TESI DOCTORAL - La Salle

3.3. Deterministic hierarchical consensus architectures
Consensus Diversity Dataset
function scenario Zoo Iris Wine Glass Ionosphere WDBC Balance MFeat miniNG Segmentation BBC PenDigits
|dfA| = 1 flat† flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|df
CSPA A| = 10 DAR‡ flat† flat† flat† DAR‡ flat† flat† flat† flat flat flat –
|dfA| = 19 ADR‡ flat† flat† ADR‡ DAR‡ DAR‡ flat† flat† ADR flat flat –
|dfA| = 28 ADR‡ flat† ADR‡ ADR‡ DAR‡ DAR‡ flat† flat† ADR flat flat –
|dfA| = 1 flat† flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|df
EAC A| = 10 flat† flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|dfA| = 19 flat† flat† flat† flat† flat† flat† flat† flat† ADR flat flat –
|dfA| = 28 flat† flat† flat† flat† flat† flat† flat† flat† ADR flat flat –
|dfA| = 1 flat† flat† flat† flat† flat† DRA flat† RDA DRA DRA DRA DRA
|df
HGPA A| = 10 DAR‡ flat† flat† ADR‡ DAR‡ DRA flat† ARD‡ DAR DAR DAR DAR
|dfA| = 19 ARD‡ flat† ADR‡ ADR‡ DAR‡ DAR‡ ARD‡ ARD‡ ADR ADR ADR ADR
|dfA| = 28 ADR‡ flat† ADR‡ ADR‡ DAR‡ ADR ARD† ARD‡ ADR ADR ADR ADR
|dfA| = 1 DRA flat† flat† flat† flat† flat† flat† flat† DRA DRA DRA DRA
|df
MCLA A| = 10 DAR‡ flat† DAR‡ ADR‡ DAR‡ DAR‡ flat† ARD‡ DAR DAR DAR DAR
|dfA| = 19 ADR‡ flat† ADR‡ ADR‡ DAR‡ DAR‡ ARD‡ ARD‡ ADR ADR ADR ADR
|dfA| = 28 ADR‡ ARD‡ ADR‡ ADR‡ DAR‡ ADR‡ ARD‡ ARD‡ ADR ADR ADR ADR
|dfA| = 1 flat† flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|df
ALSAD A| = 10 DAR‡ flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|dfA| = 19 ADR‡ flat† ADR‡ ADR‡ DAR flat† flat† flat† ADR flat flat –
|dfA| = 28 ADR‡ flat† ADR‡ ADR‡ ADR‡ flat† flat† flat† ADR flat flat –
|dfA| = 1 flat† flat† flat† flat† flat† DRA flat† RAD flat flat flat –
|df
KMSAD A| = 10 DAR‡ flat† DAR flat† DAR‡ DAR‡ flat† flat† flat flat flat –
|dfA| = 19 ADR‡ flat† ADR‡ ADR‡ DAR‡ DAR‡ flat† flat† ADR flat flat –
|dfA| = 28 ADR‡ flat† ADR‡ ADR‡ DAR ADR‡ flat† flat† ADR flat flat –
|dfA| = 1 flat† flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|df
SLSAD A| = 10 DAR‡ flat† flat† flat† flat† flat† flat† flat† flat flat flat –
|dfA| = 19 ADR‡ flat† ADR‡ ADR‡ DAR‡ flat† flat† flat† ADR flat flat –
|dfA| = 28 ADR‡ flat† ADR‡ ADR DAR flat† flat† flat† ADR flat flat –
86
Table 3.10: Computationally optimal consensus architectures (flat or DHCA) on the unimodal data collections assuming a fully serial
implementation. The dagger (†) symbolizes optimal consensus architecture correct predictions. The double dagger (‡) identifies DHCA
variants defined by the ordered list of diversity factors in decreasing cardinality order.