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❆ ◆❡✇ P❛r❛❞✐❣♠ ❢♦r ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ❆♥❞r❡✇ ❉✳ ❑❡r ✶ ❛♥❞ ❚♦♠á➨ P❡✈♥ý ✷ ✶ ❯♥✐✈❡rs✐t② ♦❢ ❖①❢♦r❞✱ ❯❑ ✷ ❈③❡❝❤ ❚❡❝❤♥✐❝❛❧ ❯♥✐✈❡rs✐t② ✐♥ Pr❛❣✉❡ ✷✻t❤ ❏❛♥✉❛r② ✷✵✶✶ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✶✴✸✺

❖✉t❧✐♥❡ ✶ ▼♦t✐✈❛t✐♦♥ ✷ Pr♦♣♦s❡❞ ♠❡t❤♦❞ ❈❧✉st❡r✐♥❣ ❛❧❣♦r✐t❤♠ ▼❛①✐♠✉♠ ♠❡❛♥ ❞✐s❝r❡♣❛♥❝② ✸ ❊①♣❡r✐♠❡♥ts ✼ ❛❝t♦rs✱ ♦♥❡ ❣✉✐❧t② ✼ ❛❝t♦rs✱ ③❡r♦ ♦r ♦♥❡ ❣✉✐❧t② ✶✸ ❛❝t♦rs✱ ♦♥❡ ❣✉✐❧t② ✹ ❈♦♥❝❧✉s✐♦♥ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✷✴✸✺

❈❧❛ss✐❝❛❧ st❡❣❛♥❛❧②s✐s s❝❡♥❛r✐♦ ■♥❞❡♣❡♥❞❡♥t❧② t❡sts ♦❜❥❡❝ts ❢♦r st❡❣♦ ❝♦♥t❡♥t✳ ❈♦♥s✐❞❡r ♦♥❧② ♦♥❡ ❛❝t♦r✳ ❘❛r❡❧② ❤❛♣♣❡♥s ✐♥ ♣r❛❝t✐❝❡✳ ✉s✉❛❧ ❛♣♣r♦❛❝❤ ❚r❛✐♥ ❛ ❝❧❛ss✐✜❡r ♦♥ ❡①❛♠♣❧❡s ♦❢ ❝♦✈❡r ❛♥❞ st❡❣♦ ✐♠❛❣❡s✳ ❚❤❡ ❝❧❛ss✐✜❡r ❝❛♥ ❞❡t❡❝t ♦♥❧② s♦♠❡ st❡❣❛♥♦❣r❛♣❤✐❝ ❛❧❣♦r✐t❤♠s✳ ▼✐❣❤t ❤❛✈❡ ♣r♦❜❧❡♠s ✇✐t❤ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✸✴✸✺

❇❛t❝❤ st❡❣❛♥❛❧②s✐s s❝❡♥❛r✐♦✿ ♠♦♥✐t♦r✐♥❣ ❛ ♥❡t✇♦r❦ ▼✉❧t✐♣❧❡ ❛❝t♦rs tr❛♥s♠✐t ♠✉❧t✐♣❧❡ ♦❜❥❡❝ts✳ ●✉✐❧t② ❛❝t♦rs ✐♥❝❧✉❞❡ s♦♠❡ st❡❣♦ ♦❜❥❡❝ts✳ ▼♦st ❛❝t♦rs ❛r❡ ✐♥♥♦❝❡♥t✳ ♥❡✇ ♣❛r❛❞✐❣♠ ✶ ❊①tr❛❝t st❡❣❛♥❛❧②t✐❝ ❢❡❛t✉r❡s ❢r♦♠ ❛❧❧ ♦❜❥❡❝ts✳ ✷ ❈❛❧❝✉❧❛t❡ ❞✐st❛♥❝❡ ❜❡t✇❡❡♥ ❛❝t♦rs✳ ✸ ❈❧✉st❡r ❛❝t♦rs✳ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✹✴✸✺

❈♦♠♣❛r✐s♦♥ ❛❞✈❛♥t❛❣❡s ♦❢ t❤❡ ♥❡✇ ♣❛r❛❞✐❣♠ ■t ❞♦❡s ♥♦t ♥❡❡❞ t♦ ❜❡ tr❛✐♥❡❞✳ ■t ✐s ♣♦t❡♥t✐❛❧❧② ✉♥✐✈❡rs❛❧✳ ■t r❡♠♦✈❡s t❤❡ ♣r♦❜❧❡♠ ♦❢ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❧✐♠✐t❛t✐♦♥s ♦❢ ❝❧❛ss✐❝❛❧ st❡❣❛♥❛❧②s✐s ❚r❛✐♥ ❛ ❝❧❛ss✐✜❡r ♦♥ ❡①❛♠♣❧❡s ♦❢ ❝♦✈❡r ❛♥❞ st❡❣♦ ✐♠❛❣❡s✳ ❚❤❡ ❝❧❛ss✐✜❡r ❝❛♥ ❞❡t❡❝t ♦♥❧② s♦♠❡ st❡❣❛♥♦❣r❛♣❤✐❝ ❛❧❣♦r✐t❤♠s✳ ▼✐❣❤t ❤❛✈❡ ♣r♦❜❧❡♠s ✇✐t❤ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✺✴✸✺

