation, is defined by Jerome Bruner, Bruner, Goodnow, & Austin (1967) as "the search for and listing of attributes that can be used to distinguish exemplars from ...
first proposed by
Peter Gärdenfors Björn ''Peter'' Gärdenfors (born 21 September 1949) is professor of cognitive science at the University of Lund, Sweden. Gärdenfors is a recipient of the Gad Rausing Prize (Swedish: ''Rausingpriset''). He received his doctorate from Lund Univ ...
.Foo, N. (2001). Conceptual Spaces—The Geometry of Thought. ''AI Magazine, 22''(1), 139–140. Retrieved fro

/ref> It is motivated by notions such as conceptual Similarity (psychology), similarity and
prototype theory Prototype theory is a theory of categorization in cognitive science, particularly in psychology and cognitive linguistics, in which there is a graded degree of belonging to a conceptual category, and some members are more central than others. It ...
. The theory also puts forward the notion that ''natural'' categories are
convex Convex or convexity may refer to: Science and technology * Convex lens, in optics Mathematics * Convex set, containing the whole line segment that joins points ** Convex polygon, a polygon which encloses a convex set of points ** Convex polytope ...
regions in conceptual spaces. In that if x and y are elements of a category, and if z is between x and y, then z is also likely to belong to the category. The notion of concept convexity allows the interpretation of the focal points of regions as category
prototypes A prototype is an early sample, model, or release of a product built to test a concept or process. It is a term used in a variety of contexts, including semantics, design, electronics, and software programming. A prototype is generally used to ...
. In the more general formulations of the theory, concepts are defined in terms conceptual similarity to their prototypes. Conceptual spaces have found applications in both cognitive modelling and
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech re ...
.Chella, A., & Frixione, M., & Gaglio, S.; (1997). A Cognitive Architecture for Artificial Vision. ''Artificial Intelligence, 89''(1), 73–111. http://doi.org/10.1016/S0004-3702(96)00039-2


See also

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Categorical perception Categorical perception is a phenomenon of perception of distinct categories when there is a gradual change in a variable along a continuum. It was originally observed for auditory stimuli but now found to be applicable to other perceptual modalit ...
*
Cognitive architecture A cognitive architecture refers to both a theory about the structure of the human mind and to a computational instantiation of such a theory used in the fields of artificial intelligence (AI) and computational cognitive science. The formalized mod ...
*
Color space A color space is a specific organization of colors. In combination with color profiling supported by various physical devices, it supports reproducible representations of colorwhether such representation entails an analog or a digital represent ...
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Commonsense reasoning In artificial intelligence (AI), commonsense reasoning is a human-like ability to make presumptions about the type and essence of ordinary situations humans encounter every day. These assumptions include judgments about the nature of physical objec ...
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Conceptual dependency theory Conceptual dependency theory is a model of natural language understanding used in artificial intelligence systems. Roger Schank at Stanford University introduced the model in 1969, in the early days of artificial intelligence. This model was exten ...
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Distributional semantics Distributional semantics is a research area that develops and studies theories and methods for quantifying and categorizing semantic similarities between linguistic items based on their distributional properties in large samples of language data. T ...
* Face space * Formal concept analysis * Frame semantics * Global workspace theory *
Image schema An image schema (both ''schemas'' and ''schemata'' are used as plural forms) is a recurring structure within our cognitive processes which establishes patterns of understanding and reasoning. As an understudy to embodied cognition, image schemas ar ...
* Phonetic space * Semantic space *
Similarity (philosophy) In philosophy, similarity or resemblance is a relation between objects that constitutes how much these objects are alike. Similarity comes in degrees: e.g. oranges are more similar to apples than to the moon. It is traditionally seen as an Relation ...
*
State space A state space is the set of all possible configurations of a system. It is a useful abstraction for reasoning about the behavior of a given system and is widely used in the fields of artificial intelligence and game theory. For instance, the toy ...
*
Vector space model Vector space model or term vector model is an algebraic model for representing text documents (and any objects, in general) as vectors of identifiers (such as index terms). It is used in information filtering, information retrieval, indexing and r ...
*
Visual space Visual space is the experience of space by an aware observer. It is the subjective counterpart of the space of physical objects. There is a long history in philosophy, and later psychology of writings describing visual space, and its relationship ...


Notes

Cognition Semantic relations {{psychology-stub