Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between...
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Transcript of Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between...
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Supervised by
Dr. Noor Shaker Eng. Mohammad Shaker
Designed, Implemented and Tested by
Rawan Al-Omari Walaa Baghdadi Zeina Al-Helwani
F.I.T.E of Damascus, Syria – AI Department 2014
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Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
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IntroductionMotivation and Work Scope
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We should put children in an environment where
they want to learn and where we can naturally
discover their true passions
The Element, Ken Robinson
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18-35
39%
>36
31%
Gamer
Age
Hours Spent
Daily
7
5
3 30%
<18
Hours Spent Playing (By Age Segment)
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A Survey
Discuss it
Indirect Influence
Ignore it
41%
52%
6%
If you noticed a problem in your child behavior, what do you do?
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A Survey
In case you want a product to inspect and alter your child behavior, what would it be?
Survey
Intelligent robot (a bot)
Game
6%
11%
83%
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O n a M i s s i o n
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Similar Studies
Conflict resolution
Village Game
Anti-bullying
FearNot Game
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Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
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Psychologists and Parents Opinions
Assessments ReferenceMeasuring violence-related attitudes,
behaviors and Influences among youths
170 assessments
Social
Fantasy
Conduct
Problems
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Questionnaire to Game Scenario
Question Answer
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Questionnaire to Game Scenario
Question Game Scenario
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Questionnaire to Game Scenario
“Do you help other
kids in need?”
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Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
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The Game
Design(Artist)
Mechanism(Programmer)
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Game Environments
Park School Kitchen
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Player Interaction
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Player Goal (2 Models)
With (green)positive/ (red)negative score
Goal: solve all cases Goal: solve all cases
Without score
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Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
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System Diagram
Game
Player
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System Diagram
Game
Player
Data
Collection
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System Diagram
Game
Player
Data
Collection
Statistical
Features
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System Diagram
Game
Player
Data
Collection
Statistical
Features
Feature
Selection
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System Diagram
Game
Player
Data
Collection
Statistical
Features
Feature
Selection
Models
(Decision Trees,
Clustering)
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Khubaraa Al-Mustakbal Institute
Data Collection
8-12 years old children
100 players [50 males, 50 females]
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Recorded Log (32 features, every 5 seconds)
• General
• Inventory items
• Gameplay areas
• Cases in all areas
• Wrong tools usage
• Time
• Current time
• Game Time in a specific area
• Area-specific
• Visible cases (to the player) in current area
• Solved cases
• Case-specific
• Solved or not
• Player reaction to the case (the player’s answer)
• Wrong items used on the case
And more.
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Recorded Features (37 overall)
• Pre-game questionnaire• Name
• Age
• Gender
• Daily playing hours
• #Brothers
• #Sisters
• Post-game questionnaire• Favorite place
• Were there missing tools?
• Did you find the tools sufficient?
• Challenge%
• Area-specific features• Order of solved cases in the area
• Game Time during the area
• Game Time to solve the case
• #Revisited
• #Used items to solve each case
• #Wrong items selected
• Game-specific features• Order of solved cases
• Answers of solved cases
• Game Time during the game
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Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
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Eight-Model Comparison
