Download Learning skills - Personal web pages for people of Metropolia

Survey
yes no Was this document useful for you?
   Thank you for your participation!

* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project

Document related concepts

Cognitive psychology wikipedia , lookup

Social learning in animals wikipedia , lookup

Neuroscience and intelligence wikipedia , lookup

Visual memory wikipedia , lookup

Artificial intelligence wikipedia , lookup

Adaptive memory wikipedia , lookup

Misattribution of memory wikipedia , lookup

Sparse distributed memory wikipedia , lookup

Limbic system wikipedia , lookup

Atkinson–Shiffrin memory model wikipedia , lookup

Dual process theory wikipedia , lookup

William Clancey wikipedia , lookup

Philosophy of artificial intelligence wikipedia , lookup

Enactivism wikipedia , lookup

Exceptional memory wikipedia , lookup

Artificial general intelligence wikipedia , lookup

De novo protein synthesis theory of memory formation wikipedia , lookup

Traumatic memories wikipedia , lookup

Socioeconomic status and memory wikipedia , lookup

Epigenetics in learning and memory wikipedia , lookup

Procedural memory wikipedia , lookup

Collective memory wikipedia , lookup

Metamemory wikipedia , lookup

Childhood memory wikipedia , lookup

Memory and aging wikipedia , lookup

Music-related memory wikipedia , lookup

Prenatal memory wikipedia , lookup

Holonomic brain theory wikipedia , lookup

Episodic-like memory wikipedia , lookup

Situated cognition wikipedia , lookup

Eyewitness memory (child testimony) wikipedia , lookup

Memory disorder wikipedia , lookup

Subvocalization wikipedia , lookup

Reconstructive memory wikipedia , lookup

Embodied cognitive science wikipedia , lookup

Neuroanatomy of memory wikipedia , lookup

Transcript
Learning skills, brain &
cognition
Jaana Holvikivi
2011
Contents
 Intelligence
and learning
 Brain and cognition
 Learning styles and cognitive skills
 Self-regulation
 Motivation
Teachers
Social interaction,
study group
Mediating
structures:
instruction, methods,
artefacts
Student
Information, knowledge
Learning as a
knowledge creation
process
Expert
community
Activity and
practice
Development of
expertise
Previous knowledge
and mental schemas
Guidance:
Metacognitive skills
and abilities,
motivation
Emotional states,
feelings,
physical wellbeing
Holvikivi
Advising of studies
and student support
Engineering expertise
Technical
skills
Knowledge
Social &
communication
skills
Management
skills
Problemsolving
Reasoning
Creativity
Motivation
Initiative
Attitudes
Learning Community:
Students & Teachers
Expert
community
Learning
through activity,
practice &
theory
Information
Mediating
artifacts
Methods
Engineering expertise
Technical
skills
Knowledge
Social &
communication
skills
Management
skills
Problemsolving
Reasoning
Creativity
Motivation
Initiative
Attitudes
Embodied cultural experience
Personal qualities
Personality, Feelings,
Reactions, Knowledge
Cognitive styles, skills
Learning approaches
Motivation
Metacognitive
skills,
Habits
Cultural schemas
Communication styles
Social relations
Attitudes
Relations to artifacts
LIFE
Learning Community:
Students & Teachers
Expert
community
Learning
through activity,
practice &
theory
Information
Mediating
artifacts
Methods
Engineering expertise
Technical
skills
Knowledge
Social &
communication
skills
Management
skills
Problemsolving
Reasoning
Creativity
Motivation
Initiative
Attitudes
Intelligence and expert
performance
IQ, general intelligence
 Linguistic
competence
 Reasoning
 Spatial ability
 Analytic and number skills
 General knowledge
 Visual & auditory processing
 Long-term storage and retrieval
 Working memory and processing speed
Views of intelligence
 Academic
success requires analytical
intelligence, GI
 Modern society versus instinctive behavior


evolution prepared us for natural
surroundings,
schooling prepares us for information society
 IQ
does not seem to predict expertise nor
does it predict the acquisition of complex
problem-solving competence
Successful intelligence
(R.Sternberg)
 analytical
intelligence,
 practical intelligence
 creative intelligence,
 ethical intelligence,
 executive processes to plan and control
activity are instrumental for successful
performance.
Multiple intelligences
 linguistic,
 bodily-kinesthetic,
 spatial,
 musical,
 logical-mathematical,
 intrapersonal,
 interpersonal,
 naturalist
intelligences
 emotional intelligence
Other views on intelligence
 Intelligent



action
as deciding what to do next;
if the environment is well-designed and wellknown to the person, intelligent action is
greatly facilitated.
people are not particularly good at tasks that
require abstract reasoning or intensive recall
but they excel at using resources in a
systematic but creative fashion to work their
way to solutions.
Other views on intelligence




