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Mutual Information

Mutual information across pairwise subject labels

Subject Labels

Econbiz (base e): 2.0647483255693224 Econbiz (base 2): 2.9788021699826523

Econbiz (base e, zero diag): 2.0647483255693224 # no difference

Econbiz-Titles (base e): 1.3827411703335026 Econbiz-Labels+Titles (base e): 1.6373410464146192

RCV (base e): 1.1639243092018587 RCV (base 2): 1.6791878288556341

FIV (base e): 1.5155694207276322 FIV (base 2): 2.186504487406714

ECONIS (base e): 2.0590876358085795 ECONIS (base 2): 2.970635520936818

Citations

Pubmed (base e): 8.559119191132746 Pubmed (base 2): 12.34819881142477

Pubmed-Titles (base e): 4.002485807884782 Pubmed-Labels+Titles (base e): 7.741237907510927

DBLP (base e): 7.1401291641694735 DBLP (base 2): 10.301028936453958

ACM (base e): 6.560546793828111 ACM (base 2): 9.464868324975805

Music

[Min count 100 was necessary to compute] MPD (base e): 1.5618877076689044 MPD (base 2): 2.2533276502793593

Normalized MI

Normalized by label entropy

Econbiz-Labels (base e): 0.29772784312775197 Econbiz-Titles (base e): 0.19938533967999353 Econbiz-Titles+Labels (base e): 0.23609754863423627

Pubmed-Labels (base e): 0.5996320157106622 Pubmed-Titles (base e): 0.28040486167334816 Pubmed-Titles+Labels (base e): 0.5423331521525753

Normalized by feature entropy

Econbiz-Labels (base e): 0.29772784312775197 Econbiz-Titles (base e): 0.19396723516117295 Econbiz-Titles+Labels (base e): 0.21247875392215715

Pubmed-Labels (base e): 0.5996320157106608 Pubmed-Titles (base e): 0.5120547952695118 Pubmed-Titles+Labels (base e): 0.5915967330146087