Computable cognitive model based on
social evidence and restricted by resources
Applications for personalized search and social media
in multi-agent environments
Anton Kolonin
Aigents Group
SIBIRCON/SibMedInfo 2015
Computable cognitive model based on social evidence and restricted by resources
Belief systems in social multi-agent environments
Agent A
Ba
Ca
Da
Bc
Ac
B
A
d
d
Cd
Dc
Human D
Agent B
Human C
Ab
Cb
Db
2
Computable cognitive model based on social evidence and restricted by resources
Compassion-based artificial psyche (Webmind)
Social
referee
Social
referee
Selfesteem?
Social
referee
B.Goertzel, A.Kolonin, J.Pressing, C.Pennachin (2000)
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Computable cognitive model based on social evidence and restricted by resources
Working definition of intelligence:
Ability to reach complex goals in complex
environments, using limited resources
Agent
B.Goertzel (1999)
4
Computable cognitive model based on social evidence and restricted by resources
Bad
nutrition
Revisio
n
Always
Deduc
tion
Non-Axiomatic Reasoning (NARS) Inference
Weakened
immune
system
Yesterday
Today
on
i
t
c
Indu
uc
d
Ab
n
t io
Infection
Cold
Truth value:
Strength, Confidence
P.Wang (1993)
5
Computable cognitive model based on social evidence and restricted by resources
Abstract
Cognition
ActdocumentActaction
Objective
Cognition
I Я
r
Belief representation:
Hierarchical hyper-graph
Linguistic
г Cognition
Social
Cognition
Elower Eupper
Emotional
Perception
Visual
Perception
Audial
Perception
Tactile
Perception
Olfactory
Perception
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Computable cognitive model based on social evidence and restricted by resources
Social evidence-based cognitive model
Belief, matter of trust
Foundation
graph
Trusted social references
Mary is friend of mine
Peter is friend of mine
Bob is co-worker of mine
Bob is friend of Peter
Communication
graph
Inferen
ce
engine
Matter of experienced and
communicated facts
1997: Bob is programming in Java
1998: Peter visited Java
1999: I am programming in Java
2011: Mary visited Java
2012: Peter is programming in Java
Yesterday: Peter and me drink Java
Today: Mary and me drink Java
Evidence
graph
I
is
co-worker
friend
drink
programming
Current world image
Java
Imagination (9)
Java coffee
graph
(4)
Drink Java coffee
(4)
Program in Java language
(3)
Java island
(2)
Visit Java island
(2)
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Computable cognitive model based on social evidence and restricted by resources
Applying resource constraints
Foundatio
n
graph
Working
Memory
(RAM)
Communic
ation
graph
Long Term
Memory
(Storage)
Forgetting
Imaginatio
n
graph
Evidence
graph
Moving
out of
attentional
focus
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Computable cognitive model based on social evidence and restricted by resources
Testing the model: Belief change techniques
Redundant temporal evidence
Cigarette
Cigarette
pack
Cigarette
pack
pack
yesterday
today
tomorrow
Unpleasant
Unpleasant
Image
Unpleasant
Image
Image
Woe
Me
Smoking
Fun
9
Computable cognitive model based on social evidence and restricted by resources
Testing the model: Belief change techniques
Redundant social evidence
People in
the park
People in
the cinema
Not smoking
People in
the office
Not a fun
People
Me
Smoking
Fun
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Computable cognitive model based on social evidence and restricted by resources
Testing the model: Belief change techniques
Highly valuable social evidence
Schwarzenegger
Not smoking
Not a fun
Good guy
Me
Smoking
Fun
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Computable cognitive model based on social evidence and restricted by resources
Testing the model: Belief change techniques
Implicit evidence injection
Girls
disregard
smoking
Sports
disregard
smoking
Girls like
sports
Girls
Girls
disregard
me
Not a fun
Me like
girls
Me
Smoking
Fun
12
Computable cognitive model based on social evidence and restricted by resources
Model parameters: Psycho-cognitive types
Social
graph
size
and
efficiency
Socialized
Conservator
Socialized
Innovator
Egocentric
Conservator
Egocentric
Innovator
Belief/Imagination
graph size an efficiency
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Computable cognitive model based on social evidence and restricted by resources
Why needed? : Detecting social dynamics phenomena
A
B
A
B
C
A
B
A
B
C
X
z
C
C
A
B
C
X
Effect
B
C
Time
Y
Z
X
Y
Z
A
B
C
x
A
B
C
B
C
X
Y
Z
A
B
C
A
B
C
X
Y
Z
c
X
Y
Z
c
X
Y
Z
X
Y
Z
14
Computable cognitive model based on social evidence and restricted by resources
Why needed? : Predicting and managing social changes
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Computable cognitive model based on social evidence and restricted by resources
W
on e a
e re
fa al
m lily
life
hy ts
alt por
He d s
an
Na
do tio
mi na
na l
tio
n
R
el
ig
io
n
Why needed? : Planning trends of social development
16
Computable cognitive model based on social evidence and restricted by resources
Managing complexity in meta-system transition phase
V. Turchin (1970)
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Computable cognitive model based on social evidence and restricted by resources
Project: Social cognitive system
Purpose: Real time evaluation of group belief system and
collaborative opinion delivery in social environment
Con
Belief tribute
s (Co
ntent)
Benefactors
(who get paid)
Group belief
formation and
analysis
me )
u
s
s
Con s (Ad
i ef
Bel
e
sum ent)
n
o
C
ont
C
(
s
f
Belie
Con
Beli tribute
efs (
Ads
)
Beneficiaries
(who pay)
18
Computable cognitive model based on social evidence and restricted by resources
Thank you for attention!
Anton Kolonin
Aigents Group
SIBIRCON/SibMedInfo 2015
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