Table 1.
Notations used in this paper.
| Notation | Description |
|---|---|
| n (p) | sampling size of pth participator |
| Dp | dataset of pth participator |
| X n(p) | data matrix |
| Y | corresponding labels ∈ {+1, −1} |
| fn | name of the attribute |
| θ | test threshold |
| δ | sign of the test ∈ {+1, −1} |
| hp(t)(·) | the weak classifier trained at tth iteration in pth participator |
| α p(t) | the weight of hp(t)(·) |
| Hp(·) | the classifier trained in the pth participator |
| ϵ p | training error rate of pth participator |
| testing error rate of qth model in the pth participator’s training data | |
| S (p) | the index set of selected models for pth participator |
| λ p | instance proportion of pth participator |
| σ | a factor of the integrated weight |