| Cognitive Science
Cognitive science is usually defined as the scientific study either
of mind or of intelligence (e.g. Luger 1994). Practically every
introduction to cognitive science also stresses that it is highly
interdisciplinary; it is often said to consist of, take part in,
and collaborate with psychology (especially cognitive psychology),
artificial intelligence, linguistics and psycholinguistics, philosophy
(especially philosophy of mind), neuroscience, logic, robotics,
anthropology and biology (including biomechanics).
Overview
Cognitive science tends to view the world outside the mind much
as other sciences do; thus it has an objective, observer-independent
existence. Cognitive science is usually seen as compatible with
and interdependent with the physical sciences, and makes frequent
use of the scientific method, as well as simulation or modeling,
often comparing the output of models with aspects of human behavior.
Still, there is much disagreement about the exact relationship between
cognitive science and other fields, and the inter-disciplinary nature
of cognitive science is largely both unrealized and circumscribed.
Cognitive science has much to its credit. Among other accomplishments,
it has given rise to models of human cognitive bias and risk perception,
and has been influential in the development of behavioral finance,
part of economics. It has also given rise to a new theory of the
philosophy of mathematics, and many theories of artificial intelligence,
persuasion and coercion. It has made its presence firmly known in
philosophy of language and epistemology - a modern revival of rationalism
- as well as constituting a substantial wing of modern linguistics.
Cognitive science?
The term "cognitive" in "cognitive science"
is "used for any kind of mental operation or structure that
can be studied in precise terms." (Lakoff and Johnson, 1999)
This conceptualization is very broad, and should not be confused
with how "cognitive" is used in some traditions of analytic
philosophy, where "cognitive" has to do only with formal
rules and truth conditional semantics. (Nonetheless, that interpretation
would bring one close to the historically dominant school of thought
within cognitive science on the nature of cognition - that it is
essentially symbolic, propositional, and logical.)
The earliest entries for the word "cognitive" in the
OED take it to mean roughly pertaining to "to the action or
process of knowing". The first entry, from 1586, shows the
word was at one time used in the context of discussions of Platonic
theories of knowledge. Most in cognitive science, however, presumably
do not believe their field is the study of anything as certain as
the knowledge sought by Plato.
Philosophy
Many but not all who consider themselves cognitive scientists
have a functionalist view of mind/intelligence, which means that,
at least in theory, they study mind and intelligence from the perspective
that these attributes could perhaps (at least someday) be properly
attributed not only to human beings but also to, say, other animal
species, alien life forms or particularly advanced computer sytems.
This perspective is one of the reasons the term "cognitive
science" is not exactly coextensive with neuroscience, psychology,
or some combination of the two.
Theories
- Dualism
- Materialism
- Functionalism
- Mind/brain identity
- Quantum mind
- Modularity
of Mind
Mind/brain identity theory
The mind/brain identity theory is the idea that, whatever "mind"
and "intelligence" are, they are rooted strictly in the
brain, and do not make use of, depend on, or interact with anything
non-physical. Nonetheless, there is reasonable consensus that there
is sense in talking about the organization of the mind without talking
about the organization of the brain, and that cognitive scientists
are not simply neuroscientists. Often the justification for this
takes place by reference to different levels of analysis. A cognitive
scientist is likely to assert that what he says about reasoning
is true at the symbolic level of abstraction, while what the neuroscientist
says is true at the physical level implementing the symbolic level
(much like a computer as a physical object implements a virtual
machine on which a word-processor runs). An exploration of this
is found in the Chinese Room argument, which proposes a gedanken
experiment to elucidate potential loci for "cognition".
Quantum mind theory
There exist several different quantum models of mind. In one class,
the brain is considered a quantum machine; in another, the brain
is a classical machine that reduces the universal consciousness
function.
Psychology
Particular subtopics of cognitive science arguably include perception,
attention, consciousness and memory. However, these are all long
established fields within psychology, and there is a constant risk
that cognitive scientists will merely reinvent discarded psychological
analyses under a new vocabulary.
As described, cognitive science is an expansive field. However,
it should be recognized that cognitive science is not equally concerned
with every topic which might bear on the nature and operation of
the mind or intelligence. Social and cultural factors, emotion,
consciousness, animal cognition, comparative and evolutionary approaches
are frequently de-emphasized or excluded outright, often on the
basis of key philosophical conflicts. Some within the cognitive
science community, however, consider these to be vital topics, and
advocate the importance of investigating them.
