Title: What is Cognitive Science?
1What is Cognitive Science?
- is the interdisciplinary study of mind and
intelligence, embracing philosophy, psychology,
artificial intelligence, neuroscience,
linguistics, and anthropology
(Stanford Encyclopedia of Philosophy) http//plato
.stanford.edu/entries/cognitive-science/
2Practical Value
- Education
- Intelligent tutoring systems
- Automatically grading exams
- Legal
- Distinguishing between true and false memories
- Evaluating line-ups
- Sales
- Understanding beliefs and desires
- Information technology
- Search engines
- Building intelligent systems
- Cognitive scientists might have some things to
say about these issues.
3Most cognitive scientists are cognitive
psychologists, computer scientists, or cognitive
neuroscientists
(from Schunn et al. 2005)
4Understanding
Computation
To understand how
Computer Science/
the brain works
Artificial
I
ntelligence
Neuroscience
Interdisciplinary
study of intelligent behavior
To understand
For behavioral data in
Cognitive
limits
of theories
various tasks mental representations and
processes
Science
Philosophy
Cognitive Psychology
To understand
Linguistics
structure of
language
We will focus mostly on insights from Cognitive
Psychology
5Areas of Study
- Cognitive psychology/science is about studying
internal processes that are often unobservable,
e.g. - Perception, Attention, Memory, Visual Imagery,
Language, Concept Learning, Reasoning - Need converging evidence from different
perspectives to really understand cognitive
processes
?
6Levels of Analysis
- Implementational
- Where does mental activity take place in the
brain? - How is processing actually done with neural
activity? - Algorithmic
- What is the abstract representation for input and
output? - What stages are used to process information?
- (Information processing level)
- Computational
- Why does the algorithm work well?
- What is the goal or purpose of the computation?
(Marr, 1982)
7Levels of Analysis Example
8Cognitive Neuroscience
- the study of the relation between cognitive
processes and brain activities - Potential to measure some hidden processes that
are part of cognitive theories (e.g. memory
activation, attention, insight) - Measuring when and where activity is happening.
Different techniques have different strengths
tradeoff between spatial and temporal resolution
9Information Processing
- Information processing models resemble processing
in computers made cognitive psychology popular - Idea is that information is processed in a number
of stages - The major goal of information processing research
is to - identify those processes
- identify how information is represented
10Types of Processing
- Bottom-up processing
- Top-down processing
- Parallel processing
- Serial processing
11An early version of the information-processing
approach? purely bottom up or stimulus-driven
12A Demonstration of Top-Down Processing
13Top-down processing perception affected by
knowledge of world
Why do we seem to have a fairly robust
interpretation of which shapes are concave and
convex when the perceptual information is
perfectly ambiguous? -gt perception affected by
knowledge
(Kleffner Ramachandran, 92)
14Top down processing perception affected by memory
- First time, sine wave speech sounds
incomprehensible (to most) - After hearing the natural utterance, perception
of sine-wave speech seems to be quite different
http//psiexp.ss.uci.edu/research/teachingP140C/de
mos/sinewavespeech.aif
"The steady drip is worse than a drenching rain."
http//psiexp.ss.uci.edu/research/teachingP140C/de
mos/naturalutterance.aif
(for more info http//www.haskins.yale.edu/haskin
s/MISC/SWS/SWS.html)
15Sound Induced Illusory Flashes
- Example of parallel and interactive processing
visual perception affected by auditory perception
- http//www.cns.atr.jp/kmtn/soundInducedIllusoryFl
ash2/
16Top-down processingLater stages of processing
affect earlier stages? can explain effects of
Knowledge, memory, expectations and context
17Parallel vs. Serial Processing
- To illustrate the difficulty of distinguishing
between serial and parallel processing, consider
the Sternberg task - Goal what steps are involved in comparing
information to memory? How long do these steps
take? - Task
- give subjects memory sets. E.g. 3 9 7
- Probe memory with targets and foil digits 9
yes, 6no. Measure reaction time. - Vary the size of these memory sets
18Typical Sternberg Results
- Plot reaction time as function of memory set size
and type of trial (targets/foils) - What are the implications of seeing a linear
increase in reaction time as a function of memory
set?
19A serial information processing model for
Sternberg task
Make Decision
Is it a 7?
Perceive Stimulus
Is it a 3?
Is it a 9?
yes
9
This serial information processing model predicts
a linear increase
20A parallel information processing model for
Sternberg task
Is it a 3?
Perceive Stimulus
9
Make Decision
Is it a 9?
yes
Is it a 7?
This parallel information processing model also
predicts a linear increase
21Identifiability
- Sometimes, behavioral results do not allow
processes and representations to be uniquely
identified (e.g. Sternberg task) - Identifiability refers to the ability to specify
the correct combination of representations and
processes used to accomplish a task
22How can we tell models/theories apart?
- Need converging evidence to tell theories apart
- More behavioral data
- Data from cognitive neuroscience
- Data from neuropsychology
23Note
- Please read book
- to review major brain structures and their
functions - to review brain imaging techniques
- See also additional PowerPoint slides available
on class website