Title: KCP Maastricht
1KCP Maastricht
- Expertise
- Jaap Murre
- jaap_at_murre.com
2Example of expertise
- World champion blind simultaneous checkers Ton
Sijbrands - On 5 oktober 2007 won 21 games and played 4 at a
draw, blind! (it took more than 28 hours) - In 1982 only 10 games (9 won, 1 draw, 620 hours)
- How can someone reach this level of expertise?
What is expertise?
3Blind simultaneous checkers Ton Sijbrands
4Five opponents (19 May 2007)
5Extreme expertise
6Beginners are often the hardest to keep track of!
7Learning skills
- Three stages
- Cognitive stage
- declarative encoding (not procedural)
- Associative stage
- detect and eliminate errors
- both procedural and declarative knowledge
(production rules, procedularization) - Autonomous stage
- automization (unconscious of details)
8expertise
- What happens when you gain expertise?
- You become better and faster
- (power law of practice)
9Power Law of Practice
- power function (also exponential)
- P bt-a
- P achievement
- t time
- a learning constant
- b scaling constant
- A power function gives a straight line on a
log-log plot
10Pirolli Anderson 1985
Recognition of sentences studied earlier
Anderson 2000
11Crossman (1959)
Cigar making
Anderson 2000
12Kolers (1976)
Anderson 2000
13Kolers (1976)
Anderson 2000
14expertise
- tactical and strategic learning
15tactical learning - tactics
- Repeat the same method to reach a goal
- The succession of actions is called tactical
learning - Logan (1988) you remember the solutions to
specific problem instances
16Logan (1988)
(E, F, ) G
17Logan (1988)
- F 5
- L 5
- P 5
- S 3
- C 1
- T 1
- J 2
181e
12e
19strategic learning
- In what way do you organize the problem?
- programming (computer program)
- beginner depth first
- expert breadth first
20computer program
21computer program
Beginner
depth-first
22computer program
Expert
breadth-first
23strategic learning
- Learning how to solve a range of problems
- But how is domain specific
24Adriaan de Groot 1965
Anderson 2000
25Chess experts
- They see chunks or patterns and not isolated
chess pieces - These patterns are stored in long-term memory
- In memory is also store how to act with a
specific pattern
26Transfer of training?
- Latin school Difficult subjects will train the
mind - Does expertise transfer to another field or
domain?
27Problems with transfer!!
- tactical learning
- specific knowledge is stored in memory
- strategic learning
- organization of problem is domain specific
28Hoe word je een expert?
29Mere practice? -gtEricsson
- Ericsson expertise almost completely explained
by practice - Time on task
30Excellent presentation by Ericsson at
the Symposium 100 Psychologie at the UvA. See
video and slides at http//www.100jaarpsychologi
e.uva.nl/
31Slide derived from Ericssons Lecture at UvA 9
November 2007
32Slide derived from Ericssons Lecture at UvA 9
November 2007
33Slide derived from Ericssons Lecture at UvA 9
November 2007
34Test yourself 1 per second
Slide derived from Ericssons Lecture at UvA 9
November 2007
35Slide derived from Ericssons Lecture at UvA 9
November 2007
36Slide derived from Ericssons Lecture at UvA 9
November 2007
37Slide derived from Ericssons Lecture at UvA 9
November 2007
38Slide derived from Ericssons Lecture at UvA 9
November 2007
39Slide derived from Ericssons Lecture at UvA 9
November 2007
40 Derived from Ericssons Lecture at UvA 9
November 2007
41Slide derived from Ericssons Lecture at UvA 9
November 2007
42Slide derived from Ericssons Lecture at UvA 9
November 2007
43Slide derived from Ericssons Lecture at UvA 9
November 2007
44Slide derived from Ericssons Lecture at UvA 9
November 2007
45Oefening??
Ericsson, Academie Berlijn 7000 vs. 5000 uur
oefening?
Paganini.