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Eight-Model Comparison
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Eight-Model Comparison
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Feature
Selection
Data AnalysisDecision
Tree
Data
Clustering
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Conduct Problems Selected Features
With score
• Playing Hours
• Game Time
• Social Fantasy Score
• #Wrong Items Case1
• #Revisited2
• TT Solve3
• TT Solve9
• #Revisited10
• Park3
• School2
• School3
Without score
• Playing Hours
• Social Fantasy Score
• #Revisited2
• TT Solve5
• #Wrong Items Case7
• #Revisited9
• TT Solve10
• #Revisited10
• Kitchen2
• Best-First Feature Selection (BFS) on 8 Models
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Decision Tree (Conduct Problems)
Males & Females With/ Without Score
Without Score
With Score
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Clustering (Conduct Problems)
Males & Females With Score
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(Males & Females Without Score) Model - Microsoft Clustering
Clustering (Conduct Problems)
Males & Females Without Score
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Clustering (Conduct Problems)
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Males & Females With Score
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Clustering (Conduct Problems)
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Males & Females With Score
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Clustering (Conduct Problems)
Males & Females Without Score
Cluster1 (17 child) Cluster2 (10 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (4 child)
Revisited2 =0 ,
Kitchen2
Avg >= Solve5
Max Playing Hours
WrongItemsCase7=0
Revisited9=0
Revisited10=0
High Solve10
1/3<=Social Fantasy
WrongItemsCase7=0
Revisited10=0
Mid Social Fantasy
Kitchen2
Revisited2=0
Revisited9=0
Avg>=Playing Hours
Avg>=TT Solve10
Avg>=TT Solve5
1/3 <=TT Solve10
Kitchen2
Revisited2=0
Avg <= Playing Hours
LowTT Solve5
Revisited9=0
1/3>=Social Fantasy
Revisited10=0
WrongItemsCase7=0
WrongItemsCase7=0 ,
Revisited2=0
Kitchen2
LowTT Solve10
TT Solve5=0
Avg>=Playing Hours
Revisited9=moreThan1
1/3>=Social Fantasy
Revisited10=0
Revisited10=0
Revisited2=0
Revisited9=moreThan1
low<=Playing Hours
LowTT Solve5
Kitchen2
1/3<=Social Fantasy
WrongItemsCase7=0
LowTT Solve10
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Males & Females With Score
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Clustering (Conduct Problems)
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Cluster1 (17 child) Cluster2 (10 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (4 child)
Revisited2 =0 ,
Kitchen2
Avg >= Solve5
Max Playing Hours
WrongItemsCase7=0
Revisited9=0
Revisited10=0
High Solve10
1/3<=Social Fantasy
WrongItemsCase7=0
Revisited10=0
Mid Social Fantasy
Kitchen2
Revisited2=0
Revisited9=0
Avg>=Playing Hours
Avg>=TT Solve10
Avg>=TT Solve5
1/3 <=TT Solve10
Kitchen2
Revisited2=0
Avg <= Playing Hours
LowTT Solve5
Revisited9=0
1/3>=Social Fantasy
Revisited10=0
WrongItemsCase7=0
WrongItemsCase7=0 ,
Revisited2=0
Kitchen2
LowTT Solve10
TT Solve5=0
Avg>=Playing Hours
Revisited9=moreThan1
1/3>=Social Fantasy
Revisited10=0
Revisited10=0
Revisited2=0
Revisited9=moreThan1
low<=Playing Hours
LowTT Solve5
Kitchen2
1/3<=Social Fantasy
WrongItemsCase7=0
LowTT Solve10
Males & Females Without Score
Males & Females With Score
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Clustering (Conduct Problems)
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Cluster1 (17 child) Cluster2 (10 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (4 child)
Revisited2 =0 ,
Kitchen2
Avg >= Solve5
Max Playing Hours
WrongItemsCase7=0
Revisited9=0
Revisited10=0
High Solve10
1/3<=Social Fantasy
WrongItemsCase7=0
Revisited10=0
Mid Social Fantasy
Kitchen2
Revisited2=0
Revisited9=0
Avg>=Playing Hours
Avg>=TT Solve10
Avg>=TT Solve5
1/3 <=TT Solve10
Kitchen2
Revisited2=0
Avg <= Playing Hours
LowTT Solve5
Revisited9=0
1/3>=Social Fantasy
Revisited10=0
WrongItemsCase7=0
WrongItemsCase7=0 ,
Revisited2=0
Kitchen2
LowTT Solve10
TT Solve5=0
Avg>=Playing Hours
Revisited9=moreThan1
1/3>=Social Fantasy
Revisited10=0
Revisited10=0
Revisited2=0
Revisited9=moreThan1
low<=Playing Hours
LowTT Solve5
Kitchen2
1/3<=Social Fantasy
WrongItemsCase7=0
LowTT Solve10
Males & Females Without Score
Males & Females With Score
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Clustering (Conduct Problems)
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Cluster1 (17 child) Cluster2 (10 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (4 child)
Revisited2 =0 ,
Kitchen2
Avg >= Solve5
Max Playing Hours
WrongItemsCase7=0
Revisited9=0
Revisited10=0
High Solve10
1/3<=Social Fantasy
WrongItemsCase7=0
Revisited10=0
Mid Social Fantasy
Kitchen2
Revisited2=0
Revisited9=0
