five centuries of monarchy in korea: mining the text of the...
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Five Centuries of Monarchy in Korea: Mining the Text of the Annals of the Joseon Dynasty
JinYeong Bak, Alice [email protected], [email protected] of Computing, KAIST
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Leadership• A process of social influence in which a person can
enlist the aid and support of others in the accomplishment of a common task [Chemers. 2014]
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Leadership• A process of social influence in which a person can
enlist the aid and support of others in the accomplishment of a common task [Chemers. 2014]
• The ability to – Influence other people– Get them to do something significant
• Energizing people toward a goal [Mills. 2005]
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Leadership Styles [Lewin, et al. 1939]
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Leadership Styles [Lewin, et al. 1939]
• Autocratic– Get little input from group members– Control over all decisions
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Leadership Styles [Lewin, et al. 1939]
• Autocratic– Get little input from group members– Control over all decisions
• Laissez-Faire– Give little guidance to group members– Leave them to decision-making
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Leadership Styles [Lewin, et al. 1939]
• Autocratic– Get little input from group members– Control over all decisions
• Laissez-Faire– Give little guidance to group members– Leave them to decision-making
• Democratic– Encourage group members to participate– Retain the final say in the decision-making
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Leadership Styles• Target people
– School children [Lewin, et al. 1939]
– Work employee [Hoel. 2010]
– USA president [Bligh, et al. 2004] & Prime minister [Kaarbo. 1997]
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Leadership Styles• Target people
– School children [Lewin, et al. 1939]
– Work employee [Hoel. 2010]
– USA president [Bligh, et al. 2004] & Prime minister [Kaarbo. 1997]
• Relationships [Van. 2006]
– Age– Health– Context
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Leadership Styles• Target people
– School children [Lewin, et al. 1939]
– Work employee [Hoel. 2010]
– USA president [Bligh, et al. 2004] & Prime minister [Kaarbo. 1997]
• Relationships [Van. 2006]
– Age– Health– Context
• How about the kings in the old times?
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Research Questions1. Do kings show different kinds of leadership styles?
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Research Questions1. Do kings show different kinds of leadership styles?2. What factors are related with kings’ leadership?
– Context/Topics?– Members?– Time?
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Dataset• What kinds of data are needed?
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Dataset• What kinds of data are needed?• Requirements: records of king’s official duty activities
– Discussions with government officials– King’s decisions– Long and large dataset
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Dataset• What kinds of data are needed?• Requirements: records of king’s official duty activities
– Discussions with government officials– King’s decisions– Long and large dataset
• My answer: The Annals of the Joseon Dynasty
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The Annals of the Joseon Dynasty• Series of books which describe about historical facts
in Joseon dynasty• 1,893 books, 380,271 articles• 472 years (1392 – 1863)
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The Joseon Dynasty• Ancient kingdom in Korean peninsula
– From 1392 to 1897– 27 kings– Capital city: Seoul– Religion: Neo-Confucianism
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The Joseon Dynasty• Monarchial system
– King governs the nation– King decides on official issues– King discusses it with government officials
2015/07/3010
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The Joseon Dynasty• Monarchial system
– King governs the nation– King decides on official issues– King discusses it with government officials
2015/07/3010A screenshot of a historical drama - Yi san
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The Joseon Dynasty• Monarchial system
– King governs the nation– King decides on official issues– King discusses it with government officials
2015/07/3010
King
A screenshot of a historical drama - Yi san
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The Joseon Dynasty• Monarchial system
– King governs the nation– King decides on official issues– King discusses it with government officials
2015/07/3010
King
Government officials
A screenshot of a historical drama - Yi san
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The Joseon Dynasty• Monarchial system
– King governs the nation– King decides on official issues– King discusses it with government officials
2015/07/3010
King
Government officials
historiographers
A screenshot of a historical drama - Yi san
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The Annals of the Joseon Dynasty• Contents
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The Annals of the Joseon Dynasty• Contents
– Human resources• Employment & Dismissal• Person information
2015/07/3011
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The Annals of the Joseon Dynasty• Contents
– Human resources• Employment & Dismissal• Person information
– Government issues• Military• Tax & Population
2015/07/3011
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The Annals of the Joseon Dynasty• Contents
– Human resources• Employment & Dismissal• Person information
– Government issues• Military• Tax & Population
– Diplomatic relations• China• Japan
2015/07/3011
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The Annals of the Joseon Dynasty• Contents
– Human resources• Employment & Dismissal• Person information
– Government issues• Military• Tax & Population
– Diplomatic relations• China• Japan
– Judgements• Punishment• Remission
2015/07/3011
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The Annals of the Joseon Dynasty• Contents
– Human resources• Employment & Dismissal• Person information
– Government issues• Military• Tax & Population
– Diplomatic relations• China• Japan
– Judgements• Punishment• Remission
– Observations• Astronomical phenomena• Weather
2015/07/3011
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The Annals of the Joseon Dynasty• National Institute of Korean History (http://www.history.go.kr)
– Translated it to modern Korean
2015/07/3012
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The Annals of the Joseon Dynasty• National Institute of Korean History (http://www.history.go.kr)
– Translated it to modern Korean– Tagged meta information
• Title• Category (political, economic, social and cultural)• Entity (person, location, nation)
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The Annals of the Joseon Dynasty• National Institute of Korean History (http://www.history.go.kr)
– Translated it to modern Korean– Tagged meta information
• Title• Category (political, economic, social and cultural)• Entity (person, location, nation)
– Published on the web• http://sillok.history.go.kr
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The Annals of the Joseon Dynasty
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The Annals of the Joseon Dynasty
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The Annals of the Joseon Dynasty
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The Annals of the Joseon Dynasty
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The Annals of the Joseon Dynasty
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The Annals of the Joseon Dynasty
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Time
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The Annals of the Joseon Dynasty
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TitleTime
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The Annals of the Joseon Dynasty
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TitleTime
Body
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The Annals of the Joseon Dynasty
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Title
Metainformation
Time
Body
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The Annals of the Joseon Dynasty
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Combining two local districts
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The Annals of the Joseon Dynasty
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Facts
Combining two local districts
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The Annals of the Joseon Dynasty
2015/07/3015
Facts
Combining two local districts
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The Annals of the Joseon Dynasty
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Facts
Official A
Combining two local districts
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The Annals of the Joseon Dynasty
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Facts
Official A
“It’s reasonable to combine two local districts.”