The Cree in Canada (hunters):
 showing respect, self-control, and listening attentively
are essential parts of intelligent behavior, in addition
to good sense of direction, wisdom and a quick wit.
 Insensitivity, living like a white, and craziness were
seen as negative competences.
Chinese views of intelligence:
 focus on hard work and effort,
 intelligence is not a quality of a person but behavior.
The Japanese view of intelligence encompasses
 social competence such as one's ability to sympathize
with others.
African conceptions of intelligence focus on
 wisdom,
 trustworthiness and
 social attentiveness.
The acquisition of expert
performance as problem solving

Even the most talented individuals in a domain must
spend over ten years actively engaging in particular
practice activities (deliberate practice) that lead to
gradual improvements in skill and adaptation that
increase performance to achieve mastery.
 The acquisition of expert performance can be described
as a sequence of mastered challenges with increasing
levels of difficulty
 The mental representations of experts appear to be
qualitatively different from those of less skilled
individuals. It is not simply a difference in accumulated
knowledge about past experience.
 Expert – novice differences appear to reflect differential
ability to react to representative tasks and situations that
have never been previously encountered.
The acquisition of expert
performance



Comparison of several groups of professional musicians
representing different levels of achievement:
the most accomplished had spent more time in activities
classified as deliberate practice:
by the age of 20, the best musicians had spent over
10,000 hours practicing, which is 2,500 and 5,000 hours
more than two less accomplished groups, respectively,
and 8,000 hours more than amateur pianists of the same
age.
elite performers report a very high level of focus and
concentration during deliberate practice. Practice
sessions were limited to around one hour at a time;
maximal level of deliberate practice was found to be 4-5
hours when sustained daily for months and years.
Problem solving by experts and
novices







Experts possessed greater domain-specific knowledge
about a task that novices. Experts excelled mainly in
their own domains and did not have greater knowledge
or general problem-solving abilities.
Experts perceived meaningful patterns, redefined and
classified problems according to underlying principals.
They organize their knowledge more hierarchically
than novices.
Experts performed quickly because they took strategic
shortcuts.
Experts spent more time in analyzing and planning.
Experts redefined and reinterpreted the task.
Experts monitored their performance more carefully.
Good self-regulation.
High levels of motivation.
Intuitive and formal reasoning
systems








deductive reasoning
categorization
analogical reasoning
decision-making
belief formation
social cognition
Western:
analytical mode of thought dominant (?)
East Asian: holistic mode of thought (?)
Contextualization in reasoning

Environment of evolutionary adaptedness (EEA) favored
the tendency to contextualize a problem with as much
prior knowledge as is easily accessible
 The tendency to socialize problems. To see deliberate
design and pattern in situations that lack intentional
design. (superstition)
 Seeing intentional design in random events.



“Financial analysts tend to concoct elaborate explanations for
every little fluctuation in stock market prices even though the
fluctuations are mainly random.”
The intentional interpreter in our brains does not
automatically decouple itself from problems when it is
not needed.
The narrative mode of thought.
Learning, perception and memory
Memory and
Emotions
Mood
knowledge
Learning situation
Concentration:
alertness
motivation
Perception
Modalities: perception
Chemical
senses:
Smell, Taste
Brain
Audition
Working
memory
Stored experience:
Memory
Emotions
Movement
Action
Vision
Mechanical
senses: touch,
pain
Body state (hunger,
vestibular sensation,
etc.)
Human cognitive capacity 1
 Based
on patterns and schemas
 Chess masters remember nearly all pieces
in a game
 Affordances:
visual object is perceived through intended
action;
perception depends on context
 Auditive and visual input separate
Auditory and visual input

Yakking drivers are four times more likely to
crash their cars. Using a hands-free headset
instead of handheld phone made no difference
at all.
 The brain can be intensely aware of what is
coming through either the eyes or the ears but
not both at the same time.
(Certain brain regions were activated when
subjects consciously chose to see; these were
muted when they chose to hear. )
Auditory and visual input

The use of sound during visual training can enhance
later performance on a purely visual task, a finding that
demonstrates just how much multisensory interaction
occurs in brain areas that before now were thought to be
dedicated solely to vision.
 Multisensory interactions can be exploited to yield more
efficient learning of sensory information
 People can focus on more than three items at a time
 if those items share a common color like players in a
football team. They perceive separate individuals as a
single set. Color seems to be the easiest sorting tool.
Human cognitive capacity 2