Avg>=Playing Hours
Avg>=TT Solve10
Avg>=TT Solve5
1/3 <=TT Solve10
Kitchen2
Revisited2=0
Avg <= Playing Hours
LowTT Solve5
Revisited9=0
1/3>=Social Fantasy
Revisited10=0
WrongItemsCase7=0
WrongItemsCase7=0 ,
Revisited2=0
Kitchen2
LowTT Solve10
TT Solve5=0
Avg>=Playing Hours
Revisited9=moreThan1
1/3>=Social Fantasy
Revisited10=0
Revisited10=0
Revisited2=0
Revisited9=moreThan1
low<=Playing Hours
LowTT Solve5
Kitchen2
1/3<=Social Fantasy
WrongItemsCase7=0
LowTT Solve10
Males & Females Without Score
Males & Females With Score
![Page 45: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/45.jpg)
Clustering (Conduct Problems)
Cluster1 (22 child) Cluster2 (11 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (3 child)
WrongItemsCase1=0
High School score
Direct game playing (no
revisited)
TT Solve9,
Revisited10=0
School3
1/3 >= Social Fantasy
Avg Playing Hours
Park3
TT Solve3
School2
No WrongItemsCase1
TT Solve9
Revisited10=0
Avg<=Game Time
TT Solve3
Revisited2
1/3 <= Social Fantasy
Park3
School3
Avg<=Playing Hours
Revisited10=0
WrongItemsCase1=0
School2
TT Solve3
Park3
Game Time
Avg<=Playing Hours
1/3 <= Social Fantasy
Repeated Revisited2
School3
TT Solve9
School2
TT Solve3
WrongItemsCase1=0
Max Playing Hours
Avg <= Game Time
TT Solve9
0<=Social Fantasy
Revisited10=0
Park3
Avg <= Revisited2
Revisited10=0
Mid Social Fantasy
Park3
TT Solve3=0
School2
Max Game Time
1 <= Revisited2
LowTT Solve9
WrongItemsCase1=0
Low Playing Hours
School3
Cluster1 (17 child) Cluster2 (10 child) Cluster3 (8 child) Cluster4 (8 child) Cluster5 (4 child)
Revisited2 =0 ,
Kitchen2
Avg >= Solve5
Max Playing Hours
WrongItemsCase7=0
Revisited9=0
Revisited10=0
High Solve10
1/3<=Social Fantasy
WrongItemsCase7=0
Revisited10=0
Mid Social Fantasy
Kitchen2
Revisited2=0
Revisited9=0
Avg>=Playing Hours
Avg>=TT Solve10
Avg>=TT Solve5
1/3 <=TT Solve10
Kitchen2
Revisited2=0
Avg <= Playing Hours
LowTT Solve5
Revisited9=0
1/3>=Social Fantasy
Revisited10=0
WrongItemsCase7=0
WrongItemsCase7=0 ,
Revisited2=0
Kitchen2
LowTT Solve10
TT Solve5=0
Avg>=Playing Hours
Revisited9=moreThan1
1/3>=Social Fantasy
Revisited10=0
Revisited10=0
Revisited2=0
Revisited9=moreThan1
low<=Playing Hours
LowTT Solve5
Kitchen2
1/3<=Social Fantasy
WrongItemsCase7=0
LowTT Solve10
Males & Females Without Score
Males & Females With Score
![Page 46: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/46.jpg)
Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
![Page 47: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/47.jpg)
Correlations
Female Male
![Page 48: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/48.jpg)
Social Fantasy (without score)
1.2x
Female Male
![Page 49: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/49.jpg)
Social Fantasy (with score)
1.4x
Female Male
![Page 50: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/50.jpg)
Females, 3D Histogram
Without score With score
![Page 51: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/51.jpg)
Males, 3D Histogram
Without score With score
![Page 52: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/52.jpg)
T-test (Females vs. Males, Social Fantasy, With Score)
Variable 1 Variable 2
Mean 0.48 0.688
Variance 0.077 0.058
Observations 25 25
Hypothesized Mean
Difference0
df 47
t Stat -2.826
P(T<=t) one-tail 0.003
t Critical one-tail 1.677
P(T<=t) two-tail 0.006
t Critical two-tail 2.011
0.006 < 0.05
We reject the Null hypothesis
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T-test
Social Fantasy
Females vs. Males
0.006 < 0.05
Females vs. Males
0.074 > 0.05
Conduct Problems
Females vs. Males
0.002 < 0.05
Females vs. Males
0.100 > 0.05
![Page 54: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/54.jpg)
Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
![Page 55: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/55.jpg)
Unity3D Game Engine, scripting with C#
Implementation Tools
WEKA, Machine Learning Software
Microsoft Business Intelligence Suite
Matlab for Analysis
![Page 56: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/56.jpg)
Content
• Motivation and Work scope
• This Study
• Psychology Study
• The Game
• Data Collection
• Data Analysis
• Result Analysis
• Implementation Tools
• Future Perspectives
• Demo
![Page 57: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/57.jpg)
Future Perspectives
Personalizing the game content for each player, maximizing
his/her social fantasy and conduct problems abilities.
Direct the player to change his/her behavior by adding
different interaction and influence techniques to the game.
Comparing different model for capturing the behavior
(recording facial expressions, heart beats, etc.)
![Page 58: Weebee on a Mission: A Serious Game for Better Understanding the Behavior Differences Between Children](https://reader034.fdocuments.us/reader034/viewer/2022051818/54b4daca4a79593d368b4755/html5/thumbnails/58.jpg)