Combining two local districts
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The Annals of the Joseon Dynasty
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Facts
Official A
King
“It’s reasonable to combine two local districts.”
Combining two local districts
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The Annals of the Joseon Dynasty
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Facts
Official A
King
“It’s reasonable to combine two local districts.”
Combining two local districts
“How should we handle this?”
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The Annals of the Joseon Dynasty
2015/07/3015
Facts
Official A
King
Official B
Official C
“It’s reasonable to combine two local districts.”
Combining two local districts
“How should we handle this?”
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The Annals of the Joseon Dynasty
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Facts
Official A
King
Official B
Official CThe king follows
Official C’s suggestion.
“It’s reasonable to combine two local districts.”
Combining two local districts
“How should we handle this?”
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Methodology• Identify relevant articles
– To avoid non-governmental affairs (e.g. observations)– Look at the kings words and decisions– 126K, 36% over all articles
2015/07/3016
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Methodology• Identify relevant articles
– To avoid non-governmental affairs (e.g. observations)– Look at the kings words and decisions– 126K, 36% over all articles
• Identify king’s final decisions in the article– Build sixty candidate verbs
• Order: 명하다, 命• Approve: 윤허하다, 允• Disapprove: 불허하다, 不允• Reject: 따르지않았다, 不從• Follow: 따르다, 從之
– Look at the verbs in king’s last sentence and title
2015/07/3016
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Ruling styles• Arbitrary Decision (AD)
• Discussion and Order (DO)
• Discussion and Follow (DF)
2015/07/3017
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Ruling styles• Arbitrary Decision (AD)
– Like autocratic style– No discussion with officials– Orders directly
• Discussion and Order (DO)
• Discussion and Follow (DF)
2015/07/3017
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Ruling styles• Arbitrary Decision (AD)
– Like autocratic style– No discussion with officials– Orders directly
• Discussion and Order (DO)– Like democratic style– Discussion with officials– Orders, approves, or rejects at the end
• Discussion and Follow (DF)
2015/07/3017
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Ruling styles• Arbitrary Decision (AD)
– Like autocratic style– No discussion with officials– Orders directly
• Discussion and Order (DO)– Like democratic style– Discussion with officials– Orders, approves, or rejects at the end
• Discussion and Follow (DF)– Like laissez-faire style– Discussion with officials– Follows officials suggestion
2015/07/3017
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Ruling styles
2015/07/3018
• Arbitrary Decision (AD) example
King
Facts
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Ruling styles
2015/07/3018
• Arbitrary Decision (AD) example
King
Facts
“Remove all fences at the gates”
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Ruling styles
2015/07/3019
• Discussion and Order (DO) example
Agency A
Official B
Official C
King
King
King
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Ruling styles
2015/07/3019
• Discussion and Order (DO) example
Agency A
Official B
Official C
King
King
King
“Please interrogate a suspect”
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Ruling styles
2015/07/3019
• Discussion and Order (DO) example
Agency A
Official B
Official C
King
King
King
“I don’t want to do that. Don’t ask me about that again”
“Please interrogate a suspect”
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Ruling styles
2015/07/3020
• Discussion and Follow (DF) example
Facts
Official A
King
Official B
Official CThe king follows
Official C’s suggestion.
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Research Question 11. Do kings show different kinds of leadership styles?
2015/07/3021
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Results – Among kings
2015/07/3022
• Each king shows different ruling style– Multinomial test between king’s ruling style distribution ( < 0.001)
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Results – Among kings
2015/07/3022
• Each king shows different ruling style– Multinomial test between king’s ruling style distribution ( < 0.001)
•Tyrants (Yeonsangun, Gwanghaegun) show high value of AD
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Research Question 22. What factors are related with kings’ leadership?