Experimental methods
- Reaction time: The time between the presentation of a stimulus
and an appropriate response can indicate differences between two
cognitive processes, and can indicate some things about their
nature. For example, if in a search task the reaction times vary
proportionally with the number of elements, then it is evident
that this cognitive process of searching involves serial and not
parallel processing.
- Psychophysics: Psychophysical experiments are an old psychological
technique which have been adopted by cognitive psychology. They
typically involve making judgements of some physical property,
e.g. the loudness of a sound. Correlation of subjective scales
between individuals can show cognitive or sensory biases as compared
to actual physical measurements.
• sameness judgements
for colors, tones, textures, etc.
• threshold differences
for colors, tones, textures, etc.
- Brain imagery: analyzing activity within the brain while performing
various cognitive tasks. Different types of imaging techniques
vary in their temporal (time-based) and spatial (location-based)
resolution.
a. EEG: Electroencephalography (EEG) measures the electrical
fields generated by large populations of neurons in the cortex
by placing a series of electrodes on the scalp of the subject.
This technique has an extremely high temporal resolution, but
a relatively poor spatial resolution.
b.fMRI: fMRI measures the relative amount of oxygenated blood
flowing to different parts of the brain. More oxygenated blood
in a particular region is correlated with an increase in neural
activity in that part of the brain. This allows us to localize
particular functions within different brain regions. fMRI has
moderate spatial and temporal resolution.
c.Positron emission tomography PET uses a radioactive isotope,
usually in the form of glucose, which is injected into the subject's
bloodstream and taken up by the brain. By observing which areas
of the brain take up the radioactive isotope, we can see which
areas of the brain are more active than others. PET has similar
spatial resolution to fMRI, but it has extremely poor temporal
resolution.
d.Optical imaging: This technique uses infrared transmitters
and receivers to measure the amount of light reflectance by
blood near different areas of the brain. Since oxygenated and
deoxygenated blood reflect light by different amounts, we can
study which areas are more active (those that have more oxygenated
blood). Optical imaging has moderate temporal resolution, but
poor spatial resolution. It also has the advantage that it is
extremely safe and can be used to study infants' brains.
- Scores/wins/losses in games
- Recording bodily movements in response to a task (e.g. walking
towards an object)
- Eye tracking: This methodology is used to study a variety of
cognitive processes, most notably visual perception and language
processing. The fixation point of the eyes is linked to an individual's
focus of attention. Thus, by monitoring eye movements, we can
study what information is being processed at a given time.
Key findings
(partial list)
Discovery of systemic human cognitive bias, usually credited to
Amos Tversky and Daniel Kahneman, 1967. Basis of behavioral finance.
Assertion of equivalence of Euler's identity (basis of complex
analysis in mathematics) with basic cognitive processes, George
Lakoff and Rafael E. Núñez, 2000. Basis of the cognitive
science of mathematics.
Theories
- Cognitive response theory
- Cognitive
dissonance theory
- Cognitive consistency theory
- ognitive
science of mathematics
- Propaganda
- Attitudes and Affection
Linguistics
Linguistics was traditionally studied as a part of the humanities,
including studies of history, art and literature. In the last fifty
years or so, more and more researchers have studied knowledge and
use of language as a cognitive phenomenon, the main problems being
how knowledge of language can be acquired and used, and what, precisely
it consists of. Linguists find that, on the one hand, humans—even
the young and the uneducated—form sentences in ways apparently
governed by very complicated rule systems. On the other hand, the
same people are remarkably inept at identifying the rules that lie
behind their own speech. Thus, linguists must resort to indirect
methods to determine what those rules might be. If speech is indeed
governed by rules, they appear to be opaque to any conscious consideration.
One framework, favored by Noam Chomsky, usually referred to as
generative grammar is that knowledge of language forms a separate
module of the mind/brain, while other frameworks, such as functional-cognitive
linguistics, hold that knowledge and use of language can be understood
in terms of general-purpose cognitive mechanisms. The debate is
still very much alive, and is ultimately an empirical question which
will require more research before it can be settled.
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