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Price correlation 을 이용한 경제 네트워크 구성과 clustering 가능성 Seung-Woo Son email: sonswoo@kaist.ac.krsonswoo@kaist.ac.kr Complex System and Statistical Physics Lab., Dept. Physics, KAIST, Taejeon 305-701, Korea 2003. 12. 13. SERI
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Correlation ? Price correlation vs. Return correlation T/N ratio ( T: trading day, N: number of companies ) –random matrix theorem –should be significantly larger than one Correlation matrix vs. Distance matrix
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Price correlation 1991 - 2003 ( 468 companies, 3431 trading days )
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Log return correlation 1991 - 2003 ( 468 companies, 3431 trading days )
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1980 - 2003 ( 228 companies, 6648 trading days ) Pricelog return
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Correlation between two correlations 1991 - 2003 ( 468 companies, 3431 trading days )
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MST - Price correlation 1991 - 2003 ( 468 companies, 3431 trading days )
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MST - Return correlation 1991 - 2003 ( 468 companies, 3431 trading days )
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Time moving of return correlation Period -1982~2000 NYSE 105 comp. Black Monday ( 1987 ) Dong-Hee Kim
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1982~1986, IBM k=24
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1983~1987, GE k=34
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1985~1989, GE k=27
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1986~1990, GE k=25
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1993~1997, MER k=16
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1996~2000, GE k=23
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Percolation approach & Girvan-Newman cluster method After sorting C ij in descending order, add a link between i and j following that order. When all nodes make a giant cluster, stop the attachment. It means the links with values C ij > C * (percolation threshold) are valid and connected. 1.Building giant cluster by percolation approach 2.Break into several cluster by Girvan-Newman cluster method 1991 - 2003 ( 468 companies, 3431 trading days )
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Percolate net (all node connected condition) 468 nodes, 85376 links (78.13% of fully connected) bad case!! - meaningless degree distribution 1991 - 2003 ( 468 companies, 3431 trading days )
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Hierarchical tree – clustering average link method – 두 cluster 사이에 평균 거리 순으로 연결 complete link method – 두 cluster 사이에 가장 먼 거리 순으로 … single link method – 두 cluster 사이에 가장 가까운 거리 순으로 … single link method 는 MST 방법과 일치
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average link method Young-Ho Eom 1991 - 2003 ( 468 companies, 3431 trading days )
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complete link method Young-Ho Eom 1991 - 2003 ( 468 companies, 3431 trading days )
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single link method Young-Ho Eom 1991 - 2003 ( 468 companies, 3431 trading days )
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Conclusion
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한국증시 KOSPI
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Detailed list of used data
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