46Slide derived from Ericssons Lecture at UvA 9
November 2007
47Slide derived from Ericssons Lecture at UvA 9
November 2007
48Slide derived from Ericssons Lecture at UvA 9
November 2007
49Slide derived from Ericssons Lecture at UvA 9
November 2007
50Slide derived from Ericssons Lecture at UvA 9
November 2007
51Slide derived from Ericssons Lecture at UvA 9
November 2007
52Slide derived from Ericssons Lecture at UvA 9
November 2007
53Slide derived from Ericssons Lecture at UvA 9
November 2007
54Slide derived from Ericssons Lecture at UvA 9
November 2007
55Slide derived from Ericssons Lecture at UvA 9
November 2007
56Slide derived from Ericssons Lecture at UvA 9
November 2007
57Slide derived from Ericssons Lecture at UvA 9
November 2007
58Slide derived from Ericssons Lecture at UvA 9
November 2007
59Slide derived from Ericssons Lecture at UvA 9
November 2007
60Slide derived from Ericssons Lecture at UvA 9
November 2007
61Slide derived from Ericssons Lecture at UvA 9
November 2007
62Brain plasticity and expertise
- There is now a lot of evidence that the brains
structure changes due to practice - How this is cause by gains in expertise is not
investigated in much detail - It will depend on the type of expertise (compare
memory wonder, chess player, martial arts
specialist, etc.)
63Example plasticity in somatosensory cortex
64Sensory Homunculus
65Sensory maps
66Changes in topological maps as a result of
altered experience
67Slide derived from Ericssons Lecture at UvA 9
November 2007
68Slide derived from Ericssons Lecture at UvA 9
November 2007
69Slide derived from Ericssons Lecture at UvA 9
November 2007
70Slide derived from Ericssons Lecture at UvA 9
November 2007
71Slide derived from Ericssons Lecture at UvA 9
November 2007
72Slide derived from Ericssons Lecture at UvA 9
November 2007
73talent?
- It is clear that expertise only emerges after
prolonged training (10 year rule) - Ericsson et al. Almost all expertise through
practice, not talent - But deliberate practice!
74 75Fascination with IQ
- Coxs 301 Geniuses
- Estimation of intelligence
- real-life intelligence
76Example Francis Galton
- 18 months knows alphabet
- 2.5 years reads a short book
- 3 years writes his name
- 4 years reads some French, can add and
multiply, can tell time - 7 years - reads Shakespeare for fun, can store a
page in memory by reading it twice
77IQ follows a normal distribution with standard
deviation of 15
78Some estimates by Cox
- Napoleon 145
- Voltaire 190
- Goethe 210
- Mozart 165
- Darwin 165
- Michelangelo 180
- Isaac Newton 190
- Abraham Lincoln 150
Goethe
79Coxs estimated IQ per profession
- Philosopher 180
- Scientist 175
- Fiction writers 165
- Politicians 165
- Artists 160
80IQ - Intelligence?
- What is intelligence, what is IQ?
- Am I intelligent?
- Mensa accepts people with an IQ gt 131 (i.e., top
2)
81Mensa Test
82(No Transcript)
83(No Transcript)
84High IQ Societies
- Top 2 (98th percentile IQ 130 sd15, IQ 132
sd16) Mensa International, High Potentials
Society, Mysterium Society, Altacapacidadhispana,
SocratIQ Society, Encefálica - Top 1 (99th percentile IQ 135 sd15, IQ 137
sd16) Intertel, Top One Percent Society,
Elateneo/s Society, Superdotados-Intelectuales,
The Mind Society, Sinapsa Society - Top 0.5 (99.5th percentile IQ 139 sd15, IQ 141
sd16) Colloquy, Poetic Genius Society - Top 0.2 (99.8th percentile IQ 143 sd15, IQ 146
sd16) ePiq Society, Neurocubo
85Very high IQ Societies
- Top 0.1 (99.9th percentile IQ 146 sd15, IQ 149
sd16) International Society for Philosophical
Enquiry, Triple Nine Society, IQuadrivium Society
- Top 0.09 (99.91th percentile IQ 147 sd15, IQ
150 sd16) Glia Society, One-in-a-Thousand
Society, Milenija - Top 0.0001 (99.9999th percentile IQ 172 sd15,
IQ 176 sd16) Mega Society, Mega International,
Pi Society, Omega Society, StrictIQ Society
86Extremely high IQ Societies
- Top 0.00003 (99.99997th percentile IQ 175 sd15,
IQ 180 sd16) OLYMPIQ Society, PARS Society - Top 0.0000001 (99.9999999th percentile IQ 190
sd 15, IQ196 sd16) Giga Society
87Giga the most exclusive IQ society
- Giga society was founded in 1996 by Paul
Cooijmans, who has served as its Administrator
since. - Giga Society is open to anyone scoring at or
above the 99.9999999th estimated unselected
population percentile on any of the acceptable
tests. - This means one in a billion individuals can
qualify. The corresponding IQ, expressed on a
scale with a set standard deviation of 16, is
196, respectively sd 15, an IQ 190. - There are currently seven Giga members.