Attention: selective perception
Object and background: discrimination,
exceptional features
Attention is directed to one object
Memory registers also unconscious perception
Automatic actions (bicycle riding) do not need
attention; but then action becomes fixed, difficult
to modify (changes in interface)
Which way does the airplane fall?
Mental framework 1
Mental framework 2
MEMORY
Long term or
Reference memory
Short term memory
Sensory
memory
Working
memory
Declarative
memory
Procedural memory
Central
Modalities executive
Semantic
memory
Recognition
Recall
Episodic
memory
Motor Perceptual Conditioning Habituation
and
skills learning
sensitation
Improving memorizing


Timing of activities is decisive when storing information
to the memory.
In an experiment, where fruit flies were trained to avoid
a particular odor, it was found that massed training,
giving the flies the same number of training experiences
in rapid succession, did not produce an enduring
memory;




spaced training, with session intervals of 15 minutes, did
produce the memory.
Distributed practice works better than massed practice.
Spreading out your study is better than cramming.
There is a specific time interval, about six to eight hours
after training, when the neural activity is particularly
strong, and lasting memories are formed.
Improving memorizing

Memory consolidation takes place while we
sleep, and it takes up to a few weeks of
repeated rehearsal for the molecular reactions
controlling gene and protein synthesis to record
long-term memories.
 If the interval between rehearsal sessions is too
long, the short-term memory will have weakened
too much to benefit from repetition.
 Also, having a break and relaxing after intensive
working often releases creativity and yields a
solution to the problem under consideration.
Memorizing


Rats learn to navigate new spaces by replaying
memories in reverse order:
After exploring an environment such as a maze, rats
typically pause to eat, groom or rub their whiskers.
Electrodes in rat’s hippocampus monitored so-called
place neurons, which fire in specific sequence as a rat
navigates a path. When various rats paused on
completion of a run, the place neurons fired in reverse
order from the firing that had occurred during navigation.
This reverse replay occurred more frequently after
walking through new mazes than familiar ones, implying
that the technique plays a role in learning.
Cognition and emotion

Happiness and positive mood increases
flexibility in problem solving.
 Affect, cognition, and motivation influence one
another.

Meaningful and emotional information is retained
better in memory than purely factual information.


It does not necessarily indicate, however, that the
memories would be accurate in relation to factual
events, especially if they are connected to strong
feelings.
Memories do change.
Cognition and emotion

Stress weakens attention and working memory.


It rises levels of noradrenalin, dopamine, and cortisol
in the brain, and induce neuron destruction in
hippocampus. The production of new neurons in
hippocampus is also reduced under stress.
Laughing has numerous benefits for health as
well as learning.


Laughing reduces stress because the level of cortisol
is reduced and levels of epinephrine decrease.
Laughing improves memory: Students who watched
an episode of "Friends" after studying for an exam,
got 20% better grades than the control group that did
not have fun.
Music in brain





Brain imaging studies: when people listen to
music, the neural activation proceeds from the
auditory system to regions related to planning,
expectation and language as well as arousal,
pleasure, mood and rhythmic movement.
Music engages nearly every area of the brain.
Music promotes cognitive development.
Music reaches deep into the brain's most
primitive structures, including the "reptilian brain"
tied to motivation, reward and emotion.
Music elevates dopamine levels.
Types of intelligence and teaching

Experiment with four methods

One group was subjected to the "traditional" teaching
method that is called memory condition, which includes
presenting the material which students have to
memorize and represent.
In the analytical condition, students are asked to
compare and contrast theories.
In the creative condition, they are asked to formulate
their own theory based on the facts.
In the practical condition, they are asked to apply the
theoretical knowledge in a real-life problem.
All students were evaluated in the same way for
memory, practical, analytical, and creative quality. The
results confirmed that students who got instruction that
matched their cognitive style, performed better than
others.





Memory condition teaching resulted in an inferior
outcome than other methods.
 Students who were subjected to a multicondition
teaching that included analytical, practical, and
creative methods, performed best in all types of
tests that included practicing analysis, creativity,
and practical application,
 even in better memorization of the material than
the memory condition students
 Students who were strong in analytical skills,
had an advantage over others in all conditions, a
consequence of the emphasis on analytical way
of teaching in all school instruction.
Teacher
Instruction, methods,
artifacts
Experience
with artifacts
Information
Embodied
knowledge,
feelings
Social interaction
Communication
styles
Activity and
practice
Expert
community
Ways of
action
Student
Learning
Development of
expertise
Learning
approaches
Reactions,
skills
Metacognitive
abilities
Cultural
influence
Learning
styles
Previous
Cultural
knowledge
schemas
Problem solving
through
progressive
inquiry