– Context/Topics?– Members?– Time?
2015/07/3023
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Methodology• Discover topics in each article
– LDA [Blei et al. 2003] with 300 topics– LDA outputs a topic proportion for each article– LDA outputs a multinomial word distribution for each topic
2015/07/3024
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Methodology• Discover topics in each article
– LDA [Blei et al. 2003] with 300 topics– LDA outputs a topic proportion for each article– LDA outputs a multinomial word distribution for each topic
• Identify who said what– To analyze the participants in the discussion– Look at subjects and person tags in front of the sentence
of each quote– 20K people/agencies
2015/07/3024
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• Investigate the effects of the topicsLook at the difference between ruling styles overall andgiven a topic
Results - Topics
2015/07/3025
Sejong the Great
Yeonsangun (Tyrant)
Injo (Weak king)
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• Investigate the effects of the topicsLook at the difference between ruling styles overall andgiven a topic
Results - Topics
2015/07/3025
Sejong the Great
Yeonsangun (Tyrant)
Injo (Weak king)
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• Investigate the effects of the topicsLook at the difference between ruling styles overall andgiven a topic
Results - Topics
2015/07/3025
Sejong the Great
Yeonsangun (Tyrant)
Injo (Weak king)
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• Investigate the effects of the topicsLook at the difference between ruling styles overall andgiven a topic
• ResultsDifferent from overall( )
Results - Topics
2015/07/3025
Sejong the Great
Yeonsangun (Tyrant)
Injo (Weak king)
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• Remission of sins topic– Kings act DO than overall– Injo tends to DF
Results - Topics
2015/07/3026
Sejong the Great
Yeonsangun (Tyrant)
Injo (Weak king)
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• Remission of sins topic– Kings act DO than overall– Injo tends to DF
• Granting rewards topic– Sejong the Great acts DF– Yeonsangun acts arbitrarily– Injo tends to give grants to
servants than overall
Results - Topics
2015/07/3026
Sejong the Great
Yeonsangun (Tyrant)
Injo (Weak king)
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Results - Members• Investigate the effects of the participants in a discussion
– Compute the mutual information among ruling styles
2015/07/3027
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Results - Members• Investigate the effects of the participants in a discussion
– Compute the mutual information among ruling styles• Results
– Discussion and Order• Chief secretary• Local government officials
2015/07/3027
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Results - Members• Investigate the effects of the participants in a discussion
– Compute the mutual information among ruling styles• Results
– Discussion and Order• Chief secretary• Local government officials
– Discussion and Follow• Central government officials• Crown prince• Agency officials who remonstrate to the king
2015/07/3027
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Results – Time
• Investigate the changes over time– Look at the temporal difference of a king
2015/07/3028
Yeonsangun (Tyrant) Injo (Weak king)
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Results – Time
• Investigate the changes over time– Look at the temporal difference of a king
• Results– Yeonsangun becomes more arbitrary over time– Injo stays consistent in his ruling style
2015/07/3028
Yeonsangun (Tyrant) Injo (Weak king)
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Conclusion• Introduced the Annals of the Joseon Dynasty
– Long and large historical documents– Translated and annotated corpus
• Measured the king’s leadership styles– Arbitrary Decision– Discussion and Order– Discussion and Follow
• Analyzed the patterns – Difference among kings– Relationship with factors (Topics, Members, Time)
2015/07/3029
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Reference• Chemers, M. (2014). An integrative theory of leadership. Psychology Press.• Mills, D. Q. (2005). Leadership: How to lead, how to live. MindEdge Press.• Lewin, K., Lippitt, R., & White, R. K. (1939). Patterns of aggressive behavior in
experimentally created “social climates”. The Journal of Social Psychology, 10(2), 269-299.
• Bligh, M. C., Kohles, J. C., & Meindl, J. R. (2004). Charting the language of leadership: a methodological investigation of President Bush and the crisis of 9/11. Journal of Applied Psychology, 89(3), 562.
• Hoel, H., Glasø, L., Hetland, J., Cooper, C. L., & Einarsen, S. (2010). Leadership styles as predictors of self-reported and observed workplace bullying. British Journal of Management, 21(2), 453-468.
• Kaarbo, J. (1997). Prime minister leadership styles in foreign policy decision-making: A framework for research. Political Psychology, 553-581.
• Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent dirichlet allocation. the Journal of machine Learning research, 3, 993-1022.
• Van Vugt, M. (2006). Evolutionary origins of leadership and followership. Personality and Social Psychology Review, 10(4), 354-371.
2015/07/3030
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Image sources• http://onhech.blogspot.com/2013/10/laissez-faire-
leadership-is-less-more.html• http://www.imbc.com/broad/tv/drama/isan/preview
/1673111_23417.html• https://en.wikipedia.org/wiki/Joseon• https://en.wikipedia.org/wiki/Korean_Peninsula• http://store.steampowered.com/app/99612• http://sillok.history.go.kr• http://sillok.history.go.kr/viewer/viewtype1.jsp?id=k
da_10103027_005
2015/07/3031