❈♦♠♣❛r✐s♦♥ ❛❞✈❛♥t❛❣❡s ♦❢ t❤❡ ♥❡✇ ♣❛r❛❞✐❣♠ ■t ❞♦❡s ♥♦t ♥❡❡❞ t♦ ❜❡ tr❛✐♥❡❞✳ ■t ✐s ♣♦t❡♥t✐❛❧❧② ✉♥✐✈❡rs❛❧✳ ■t r❡♠♦✈❡s t❤❡ ♣r♦❜❧❡♠ ♦❢ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❧✐♠✐t❛t✐♦♥s ♦❢ ❝❧❛ss✐❝❛❧ st❡❣❛♥❛❧②s✐s ❚r❛✐♥ ❛ ❝❧❛ss✐✜❡r ♦♥ ❡①❛♠♣❧❡s ♦❢ ❝♦✈❡r ❛♥❞ st❡❣♦ ✐♠❛❣❡s✳ ❚❤❡ ❝❧❛ss✐✜❡r ❝❛♥ ❞❡t❡❝t ♦♥❧② s♦♠❡ st❡❣❛♥♦❣r❛♣❤✐❝ ❛❧❣♦r✐t❤♠s✳ ▼✐❣❤t ❤❛✈❡ ♣r♦❜❧❡♠s ✇✐t❤ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✺✴✸✺

❈♦♠♣❛r✐s♦♥ ❛❞✈❛♥t❛❣❡s ♦❢ t❤❡ ♥❡✇ ♣❛r❛❞✐❣♠ ■t ❞♦❡s ♥♦t ♥❡❡❞ t♦ ❜❡ tr❛✐♥❡❞✳ ■t ✐s ♣♦t❡♥t✐❛❧❧② ✉♥✐✈❡rs❛❧✳ ■t r❡♠♦✈❡s t❤❡ ♣r♦❜❧❡♠ ♦❢ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❧✐♠✐t❛t✐♦♥s ♦❢ ❝❧❛ss✐❝❛❧ st❡❣❛♥❛❧②s✐s ❚r❛✐♥ ❛ ❝❧❛ss✐✜❡r ♦♥ ❡①❛♠♣❧❡s ♦❢ ❝♦✈❡r ❛♥❞ st❡❣♦ ✐♠❛❣❡s✳ ❚❤❡ ❝❧❛ss✐✜❡r ❝❛♥ ❞❡t❡❝t ♦♥❧② s♦♠❡ st❡❣❛♥♦❣r❛♣❤✐❝ ❛❧❣♦r✐t❤♠s✳ ▼✐❣❤t ❤❛✈❡ ♣r♦❜❧❡♠s ✇✐t❤ ♠♦❞❡❧ ♠✐s♠❛t❝❤✳ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✺✴✸✺

❖✉t❧✐♥❡ ✶ ▼♦t✐✈❛t✐♦♥ ✷ Pr♦♣♦s❡❞ ♠❡t❤♦❞ ❈❧✉st❡r✐♥❣ ❛❧❣♦r✐t❤♠ ▼❛①✐♠✉♠ ♠❡❛♥ ❞✐s❝r❡♣❛♥❝② ✸ ❊①♣❡r✐♠❡♥ts ✼ ❛❝t♦rs✱ ♦♥❡ ❣✉✐❧t② ✼ ❛❝t♦rs✱ ③❡r♦ ♦r ♦♥❡ ❣✉✐❧t② ✶✸ ❛❝t♦rs✱ ♦♥❡ ❣✉✐❧t② ✹ ❈♦♥❝❧✉s✐♦♥ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✻✴✸✺

❆❣❣❧♦♠❡r❛t✐✈❡ ❝❧✉st❡r✐♥❣ Cluster Dendrogram ❛❧❣♦r✐t❤♠ 10 ■♥✐t✐❛❧✐③❛t✐♦♥ D 9 ❊❛❝❤ ❛❝t♦r ✐s ✐♥ ♦♥❡ ❝❧✉st❡r✳ 8 ■t❡r❛t✐♦♥ 7 Height ❏♦✐♥ t✇♦ ❝❧♦s❡st ❝❧✉st❡rs✳ 6 5 B 4 G A C 3 E F ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✼✴✸✺