88Mega Society Test only 0.0001
- 1. STRIP MÖBIUS BOTTLE ?2. THOUGHT
ACTION OBSESSIVE ?3. LACKING MONEY
PENURIOUS DOTING ON ONE'S WIFE ?4. MICE
MEN CABBAGES ?5. TIRE RETREAD
PARCHMENT ?6. ALL IS ONE MONISM ALL IS
SELF ?7. SWORD DAMOCLES BED -
- 48.
- Marilyn vos Savant scored 46 correct IQ 186
(wereldrecord) - See http//www.eskimo.com/miyaguch/titan.html
for all 48 questions (must have 43 right for
Mega! But may take one month.)
89Horn, Anderson pg. 456
- Although the word intelligence (as a unitary
concept) continues to be useful in everyday life,
this does not represent a good scientific concept
90Intelligence testing
- Raven
- Tests general intelligence?
- Clearly influenced by general processes like
working memory
91Raven Progressive Matrices
92Raven (difficult example)
93Relation between subtests usually positive
Uit Jelte Wicherts lezing op 9 november 2007, UvA
94A correlation is always found
Uit Jelte Wicherts lezing op 9 november 2007, UvA
95Examples of subtests
Uit Jelte Wicherts lezing op 9 november 2007, UvA
96All tests correlate positively
Uit Jelte Wicherts lezing op 9 november 2007, UvA
97Positive Manifold
Uit Jelte Wicherts lezing op 9 november 2007, UvA
98Uit Jelte Wicherts lezing op 9 november 2007, UvA
99Spearman (1904)
Uit Jelte Wicherts lezing op 9 november 2007, UvA
100Decomposition of intelligence
Uit Jelte Wicherts lezing op 9 november 2007, UvA
101Factor analysis
Uit Jelte Wicherts lezing op 9 november 2007, UvA
102Uit Jelte Wicherts lezing op 9 november 2007, UvA
103Uit Jelte Wicherts lezing op 9 november 2007, UvA
104Also see presentation by Jelte Wicherts at the
Symposium 100 Jaar Psychologie at the UvA
http//www.100jaarpsychologie.uva.nl/
105g (general intelligence)
Uit Jelte Wicherts lezing op 9 november 2007, UvA
106Usefulness of g to predict
Uit Jelte Wicherts lezing op 9 november 2007, UvA
107g
- speed of processing? (energy)
- working memory? (space)
108fluid - crystallized
- Cattell
- Fluid skill in reasoning and information
processing (in new domains) - Crystallized acquired knowledge
- Vocabulary knowledge is a good proxy for IQ
109Horn, Anderson pg. 456
- Although the word intelligence (as a unitary
concept) continues to be useful in everyday life,
this does not represent a good scientific concept
110IQ is not intelligence
- IQ and intelligentie are not the same thing!
- IQ practical
- e.g., school achievement
- Intelligence theoretical
- understanding cognitive functioning
111Uit Jelte Wicherts lezing op 9 november 2007, UvA
112Uit Jelte Wicherts lezing op 9 november 2007, UvA
113Mental score as a function of age
114Uit Jelte Wicherts lezing op 9 november 2007, UvA
115Uit Jelte Wicherts lezing op 9 november 2007, UvA
116Uit Jelte Wicherts lezing op 9 november 2007, UvA
117Uit Jelte Wicherts lezing op 9 november 2007, UvA
118Uit Jelte Wicherts lezing op 9 november 2007, UvA
119Intelligence conclusion
- Intelligence is an important socio-cultural
concept - Rarely neutral!
- Measured as IQ, but IQ is not synonymous with
intelligence - Scientifically it is not very clear what
intelligence is