❉✐st❛♥❝❡s ❜❡t✇❡❡♥ ❝❧✉st❡rs s✐♥❣❧❡ ❧✐♥❦❛❣❡ ❉ SL ( ❳ , ❨ ) = ♠✐♥ ① ∈ ❳ ② ∈ ❨ ❞ ( ① , ② ) ❝♦♠♣❧❡t❡ ❧✐♥❦❛❣❡ ❉ CL ( ❳ , ❨ ) = ♠❛① ① ∈ ❳ ② ∈ ❨ ❞ ( ① , ② ) ✶ ❝❡♥tr♦✐❞ ❉ CEN ( ❳ , ❨ ) = | ❳ |·| ❨ | ∑ ① ∈ ❳ , ∑ ② ∈ ❨ ❞ ( ① , ② ) ✶ ❛✈❡r❛❣❡ ❧✐♥❦❛❣❡ ❉ AVG ( ❳ , ❨ ) = ( | ❳ ∪ ❨ | )( | ❳ ∪ ❨ |− ✶ ) ∑ ① ∈ ❳ , ∑ ② ∈ ❨ ❞ ( ✉ , ✈ ) ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✽✴✸✺

❖✉t❧✐♥❡ ✶ ▼♦t✐✈❛t✐♦♥ ✷ Pr♦♣♦s❡❞ ♠❡t❤♦❞ ❈❧✉st❡r✐♥❣ ❛❧❣♦r✐t❤♠ ▼❛①✐♠✉♠ ♠❡❛♥ ❞✐s❝r❡♣❛♥❝② ✸ ❊①♣❡r✐♠❡♥ts ✼ ❛❝t♦rs✱ ♦♥❡ ❣✉✐❧t② ✼ ❛❝t♦rs✱ ③❡r♦ ♦r ♦♥❡ ❣✉✐❧t② ✶✸ ❛❝t♦rs✱ ♦♥❡ ❣✉✐❧t② ✹ ❈♦♥❝❧✉s✐♦♥ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✾✴✸✺

▼❛①✐♠✉♠ ♠❡❛♥ ❞✐s❝r❡♣❛♥❝② ✭✶✮ ❞❡✜♥✐t✐♦♥ � � MMD ( P , Q ) = ♠❛① ❢ ∈ F � ❊ ❳ ∼ P [ ❢ ( ❳ )] − ❊ ❳ ∼ Q [ ❢ ( ❳ )] � P ❛♥❞ Q ❛r❡ ♣r♦❜❛❜✐❧✐t② ❞✐str✐❜✉t✐♦♥s F ✐s ❛ ✉♥✐t ❜❛❧❧ ✐♥ ❘❡♣r♦❞✉❝✐♥❣ ❑❡r♥❡❧ ❍✐❧❜❡rt ❙♣❛❝❡ ✉♥❜✐❛s❡❞ ❡st✐♠❛t♦r ✶ MMD ✷ ( ❳ , ❨ ) = ♥ ( ♥ − ✶ ) ∑ ✐ � = ❥ ❦ ( ① ✐ , ① ❥ )+ ❦ ( ② ✐ , ② ❥ ) − ❦ ( ① ✐ , ② ❥ ) − ❦ ( ① ❥ , ② ✐ ) ❦ ( · , · ) : ❉ × ❉ �→ R ✐s ✉♥✐✈❡rs❛❧ ❜♦✉♥❞❡❞ ❦❡r♥❡❧✱ ❛♥❞ { ① ✐ } ♥ ✐ = ✶ ∼ P , { ② ✐ } ♥ ✐ = ✶ ∼ Q ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✶✵✴✸✺

▼❛①✐♠✉♠ ♠❡❛♥ ❞✐s❝r❡♣❛♥❝② ✭✷✮ ❡①❛♠♣❧❡s ♦❢ ❦❡r♥❡❧s ❦ ( ① , ② ) = ❡ − γ � ① − ② � ✷ ●❛✉ss✐❛♥ ❦❡r♥❡❧ ✷ ❦ ( ① , ② ) = ① t ② ▲✐♥❡❛r ❦❡r♥❡❧ s♦♠❡ ♣r❛❝t✐❝❛❧ r❡♠❛r❦s ❋❡❛t✉r❡s ❛r❡ ♥♦r♠❛❧✐③❡❞ t♦ ❤❛✈❡ ③❡r♦ ♠❡❛♥ ❛♥❞ ✉♥✐t ✈❛r✐❛♥❝❡✳ ❑❡r♥❡❧ ❛♥❞ ♥♦r♠❛❧✐③❛t✐♦♥ ♣❛r❛♠❡t❡rs ❤❛✈❡ t♦ ❜❡ ✜①❡❞✳ ❆✳ ❑❡r✱ ❚✳ P❡✈♥ý ⑤ ❙t❡❣❛♥❛❧②s✐s ✈✐❛ ❈❧✉st❡r✐♥❣ ✶✶✴✸✺